diff --git a/analysis/16S/16S_Analysis_pipeline_v4-3.Rmd b/analysis/16S/16S_Analysis_pipeline_v4-3.Rmd index 566e0f464a62eeb50a6f354df5a8faeb5b2cce0e..6afef308b2981e593eaacb461b27170b3ec37b98 100644 --- a/analysis/16S/16S_Analysis_pipeline_v4-3.Rmd +++ b/analysis/16S/16S_Analysis_pipeline_v4-3.Rmd @@ -817,9 +817,9 @@ set$ignore_na = TRUE ##### Optional settings (sensible defaults) ##### # Can be changed to change the width (in cm) of the saved plot. -set$wp = 20 +set$wp = 25 # Can be changed to change the height (in cm) of the saved plot. -set$hp = 13 +set$hp = 15 # Can be changed to change the resolution (in dpi) of the saved plot. set$res = 300 @@ -843,7 +843,7 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% select(Genus, Alias, ndvi, Abundance, Shannon) %>% @@ -853,35 +853,34 @@ set$topntax_tbl <- psmelt(set$ps.topnTax) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) -set$other <- set$topntax_tbl %>% +set$other <- set$topntax_tb %>% group_by(Alias) %>% summarise(sumabu = sum(Abundance)) %>% mutate(Genus = 'Other', Abundance = 1-sumabu) %>% select(-sumabu) -set$topntax_tbl <- bind_rows(set$topntax_tbl, set$other) +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + + geom_col(color = "black", size = 0.1) + scale_fill_viridis(discrete = TRUE, na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), - # strip.text = element_text(size = 16), - # axis.title=element_text(size=16), - # legend.text = element_text(size=14), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), y = ndvi)) + geom_point() + theme(strip.background = element_blank(), - #strip.text = element_text(size = 16), - # axis.title=element_text(size=16), - # legend.text = element_text(size=14) axis.title.x=element_blank()) + ylab("NDVI") @@ -890,9 +889,6 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, y = Shannon)) + geom_point() + theme(strip.background = element_blank(), - #strip.text = element_text(size = 16), - #axis.title=element_text(size=16), - #legend.text = element_text(size=14), axis.title.x=element_blank()) + ylab("Shannon") @@ -905,7 +901,9 @@ plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, align = "v") save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom diff --git a/analysis/16S/16S_Analysis_pipeline_v4-3.html b/analysis/16S/16S_Analysis_pipeline_v4-3.html index 37af554d9d8b0c1615d9a1d5a765ca67d671d534..58f725605b5e8b8fe55b66d8134c720cb87a9211 100644 --- a/analysis/16S/16S_Analysis_pipeline_v4-3.html +++ b/analysis/16S/16S_Analysis_pipeline_v4-3.html @@ -1242,31 +1242,29 @@ require any input</strong>, but it is possible to adjust the <strong>default ‘n’</strong>, and to change <strong>width</strong>, <strong>height</strong> and <strong>resolution</strong> of the PDF-output if necessary.</p> -<pre class="r"><code># CHANGE ME to the desired sample categories on the x-axis. -# Accepted values are the column headers in the descriptor file. +<pre class="r"><code># CHANGE ME to the desired sample categories on the x-axis. Accepted values +# are the column headers in the descriptor file. set$x_axis_value = "ndvi" -# CHANGE ME to the taxonomic level of interest (color coding). Accepted values +# CHANGE ME to the taxonomic level of interest (color coding). Accepted values # are the column headers in your descriptor file. set$taxlvl = "Genus" -# CHANGE ME to change the number of Top n taxa to be plotted at -# taxlvl. +# CHANGE ME to change the number of Top n taxa to be plotted at taxlvl. set$top_n = 10 # Can be changed to include (FALSE) or exclude (TRUE) NA values in the barplot set$ignore_na = TRUE -# CHANGE ME to an entry at the chosen taxonomic level you want to highlight. -# Comment out to not highlight anything. -#set$highlight = "Meloidogyne" +# CHANGE ME to an entry at the chosen taxonomic level you want to highlight. +# Comment out to not highlight anything. set$highlight = 'Meloidogyne' ##### Optional settings (sensible defaults) ##### # Can be changed to change the width (in cm) of the saved plot. -set$wp = 20 +set$wp = 25 # Can be changed to change the height (in cm) of the saved plot. -set$hp = 13 +set$hp = 15 # Can be changed to change the resolution (in dpi) of the saved plot. set$res = 300 @@ -1276,78 +1274,62 @@ set$y_axis_label = "Relative abundance" # Can be changed to change the x-axis label set$x_axis_label = "Sample" -############### NO NEED FOR CHANGES BELOW ############### -# Estimate Alpha-diversity (Shannon) +############### NO NEED FOR CHANGES BELOW ############### Estimate +############### Alpha-diversity (Shannon) set$alpha_div_ps_trans <- estimate_richness(ps.trans, measures = "Shannon") %>% - as_tibble(rownames = "Sample") + as_tibble(rownames = "Sample") # Make physeq objects of top n taxa and top n ASVs -set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, - top = set$top_n, - ignore_na = set$ignore_na) +set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, top = set$top_n, + ignore_na = set$ignore_na) # Plot set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% - as_tibble() %>% - left_join(set$alpha_div_ps_trans, by = "Sample") %>% - select(Genus, Alias, ndvi, Abundance, Shannon) %>% - filter(Abundance > 0) %>% - group_by(Genus, Alias, ndvi, Shannon) %>% - summarise(Abundance = sum(Abundance)) %>% - arrange(ndvi) %>% - mutate(ndvi_rank = c(1:length(ndvi))) - +set$topntax_tb <- psmelt(set$ps.topnTax) %>% + as_tibble() %>% + left_join(set$alpha_div_ps_trans, by = "Sample") %>% + select(Genus, Alias, ndvi, Abundance, Shannon) %>% + filter(Abundance > 0) %>% + group_by(Genus, Alias, ndvi, Shannon) %>% + summarise(Abundance = sum(Abundance)) %>% + arrange(ndvi) %>% + mutate(ndvi_rank = c(1:length(ndvi))) + +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = "Other", Abundance = 1 - sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c(sort(unique(set$topntax_tb$Genus)), "Other"))) plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), - y = Abundance, - fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - scale_fill_viridis(discrete = TRUE, na.value = "grey") + - ylab(set$y_axis_label) + - xlab(set$x_axis_label) + - theme(strip.background = element_blank(), - # strip.text = element_text(size = 16), - # axis.title=element_text(size=16), - # legend.text = element_text(size=14), - legend.position = "bottom") - -plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), - y = ndvi)) + - geom_point() + - theme(strip.background = element_blank(), - #strip.text = element_text(size = 16), - # axis.title=element_text(size=16), - # legend.text = element_text(size=14) - axis.title.x=element_blank()) + - ylab("NDVI") - -plots$shannon_dot_plot <- ggplot(set$topntax_tbl, - aes(fct_reorder(Alias, ndvi), - y = Shannon)) + - geom_point() + - theme(strip.background = element_blank(), - #strip.text = element_text(size = 16), - #axis.title=element_text(size=16), - #legend.text = element_text(size=14), - axis.title.x=element_blank()) + - ylab("Shannon") - - -plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, - plots$shannon_dot_plot, - plots$topn_tax_custom, - nrow = 3, - heights = c(1, 1, 3), - align = "v") - -save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) + y = Abundance, fill = Genus)) + geom_col(color = "black", size = 0.1) + scale_fill_viridis(discrete = TRUE, + na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), + legend.key.size = unit(0.9, "line"), legend.text = element_text(margin = margin(0, + 10, 0, 1)), legend.position = "bottom") + +plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), y = ndvi)) + + geom_point() + theme(strip.background = element_blank(), axis.title.x = element_blank()) + + ylab("NDVI") + +plots$shannon_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), y = Shannon)) + + geom_point() + theme(strip.background = element_blank(), axis.title.x = element_blank()) + + ylab("Shannon") + + +plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, + plots$topn_tax_custom, nrow = 3, heights = c(1, 1, 3), align = "v") + +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom</code></pre> -<p><img role="img" 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q+XMCQA8LpHPo/6xx9/MAyTl5cXFRUlSVQAAOU5Xmd8nP3794sQCVD79+9/ZPVOcRyn0WisVquYIbnCawX89evXc3JyKv1d9u7d21trdEIL+Li4uICAALcWPHDggNVqTU5OnjJlilKpJIQolcpBgwYVFBRkZGTs2rULBTyA7DRo0ODGjRtOEw0GA8Mwc+fO/eCDDySJCgC8S6PRVPA8anR0tCvNZQAA3+Gbt3z9VZ8+fSqeoaysTJxI3OKFAj4zM3PUqFHl28qPVEWnUqvVWlBQEB4e7m71Tgihb+x37dqVVu+8Dh06ZGRk0E+h6rz55psrVqxwmjhu3LhvvvlGknjAD/Ts2bOCI9KMGTNGjRoVHx8vZkgA4HVnz56ttGn1xBNPnD9/Xpx4AACEYxhG6hCqEVcq08aNG1+9elWEYFwntIC/ceNG9+7dLRaLV6Lx2P379zmOi42N9WBZm80WFRVVt25dp+lqtZoQUnFXEyBQdHR0fn5++emrV6/etm1bYWGh+CGBHzh06FDFMyQkJGDXBpC7bt26VTpPdna2CJEAAHhLvXr1pA4B/setW7ekDsGZ0AJ+9uzZtHofMmTIhAkT6tWrp1AovBGYe+jz8+Hh4du2bTty5Mj9+/ejoqISEhKGDh3aoEGDipf98MMPHzn9zJkzhJCGDRuW/8hgMPDj2/PoFLvdLmZhwD9mI/J6vWLo0KGPrN6poqKiHj16yO5FIFlvEUf8JUnZJbJy5cpK55FdUkTOW8SJ/yUi6yzI/yYirwfOTSaTK7PJdwPJN3InSMTXyDcRo9HYoEGDhw8f0v9NSUk5efKktCG5JSEhodJnlq9evSqvDcRHy3GcvCJ3XZXmRb/crfOv0AKeVrmDBg3atm2bwK8SghbwdAh6lUoVGhqam5ubm5ubmZk5ZsyYAQMGuPuF2dnZNKPBgweX//Snn3767LPPnCbWqFGDEKLX6yW5b2w2m81ms/jrFeLHH3+seIaff/5ZvjfhjUaj0WiUOgovMBgMBoNB6ijcMGvWLFdmk+9Pq7S0VOoQvKOkpETqELzDbxIpLi6WOgT3uNjcke/OLt/IHXEc5x+J2O12/0iEZVmZJpKYmOgU+ZkzZ1Qq1aBBg1atWiVVVG45e/ZsdHR0BTPUrFlTpluHEFJWVibf4CsQHR1dpXnRd8FsNpvriwgq4DmOu3btGiFkwoQJQr5HOFrABwcHT548uW3btiqVymAwbNq06ccff1yzZk3Tpk0bNWrk4ldZLJbNmzf/8MMPdrv9pZdeatGiRVUGXn25WNxev3690mcoABy5eLkhPz8f3VMDyBrDMPJ6ZAAAPBYXF/e4O1UZGRlGo3HDhg0ih+SZS5cuJScnP/Kj0NDQixcvihxPNefKeaTSFzPFJ6iANxgMtGN9ydvBPXv2bNOmTXx8PB9JUFDQuHHjCgsLjx07tmXLFhc7nT558uTq1avz8/MDAgLGjRv3uD7z69at27NnT6eJarV67969arW64lHrvMtut9PLNkqlUqWS06CAj3tzwcmsWbM2b95c1cF4Ecuy9BKaSqVy6hZRXuSbSN26dS9fvlzpbHXq1BEhGC+y2Wz0ISu1Wi3Jm0reUlZWRt808ZtENBqNrPsckm8iycnJv//+e8XzMAwj5knZK6xWK21Qyi5yJ36TCH1XlGEYjUYjdSyCyDeR1NTUip8z3b9/v1x+ZnXq1CkpKenVqxd9iplSKBQbN27s27evhIF5jOM4Wg8qFArag5iMzJ8///33369gBoVCUdUtRnrmdatFJKjk02g0wcHBer3+3LlzKSkpQr5KoISEhISEhPLTe/fufezYsevXr1f6DSUlJWlpafRFmk6dOr366qsxMTGPm/mpp5566qmnnCbm5eXt3btXp9OFhIS4Gb7nLBYLLeC1Wm1gYKBo6xWufCcCj1RSUiLmv6dwJpOJ1r0BAQEejIngO4xGI01Ep9PJ5aRInThxouLn0ygZ/a7efPPNL7/80vEKsUqlunv3ruRXTj1TWlpKG5FBQUHyuuzopKSkhDZZgoKC5HWRy0lxcTEt4IODg+V1SeW3336r9IrD+vXrZbSzU4WFhfRqnewid1JQUMBxHMMwsk5k/Pjx69evZ1lWpVK99dZb8+fPlzoiz9Fjr0KhkN0WmT17dqXzdOnSJSsrS4RgvOL06dN2u72goIAQolarw8LCpI7IcyzL0rOhSqWS3U/rvffeW7x48d27dx83gwhv9dN/PbcaEoJO1RqNZvjw4YSQpUuX6vV6IV9VRWrWrEn+/ymkgtkePHjw1ltvnTx5Mj4+fsGCBe+//34F1bvvyM/PT05Ojo2NjY2NrV+/vit3HX3Hxx9/7MpsU6dOrepIwM9ERUVV2qavXbu2OMEIFxQUtGLFCqcjmM1mi46OnjJlilRRAfiI559/voJPw8LCXnrpJdGCAT8zaNAghmFWr15ttVpZlrVYLAsWLGAYBsde8bnysgwGjATP3LlzZ+DAgeWnazQan31LS+i19sWLFz/xxBOXLl0aMGDApUuXvBKTu4xG486dO3fv3l3+X5l2ch4fH19Bg95oNP7rX/96+PBhz549Fy9e3KRJk6oN10s0Gk10dPSNGzdYlmVZNi8vr0mTJjK6C5SUlOTKbP3796/qSMD/VHwWZxjm9u3bogUjRFxcXAW9RSxevPjPP/8UMx4AX/P999+PGzfukR/Vq1fPxUe9AMpr3br147raXbx48aBBg0SOByrls7UW+L6MjAyO47Kyspo0aVK3bt1//vOfHMdJPkp6BYQ+vnjs2LHp06dPnz798OHDLVq06NChQ2JiYmxs7OMK5jlz5ghcY3k6nW7Lli3FxcWxsbFt2rRx/Ojw4cOkslrx4MGDt2/fbtu27eTJk70eWxVRKBSPPE7Z7XYZdepTq1atCh5ZIYRERkaKFgz4k5YtW545c6b8ey6EEKVS6VY/n9LKzc2teAYMaA/wzTfffPPNN/3799+7dy99F6Bhw4ZXr16VOi6Qsfz8/HPnzlUwQ6XD6ID45NWFB/igFi1aHD9+nMih2w6hBXy/fv34v1mWPX78OM38caqigGcY5rnnnvvuu++WLFny7rvvtmrVihBiNpu3bdu2f//+kJCQkSNH8jPv3r3bbrcnJyfz/dLTkcYHDRrEj+DtxNfeCYyOjq64RFer1fTFeB93586dx12JIIQwDMOP8wngrpSUFI7jPv7447lz59KKPTg4+ODBg9L21uGWYcOGVTrP445aANXNzp07i4qK6M5OR3UF8Fh8fHyl89SsWfP+/fsiBAMuCg0NlToEAJEILeCDg4O9EodAw4YNM5lM27dvnzlzZkhIiE6ny8vL4zguJCRkypQp4eHh/Jxr1661Wq2jR4+mBTzLsvQe1+M6Ra9Vq9bXX38tThYuou8FVEBGNxjtdnt4eHj5wYdDQ0NlNyIx+KB//etf7777rslkIoSEhobKq9/dvXv3Sh0CAEB1RM8aFcvLyxMhEqBatWqVnZ1d8Tz//e9/xQkGQHJCC/jS0lKvxCGQUqkcM2ZM8+bNd+3alZOTU1JS0rhx48TExOHDh1fcr2NeXp5f3sJ6/fXXv/rqK6mjcAl9R3HMmDHbt28nhPTp02fTpk1SBwUgPVk8RwMAUD3J5XVF/3D+/PmKn5APDg525bkJAP8g4yF8ymvXrl27du0qnmfr1q2O/xsbG7tjx46qDMrLFi1a5Mpsu3fvrupIvCstLW3hwoWEkKCgIKlj8dDo0aPXrVvnNHHGjBmffPKJJPGA3NWoUaPiTiIAAACqCYPB8Lgmolar9ZEbigDi8K23u6FSzzzzjCuzuTIONnhRWFhY+eqdEDJ37tw6deqIHw/4gdOnT0sdAgBAdeRKd2i+1kGS3wsMDOQ4zulGHcMwc+fONZvNUkUFIAmv3YG/fv16Tk5OpQ8U9e7d21trrJ5c7IJryZIlVR0J8Dp16lRSUvK4T+/cuTN+/PhvvvlGzJDAD9DxLys+qPbo0UO0eAAAqolevXrRHo4r8O6774oTDDg6e/Ysx3G0k2OVSuXYyxVA9eGFAj4zM3PUqFE3btxwZWa8MiQOF2/Ug1ecPHmy4hlWr16NAh48cOnSpSZNmjzuU5VKdfDgQTHjAQCoDvbt21fxTXiGYebPny9aPAAAjoQ+/3Pjxo3u3bu7WL2DV6xZs6biGQYOHChOJEAIOXv2rNQhgN9KSkq6devWI9uRkZGR6OUOhKtbt25ERER0dHR0dHRQUBAOaOAta9eurVevXq1aterXry+XXnUdGQyGx33EMIxf9n8MAHIhtICfPXu2xWIhhAwZMmTv3r2///77HxXyRszV3ZgxY7p27fq4T+vWrZuRkSFiONXd1KlTXZnt008/repIwC/Fx8fb7fajR4+GhYUplUqVStWqVSv+AUIAj3Xr1o1hmNu3b/NPxpnN5qeeekqr1UobGMjdhx9+yDDM2LFj9Xq9zWbT6/UTJ05kGGbKlClSh+YG+sZ1+V5smjRpguodAKQl9BH6M2fOEEIGDRq0bds2b8QDLjl8+PDZs2fbt2/veBZhGGb16tVjxoyRMLBqqLCw0JXZ/vzzz6qOBPzYM888k5ubS/vpqXhoTB83bNiw7du30wNXcHDwL7/8kpSUJHVQ1VG3bt2OHDnyyI+sVqtKpbLZbOJGBH5i2LBhTsP98BYvXvzHH3/s2bNH5JCEyM3NJYQ8fPiQ4ziFQhEZGSl1RAAAwu7Acxx37do1QsiECRO8FA+4KiUlhWVZs9mcl5eXl5dnMBjsdjuqd/G9/vrrrsyGweSgmlu0aBHDMFu3bmVZluM4juNKS0ubNGmC+72SeFz1TrEsO2rUKLFiAb/yuOqd2rt3r9FoFC0YcJSUlBQTExMTExMdHd2zZ0+pwwEAzwm6A28wGKxWKyEkKirKS/HIGH0K0Wg0FhcXi7ZS/g682WyW9QuxjonQH5VcjBw5cuLEiZXOplarxfxhCMdvEaPRKOsBWliWpX8YDAaTySRtMEI4JuLKEEc+Zfny5TNnznzkR1arVaFQuPgki0/ht0hpaam8tkj37t0rnee7775bsWKFCMF4Eb9FKhgWRBb4w6+8zhqEkIYNG1Y6T2xs7F9//SVCMF5EG3h2u112W4Rq06YNvd9GsSx76NAhhmGGDBlSabdKvoxlWZluESc2m03WifDvYZWVlSERD9DCx60H3wQV8BqNJjg4WK/Xnzt3zsXhzfwewzAiDw1Kmyzir9e7+H1GjonQvaCCGeLi4mSXlKy3iCO+KaxQKPwjETlukcdV7xTHcb179z5w4IBo8XgFXy4qFAp5FfDnz5+vdB76wLAIwVQF+UbuRHaJuNI3R2lpqezyouR47CWE1KtX73FXSH/44Yfi4uLt27eLHJIXyXGL8PymoeV/iRBxf1p0XW41JIQW8MOHD1+9evXSpUtfeuml4OBgId8md/TfXafThYSEiLZSi8VCb7xrtdrAwEDR1ut1ZrOZ1sBarVan00kdjntoc+RxQyQqFAo5vgBvNBrptUCdTifrh5z5G+86nU6j0Ugdjuf0ej2tGAMDA9VqtdThuMGVDqjPnDkj5pHTK0pKSuhV86CgIKVSKXU4bnBxPFfZbZGioiJ61AoODpbXJRUnhYWFdGeX3SZwkezyslqtHMcxDCO7yHfu3Fnx802HDh2SXVIcx9H+s5VKpeyCd2S32wsKCoj8E2FZlp4NVSqVrBOx2Ww0EbVaLWYidKVuNSSEXl1YvHjxE088cenSpQEDBly6dEngtwHIlN1uf+QFlMjISP42HUD19O6770odAgBAdTR48OBK56lfv37VBwIA3iS0F/pjx45Nnz59+vTphw8fbtGiRYcOHRITE2NjYx938XvOnDkC1wjgm+iYsYMHD/75558JIf379//222+lDgpAerLuQ8EvxcXFyfGxIPB9DMNU+nyHrB+OkB1XbiHgaAAgO0IL+H79+vF/syx7/Pjx48ePVzA/Cnjwb9999x2t5Kv5GyUAPKVSiedQfMqlS5eCgoIqnufJJ58UJxjwJy+++OKGDRsqnqdPnz7iBAMucvGdGgDwHUIfoQ92k1eCBgAAuejatavUIcD/CAwMrF27dgUzMAyTlZUlWjzgN7799ttKb7DLaxz46gDPRADIjtA78KWlpV6JAwAA/NK+ffsqbSBWekMYvOv27ds1atSg/Sc5YRiGH/IAwF16vb6C3Zk+oQaiceWlBll37wpQPcm4r38AAJCFxMTEimeoeCBGqAoPHz48evSoY7e3DMMMHz4c1TsIERgYyHFcdHS00/QaNWpwHCfr4XLkqEuXLpXO8/3334sQCQB4kdA78C4qLS195ZVX6tWrt2TJEnHWCAAAPuLy5ctRUVGPGyP66NGjIscD1DPPPGOz2YqLi+lwpJGRkbIewhd8x4MHDwghBQUFdrudYZgaNWpIHVE1dfjw4QqGuSWEqNXq/v37ixkSAAgnUgF/8uTJjIyMwMBA0Qr4mzdvvvPOO02bNnWx27zbt29v3rz52rVrDx48iI2NTUpKGjFiRFRUVFXHCQBQHeTn5+/cuXPQoEGON3jr1q37119/SRgVAIB/q+ClBqVSSQegBgB58UIBz7LssmXLjhw5cv369cfNcPnyZUKIVqsVvjpXWK3W1NRUekvBFZmZmQsXLmRZVqVShYeH5+bm3rp16+jRo7NmzWrWrFmVhgoAUE3079+fZdnS0lKLxUIICQ8PV6lEuogMAFA90ZcaWrdufe7cOX4iwzAvv/xyenq6hIEBgMeENp7sdnv//v337t3ryszDhw8XuDoXpaen37p1y8WZCwsLly1bxrLsyJEjn3/+ebVabTab16xZ89NPP6WmpqalpYl23QEAAAAAwLvouBL5+fmEEKVSGRERIXVEAOA5oQX8jz/+SKv3+vXrd+3aNS8vb/fu3YSQsWPHajQam83266+/nj9/Pjg4eO3atUOHDvVCyJXJysratWtXWFhYcXGxK/NnZ2cbjcYmTZqMHDmSTgkICHj99dezsrIePHiQk5ODm/AAAAAAAAAgOaHd1axevZoQkpiYmJ2dvXbt2l27dg0ZMoQQMnz48LS0tFWrVmVlZf3jH//Q6/W//vqrCENNlpSULF26NDw8/MUXX3Rxkdu3bxNC4uLiHCcqFIq6desSQnJzc70eJAAAAAAAAIC7hBbwOTk5hJDx48eHhobSKb179yaEnDx5kv4vwzCLFi1q0KDBokWLLl68KHB1lfriiy8KCwsnTZoUFhbm4iI1a9YkhFy5csWxl06r1Xrjxg1CSGxsbFXECQAAAAAAAOAWoQU8vUHduHFjfkpycjIh5MqVK/yUgICAt956i/Z1J3B1Fdu3b9/p06f79u3btm1b15fq3LlzQkLCrVu3Fi9efPv2bVq6f/rpp4WFha1atWrZsmXVBQwAAAAAAADgIqHvwAcFBRkMBscpCQkJhJCrV686TmzRogUh5ODBgwJXV4E7d+6sXr26Tp06Y8eOdWtBrVY7d+7cRYsWHTly5MiRI/z0bt26vfHGG4987P/48eMbN250mhgQEEAIMRqNLr577xX8gExms9n1Xvd9kGMish7UhE/EZDLRrrZlik/EaDSazWZpgxGCZVn6h8FgMJlM0gYjhGMiIryOVHX4RPR6vX8kUlpaKutEbDYb/aOkpETWifBbpKSkRNpIBOIPv2I2J6oCfbCR4zj/SMRut8s9EcpvEmFZ1j8Ssdlssk6Ef4S5rKwMiXiAFj78udgVQgv4Jk2aPHjw4Nq1a/yU2rVrBwQEXLhwwWq1ajQaOjEyMpIQcvfuXYGrexyWZem4cW+//bYHncafOnXq0qVLhJCIiIioqKh79+6VlpZmZWVlZ2enpKSUn//Bgwdnz551mlijRg1CiM1mk6SQttvtjqMryxfLsnwjTNaQiK/xm0TcOsT7MiTia/wmEVlfznaERHyNfyTCcRwS8SlIxNeIXFXRk6/jq9yVEvoIfZMmTQghK1euLC0t/b9vVCiSkpKsVuuBAwf42X777TdCSExMjMDVPc7GjRuvXr36wgsvJCYmurvs0aNHly9frlKpPvroo/T09NTU1A0bNrz99tsmk+mzzz67cOFCVQQMAAAAAAAA4Bahd+CHDRu2cuXKK1eupKSkvPHGG5MmTSKEdOrUKTs7e/r06e3atYuJibl///6nn35KCElKSvJCyOVcu3Zt69atiYmJL7zwggeLr1+/nhDy2muvOb45361bt4KCgvT09A0bNsybN89pkf79+/fq1ctpYkFBwfPPPx8SEkJvxYvDYrHo9XpCiE6nCwwMFG29Xmc2m+m7GIGBgTqdTupwPGcymYxGIyEkKCiIvlUhU0ajkT5wHhwc7MFTLb6DTyQkJIR/JkiODAYDfZchNDRUrVZLHY7n9Ho9fbskLCxMpRJ6DpJQaWkpfewtPDxcqVRKHY7nSkpK6D2TiIgIhULoZX0JFRcX0/sYkZGRsn4XoKioiD4uJGZzoioUFhba7XaGYehjmPJVUFDAcZxCoZD78OkPHz4khCiVyvDwcKlj8RzHcQUFBYQQlUrlepfVPshutxcWFhJC1Go13xe4HLEsW1RURAjRaDQhISFSh+M5/l0GrVYbHBws2nppW8KtFpHQxlPPnj1Hjhy5cePGP/74Y8GCBbSAnzhx4ldffXXhwoX69es3aNDg2rVrtN355ptvClzdI925c8dut1+5cmXw4MFOH2VnZw8YMIAQ8vnnnzdq1Kj8ssXFxQ8ePCCEtGvXzumjlJSU9PT0nJwcjuOcmgIajaZ8JUCbpAzDiNlu4Ncl8nq9Don4Gr9JhIdEfA0S8TVIxNf4RxYEifgeJOILHINHIr5AqkToutxaoxfufqSnp7dq1bgYrAIAACAASURBVCotLY1/W6BZs2Zz586dNm2ayWSiD88TQsaNG0draa/T6XS1atVymmg2mwsLCzUaDb2A/bgbVjqdTqFQ2O328i/H0gv5gYGBsv4tAgAAAAAAgH/wQgGvVqunTp06depUxz63p06d2rZt2/T09Nzc3EaNGj333HMDBw4Uvq5Hatu2bflx4zIzM+fNm5ecnDxnzpwKltVoNHFxcbdu3Tp58mSfPn2cvoEQ8sj79gAAAAAAAAAi8+b7h04vyvbo0aNHjx5e/H6v2L17t91uT05O5ivz4cOHL1iwYM2aNRqNpmvXrgqFwmaz7dmzZ+vWrQqF4vnnn5c2YAAAAAAAAADi3QJeFtauXWu1WkePHs0X8J06dcrJydm+ffuSJUu+/PLLiIiI/Px8lmWVSuWYMWOaNm0qbcAAAOCDvvrqq++//75WrVobNmyQdbc9AAAAICNeK+Bv37597dq1Soew69Kli7fW6EWvvvpq+/btMzIybt26lZeXV7du3YSEhGHDhsXFxUkdGgAA+BaNRuM41C3tPXju3LkffPCBdEEBAABAteCFAv7UqVOvvPJKTk6OKzO7NUi9EB06dNixY0f56Vu3bn3k/ElJSVOnTq3ioAAAQMaMRmNQUNAjP5oxY8aePXtOnDghckgAAABQrQgd8fX69etdu3Z1sXoHAACQr4oHhj158uTZs2dFCwb81YwZM3r27EnH5QUAAHAi9A787Nmz6ejzQ4YMeeWVV+Lj4xUKoRcFAAAAfM2xY8cqfYisffv25QclBXBFfn5+TEwM/xvLzs7etGkTwzBHjhx55plnpI0NAAB8h9AC/syZM4SQwYMHb9u2zRvxAAAA+KLnnnuu0nnsdrsIkYD/2b9/f+/evctP5ziuS5cuM2bM+OSTT8SPCgAAfJDQu+U3b94khEyYMMELsQAAAPgqo9EodQjgtx5ZvfPmzp0rWiQAAODjhBbwdOycqKgobwQDAAAAUL08++yzlc5To0YNESIBAADfJ7SAb9u2LSHk3Llz3ggGAADAR1Xcgx2Ax3766adK5ykoKBAhEgAA8H1CC3jaS+qyZcv0er034gEAAPBFx48fr3QepVIpQiTgZ0QbYRcAAPyA0E7s+vbtO3Xq1Pnz5w8YMOCLL75o2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" 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width="672" /></p> </div> <div id="ndvishannon-regression" class="section level3"> <h3>NDVI+Shannon regression</h3> @@ -3021,7 +3003,7 @@ Microbiome Data Analysis: from raw reads to community analyses” by <a href="ht al. (2016)</a> and various pages of the official <a href="https://joey711.github.io/phyloseq">phyloseq website</a> by Paul J. McMurdie.</p> <pre class="r"><code>sessionInfo()</code></pre> -<pre><code>## R version 4.4.2 (2024-10-31) +<pre><code>## R version 4.4.3 (2025-02-28) ## Platform: x86_64-pc-linux-gnu ## Running under: Ubuntu 22.04.5 LTS ## @@ -3045,109 +3027,110 @@ J. McMurdie.</p> ## other attached packages: ## [1] MicrobiomeStat_1.2 aod_1.3.3 BBmisc_1.13 ## [4] betareg_3.2-1 ggpmisc_0.6.1 ggpp_0.5.8-1 -## [7] openxlsx_4.2.7.1 readxl_1.4.3 lubridate_1.9.4 +## [7] openxlsx_4.2.8 readxl_1.4.3 lubridate_1.9.4 ## [10] forcats_1.0.0 stringr_1.5.1 dplyr_1.1.4 ## [13] purrr_1.0.2 readr_2.1.5 tidyr_1.3.1 ## [16] tibble_3.2.1 tidyverse_2.0.0 ggpubr_0.6.0 ## [19] viridis_0.6.5 viridisLite_0.4.2 phangorn_2.12.1 ## [22] SIAMCAT_2.10.0 mlr3_0.22.1 biomformat_1.34.0 -## [25] vegan_2.6-8 lattice_0.22-6 permute_0.9-7 +## [25] vegan_2.6-10 lattice_0.22-6 permute_0.9-7 ## [28] scales_1.3.0 gridExtra_2.3 ape_5.8-1 ## [31] reshape2_1.4.4 phyloseq_1.50.0 ggplot2_3.5.1 -## [34] cuphyr_0.3 DECIPHER_3.2.0 Biostrings_2.74.0 -## [37] GenomeInfoDb_1.42.1 XVector_0.46.0 IRanges_2.40.0 +## [34] cuphyr_0.3 DECIPHER_3.2.0 Biostrings_2.74.1 +## [37] GenomeInfoDb_1.42.3 XVector_0.46.0 IRanges_2.40.1 ## [40] S4Vectors_0.44.0 BiocGenerics_0.52.0 dada2_1.34.0 -## [43] Rcpp_1.0.13-1 +## [43] Rcpp_1.0.14 ## ## loaded via a namespace (and not attached): -## [1] fs_1.6.5 matrixStats_1.4.1 +## [1] fs_1.6.5 matrixStats_1.5.0 ## [3] bitops_1.0-9 devtools_2.4.5 ## [5] httr_1.4.7 RColorBrewer_1.1-3 ## [7] numDeriv_2016.8-1.1 profvis_0.4.0 -## [9] tools_4.4.2 mlr3learners_0.9.0 +## [9] tools_4.4.3 mlr3learners_0.9.0 ## [11] backports_1.5.0 utf8_1.2.4 ## [13] R6_2.5.1 mgcv_1.9-1 ## [15] rhdf5filters_1.18.0 urlchecker_1.0.1 ## [17] withr_3.0.2 prettyunits_1.2.0 -## [19] textshaping_0.4.1 quantreg_5.99.1 +## [19] textshaping_1.0.0 quantreg_6.00 ## [21] cli_3.6.3 Biobase_2.66.0 ## [23] formatR_1.14 sandwich_3.1-1 ## [25] labeling_0.4.3 sass_0.4.9 -## [27] systemfonts_1.1.0 Rsamtools_2.22.0 +## [27] systemfonts_1.2.1 Rsamtools_2.22.0 ## [29] mlr3tuning_1.3.0 paradox_1.0.1 -## [31] parallelly_1.41.0 sessioninfo_1.2.2 +## [31] parallelly_1.42.0 sessioninfo_1.2.2 ## [33] rstudioapi_0.17.1 generics_0.1.3 ## [35] shape_1.4.6.1 hwriter_1.3.2.1 -## [37] car_3.1-3 zip_2.3.1 -## [39] Matrix_1.7-1 interp_1.1-6 +## [37] car_3.1-3 zip_2.3.2 +## [39] Matrix_1.7-2 interp_1.1-6 ## [41] abind_1.4-8 infotheo_1.2.0.1 ## [43] lifecycle_1.0.4 yaml_2.3.10 ## [45] carData_3.0-5 SummarizedExperiment_1.36.0 -## [47] rhdf5_2.50.0 SparseArray_1.6.0 -## [49] grid_4.4.2 LiblineaR_2.10-24 +## [47] rhdf5_2.50.2 SparseArray_1.6.1 +## [49] grid_4.4.3 LiblineaR_2.10-24 ## [51] promises_1.3.2 crayon_1.5.3 ## [53] pwalign_1.2.0 miniUI_0.1.1.1 -## [55] cowplot_1.1.3 pillar_1.10.0 +## [55] cowplot_1.1.3 pillar_1.10.1 ## [57] knitr_1.49 beanplot_1.3.1 ## [59] GenomicRanges_1.58.0 statip_0.2.3 ## [61] boot_1.3-31 codetools_0.2-20 -## [63] fastmatch_1.1-4 glue_1.8.0 +## [63] fastmatch_1.1-6 glue_1.8.0 ## [65] ShortRead_1.64.0 data.table_1.16.4 ## [67] remotes_2.5.0 vctrs_0.6.5 -## [69] png_0.1-8 cellranger_1.1.0 -## [71] gtable_0.3.6 cachem_1.1.0 -## [73] xfun_0.49 S4Arrays_1.6.0 -## [75] mime_0.12 modeest_2.4.0 -## [77] survival_3.8-3 timeDate_4041.110 -## [79] iterators_1.0.14 statmod_1.5.0 -## [81] ellipsis_0.3.2 nlme_3.1-166 -## [83] usethis_3.1.0 bbotk_1.5.0 -## [85] progress_1.2.3 PRROC_1.3.1 -## [87] fBasics_4041.97 bslib_0.8.0 -## [89] rpart_4.1.23 colorspace_2.1-1 -## [91] DBI_1.2.3 nnet_7.3-19 -## [93] ade4_1.7-22 mlr3misc_0.16.0 -## [95] tidyselect_1.2.1 timeSeries_4041.111 -## [97] compiler_4.4.2 curl_6.0.1 -## [99] glmnet_4.1-8 lgr_0.4.4 -## [101] SparseM_1.84-2 DelayedArray_0.32.0 -## [103] checkmate_2.3.2 lmtest_0.9-40 -## [105] quadprog_1.5-8 spatial_7.3-17 -## [107] palmerpenguins_0.1.1 digest_0.6.37 -## [109] minqa_1.2.8 rmarkdown_2.29 -## [111] htmltools_0.5.8.1 pkgconfig_2.0.3 -## [113] jpeg_0.1-10 lme4_1.1-35.5 -## [115] MatrixGenerics_1.18.0 stabledist_0.7-2 -## [117] fastmap_1.2.0 rlang_1.1.4 -## [119] htmlwidgets_1.6.4 UCSC.utils_1.2.0 -## [121] shiny_1.10.0 farver_2.1.2 -## [123] jquerylib_0.1.4 zoo_1.8-12 -## [125] jsonlite_1.8.9 BiocParallel_1.40.0 -## [127] magrittr_2.0.3 polynom_1.4-1 -## [129] modeltools_0.2-23 Formula_1.2-5 -## [131] GenomeInfoDbData_1.2.13 Rhdf5lib_1.28.0 -## [133] munsell_0.5.1 stringi_1.8.4 -## [135] pROC_1.18.5 stable_1.1.6 -## [137] zlibbioc_1.52.0 MASS_7.3-61 -## [139] plyr_1.8.9 pkgbuild_1.4.5 -## [141] flexmix_2.3-19 ggrepel_0.9.6 -## [143] listenv_0.9.1 deldir_2.0-4 -## [145] splines_4.4.2 multtest_2.62.0 -## [147] hms_1.1.3 igraph_2.1.2 -## [149] uuid_1.2-1 ggsignif_0.6.4 -## [151] rmutil_1.1.10 pkgload_1.4.0 -## [153] evaluate_1.0.1 latticeExtra_0.6-30 -## [155] RcppParallel_5.1.9 nloptr_2.1.1 -## [157] tzdb_0.4.0 foreach_1.5.2 -## [159] httpuv_1.6.15 MatrixModels_0.5-3 -## [161] clue_0.3-66 future_1.34.0 -## [163] gridBase_0.4-7 broom_1.0.7 -## [165] xtable_1.8-4 rstatix_0.7.2 -## [167] later_1.4.1 ragg_1.3.3 -## [169] lmerTest_3.1-3 memoise_2.0.1 -## [171] GenomicAlignments_1.42.0 cluster_2.1.8 -## [173] corrplot_0.95 timechange_0.3.0 -## [175] globals_0.16.3</code></pre> +## [69] png_0.1-8 Rdpack_2.6.2 +## [71] cellranger_1.1.0 gtable_0.3.6 +## [73] cachem_1.1.0 xfun_0.50 +## [75] rbibutils_2.3 S4Arrays_1.6.0 +## [77] mime_0.12 reformulas_0.4.0 +## [79] modeest_2.4.0 survival_3.8-3 +## [81] timeDate_4041.110 iterators_1.0.14 +## [83] statmod_1.5.0 ellipsis_0.3.2 +## [85] nlme_3.1-167 usethis_3.1.0 +## [87] bbotk_1.5.0 progress_1.2.3 +## [89] PRROC_1.3.1 fBasics_4041.97 +## [91] bslib_0.9.0 rpart_4.1.24 +## [93] colorspace_2.1-1 DBI_1.2.3 +## [95] nnet_7.3-20 ade4_1.7-22 +## [97] mlr3misc_0.16.0 tidyselect_1.2.1 +## [99] timeSeries_4041.111 compiler_4.4.3 +## [101] curl_6.2.0 glmnet_4.1-8 +## [103] lgr_0.4.4 SparseM_1.84-2 +## [105] DelayedArray_0.32.0 checkmate_2.3.2 +## [107] lmtest_0.9-40 quadprog_1.5-8 +## [109] spatial_7.3-18 palmerpenguins_0.1.1 +## [111] digest_0.6.37 minqa_1.2.8 +## [113] rmarkdown_2.29 htmltools_0.5.8.1 +## [115] pkgconfig_2.0.3 jpeg_0.1-10 +## [117] lme4_1.1-36 MatrixGenerics_1.18.1 +## [119] stabledist_0.7-2 fastmap_1.2.0 +## [121] rlang_1.1.5 htmlwidgets_1.6.4 +## [123] UCSC.utils_1.2.0 shiny_1.10.0 +## [125] farver_2.1.2 jquerylib_0.1.4 +## [127] zoo_1.8-12 jsonlite_1.8.9 +## [129] BiocParallel_1.40.0 magrittr_2.0.3 +## [131] modeltools_0.2-23 polynom_1.4-1 +## [133] Formula_1.2-5 GenomeInfoDbData_1.2.13 +## [135] Rhdf5lib_1.28.0 munsell_0.5.1 +## [137] stringi_1.8.4 pROC_1.18.5 +## [139] stable_1.1.6 zlibbioc_1.52.0 +## [141] MASS_7.3-64 flexmix_2.3-19 +## [143] plyr_1.8.9 pkgbuild_1.4.6 +## [145] ggrepel_0.9.6 listenv_0.9.1 +## [147] deldir_2.0-4 splines_4.4.3 +## [149] multtest_2.62.0 hms_1.1.3 +## [151] igraph_2.1.4 uuid_1.2-1 +## [153] ggsignif_0.6.4 rmutil_1.1.10 +## [155] pkgload_1.4.0 evaluate_1.0.3 +## [157] latticeExtra_0.6-30 RcppParallel_5.1.10 +## [159] nloptr_2.1.1 tzdb_0.4.0 +## [161] foreach_1.5.2 httpuv_1.6.15 +## [163] MatrixModels_0.5-3 clue_0.3-66 +## [165] future_1.34.0 gridBase_0.4-7 +## [167] broom_1.0.7 xtable_1.8-4 +## [169] rstatix_0.7.2 later_1.4.1 +## [171] ragg_1.3.3 lmerTest_3.1-3 +## [173] memoise_2.0.1 GenomicAlignments_1.42.0 +## [175] cluster_2.1.8 corrplot_0.95 +## 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b/analysis/16S/supplementary_table_ndvi_regression_16s.xlsx index ff97f692243e4946e1edad7b66b03a068e5a5f15..95b2fb2840b62b8a327b89cdd672584193591536 100644 Binary files a/analysis/16S/supplementary_table_ndvi_regression_16s.xlsx and b/analysis/16S/supplementary_table_ndvi_regression_16s.xlsx differ diff --git a/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.Rmd b/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.Rmd index 1d03a0d5c8b65adc6bba7d476dd6b95f9b4798c7..d5d44ca2646e8eb1f3055fcfcb19804146b9cd2c 100644 --- a/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.Rmd +++ b/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.Rmd @@ -726,7 +726,7 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% select(Genus, Alias, ndvi, Abundance, Shannon) %>% @@ -736,17 +736,28 @@ set$topntax_tbl <- psmelt(set$ps.topnTax) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) - -plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes( - x = fct_reorder(Alias, ndvi), +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) + +plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - set$my_scale_fill + + geom_col(color = "black", size = 0.1) + + scale_fill_viridis(discrete = TRUE, na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), @@ -765,17 +776,17 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, ylab("Shannon") - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, nrow = 3, heights = c(1, 1, 3), - align = "v") + align = "v") save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) - + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom ``` diff --git a/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.html b/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.html index ca295e5dfef9f63531044179893ee56c307abe06..93b59ff1153b70946e357c3626cd8ab142f63a72 100644 --- a/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.html +++ b/analysis/FITS1/FITS1_Analysis_pipeline_v4-3.html @@ -1202,7 +1202,7 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% select(Genus, Alias, ndvi, Abundance, Shannon) %>% @@ -1212,17 +1212,28 @@ set$topntax_tbl <- psmelt(set$ps.topnTax) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) - -plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes( - x = fct_reorder(Alias, ndvi), +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) + +plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - set$my_scale_fill + + geom_col(color = "black", size = 0.1) + + scale_fill_viridis(discrete = TRUE, na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), @@ -1241,19 +1252,19 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, ylab("Shannon") - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, nrow = 3, heights = c(1, 1, 3), - align = "v") + align = "v") save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) - + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom</code></pre> -<p><img role="img" 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" 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width="672" /></p> </div> <div id="ndvishannon-regression" class="section level3"> <h3>NDVI+Shannon regression</h3> @@ -2220,7 +2231,7 @@ legend = TRUE ## ## $plot.volcano ## $plot.volcano[[1]]</code></pre> -<p><img role="img" 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" 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" width="672" /></p> <pre class="r"><code>l_model_df <- as.data.frame(l_model$output) write.xlsx(l_model_df, file = "supplementary_table_ndvi_regression_fits1.xlsx", rowNames = TRUE, colnames = TRUE)</code></pre> @@ -2232,7 +2243,7 @@ Microbiome Data Analysis: from raw reads to community analyses” by <a href="ht al. (2016)</a> and various pages of the official <a href="https://joey711.github.io/phyloseq">phyloseq website</a> by Paul J. McMurdie.</p> <pre class="r"><code>sessionInfo()</code></pre> -<pre><code>## R version 4.4.2 (2024-10-31) +<pre><code>## R version 4.4.3 (2025-02-28) ## Platform: x86_64-pc-linux-gnu ## Running under: Ubuntu 22.04.5 LTS ## @@ -2256,96 +2267,98 @@ J. McMurdie.</p> ## other attached packages: ## [1] MicrobiomeStat_1.2 aod_1.3.3 BBmisc_1.13 ## [4] betareg_3.2-1 ggpmisc_0.6.1 ggpp_0.5.8-1 -## [7] openxlsx_4.2.7.1 readxl_1.4.3 lubridate_1.9.4 +## [7] openxlsx_4.2.8 readxl_1.4.3 lubridate_1.9.4 ## [10] forcats_1.0.0 stringr_1.5.1 dplyr_1.1.4 ## [13] purrr_1.0.2 readr_2.1.5 tidyr_1.3.1 ## [16] tibble_3.2.1 tidyverse_2.0.0 ggpubr_0.6.0 ## [19] viridis_0.6.5 viridisLite_0.4.2 phangorn_2.12.1 -## [22] biomformat_1.34.0 vegan_2.6-8 lattice_0.22-6 +## [22] biomformat_1.34.0 vegan_2.6-10 lattice_0.22-6 ## [25] permute_0.9-7 scales_1.3.0 gridExtra_2.3 ## [28] ape_5.8-1 reshape2_1.4.4 phyloseq_1.50.0 ## [31] ggplot2_3.5.1 cuphyr_0.3 DECIPHER_3.2.0 -## [34] Biostrings_2.74.0 GenomeInfoDb_1.42.1 XVector_0.46.0 -## [37] IRanges_2.40.0 S4Vectors_0.44.0 BiocGenerics_0.52.0 -## [40] dada2_1.34.0 Rcpp_1.0.13-1 +## [34] Biostrings_2.74.1 GenomeInfoDb_1.42.3 XVector_0.46.0 +## [37] IRanges_2.40.1 S4Vectors_0.44.0 BiocGenerics_0.52.0 +## [40] dada2_1.34.0 Rcpp_1.0.14 ## ## loaded via a namespace (and not attached): -## [1] fs_1.6.5 matrixStats_1.4.1 +## [1] fs_1.6.5 matrixStats_1.5.0 ## [3] bitops_1.0-9 devtools_2.4.5 ## [5] httr_1.4.7 RColorBrewer_1.1-3 ## [7] numDeriv_2016.8-1.1 profvis_0.4.0 -## [9] tools_4.4.2 backports_1.5.0 +## [9] tools_4.4.3 backports_1.5.0 ## [11] utf8_1.2.4 R6_2.5.1 ## [13] mgcv_1.9-1 rhdf5filters_1.18.0 ## [15] urlchecker_1.0.1 withr_3.0.2 -## [17] quantreg_5.99.1 cli_3.6.3 -## [19] Biobase_2.66.0 textshaping_0.4.1 +## [17] textshaping_1.0.0 quantreg_6.00 +## [19] cli_3.6.3 Biobase_2.66.0 ## [21] formatR_1.14 sandwich_3.1-1 ## [23] labeling_0.4.3 sass_0.4.9 -## [25] Rsamtools_2.22.0 systemfonts_1.1.0 +## [25] systemfonts_1.2.1 Rsamtools_2.22.0 ## [27] sessioninfo_1.2.2 rstudioapi_0.17.1 ## [29] generics_0.1.3 hwriter_1.3.2.1 -## [31] car_3.1-3 zip_2.3.1 -## [33] Matrix_1.7-1 interp_1.1-6 +## [31] car_3.1-3 zip_2.3.2 +## [33] Matrix_1.7-2 interp_1.1-6 ## [35] abind_1.4-8 lifecycle_1.0.4 ## [37] yaml_2.3.10 carData_3.0-5 -## [39] SummarizedExperiment_1.36.0 rhdf5_2.50.0 -## [41] SparseArray_1.6.0 grid_4.4.2 +## [39] SummarizedExperiment_1.36.0 rhdf5_2.50.2 +## [41] SparseArray_1.6.1 grid_4.4.3 ## [43] promises_1.3.2 crayon_1.5.3 ## [45] pwalign_1.2.0 miniUI_0.1.1.1 -## [47] cowplot_1.1.3 pillar_1.10.0 +## [47] cowplot_1.1.3 pillar_1.10.1 ## [49] knitr_1.49 GenomicRanges_1.58.0 ## [51] statip_0.2.3 boot_1.3-31 -## [53] codetools_0.2-20 fastmatch_1.1-4 +## [53] codetools_0.2-20 fastmatch_1.1-6 ## [55] glue_1.8.0 ShortRead_1.64.0 ## [57] data.table_1.16.4 remotes_2.5.0 ## [59] vctrs_0.6.5 png_0.1-8 -## [61] cellranger_1.1.0 gtable_0.3.6 -## [63] cachem_1.1.0 xfun_0.49 -## [65] S4Arrays_1.6.0 mime_0.12 -## [67] modeest_2.4.0 survival_3.8-3 -## [69] timeDate_4041.110 iterators_1.0.14 -## [71] statmod_1.5.0 ellipsis_0.3.2 -## [73] nlme_3.1-166 usethis_3.1.0 -## [75] fBasics_4041.97 bslib_0.8.0 -## [77] rpart_4.1.23 colorspace_2.1-1 -## [79] DBI_1.2.3 nnet_7.3-19 -## [81] ade4_1.7-22 tidyselect_1.2.1 -## [83] timeSeries_4041.111 compiler_4.4.2 -## [85] curl_6.0.1 SparseM_1.84-2 -## [87] DelayedArray_0.32.0 checkmate_2.3.2 -## [89] lmtest_0.9-40 quadprog_1.5-8 -## [91] spatial_7.3-17 digest_0.6.37 -## [93] minqa_1.2.8 rmarkdown_2.29 -## [95] htmltools_0.5.8.1 pkgconfig_2.0.3 -## [97] jpeg_0.1-10 lme4_1.1-35.5 -## [99] MatrixGenerics_1.18.0 stabledist_0.7-2 -## [101] fastmap_1.2.0 rlang_1.1.4 -## [103] htmlwidgets_1.6.4 UCSC.utils_1.2.0 -## [105] shiny_1.10.0 farver_2.1.2 -## [107] jquerylib_0.1.4 zoo_1.8-12 -## [109] jsonlite_1.8.9 BiocParallel_1.40.0 -## [111] magrittr_2.0.3 polynom_1.4-1 -## [113] modeltools_0.2-23 Formula_1.2-5 -## [115] GenomeInfoDbData_1.2.13 Rhdf5lib_1.28.0 -## [117] munsell_0.5.1 stringi_1.8.4 -## [119] stable_1.1.6 zlibbioc_1.52.0 -## [121] MASS_7.3-61 plyr_1.8.9 -## [123] pkgbuild_1.4.5 flexmix_2.3-19 -## [125] ggrepel_0.9.6 deldir_2.0-4 -## [127] splines_4.4.2 multtest_2.62.0 -## [129] hms_1.1.3 igraph_2.1.2 -## [131] ggsignif_0.6.4 rmutil_1.1.10 -## [133] pkgload_1.4.0 evaluate_1.0.1 -## [135] latticeExtra_0.6-30 RcppParallel_5.1.9 -## [137] nloptr_2.1.1 tzdb_0.4.0 -## [139] foreach_1.5.2 httpuv_1.6.15 -## [141] MatrixModels_0.5-3 clue_0.3-66 -## [143] broom_1.0.7 xtable_1.8-4 -## [145] rstatix_0.7.2 later_1.4.1 -## [147] ragg_1.3.3 lmerTest_3.1-3 -## [149] memoise_2.0.1 GenomicAlignments_1.42.0 -## [151] cluster_2.1.8 timechange_0.3.0</code></pre> +## [61] Rdpack_2.6.2 cellranger_1.1.0 +## [63] gtable_0.3.6 cachem_1.1.0 +## [65] xfun_0.50 rbibutils_2.3 +## [67] S4Arrays_1.6.0 mime_0.12 +## [69] reformulas_0.4.0 modeest_2.4.0 +## [71] survival_3.8-3 timeDate_4041.110 +## [73] iterators_1.0.14 statmod_1.5.0 +## [75] ellipsis_0.3.2 nlme_3.1-167 +## [77] usethis_3.1.0 fBasics_4041.97 +## [79] bslib_0.9.0 rpart_4.1.24 +## [81] colorspace_2.1-1 DBI_1.2.3 +## [83] nnet_7.3-20 ade4_1.7-22 +## [85] tidyselect_1.2.1 timeSeries_4041.111 +## [87] compiler_4.4.3 curl_6.2.0 +## [89] SparseM_1.84-2 DelayedArray_0.32.0 +## [91] checkmate_2.3.2 lmtest_0.9-40 +## [93] quadprog_1.5-8 spatial_7.3-18 +## [95] digest_0.6.37 minqa_1.2.8 +## [97] rmarkdown_2.29 htmltools_0.5.8.1 +## [99] pkgconfig_2.0.3 jpeg_0.1-10 +## [101] lme4_1.1-36 MatrixGenerics_1.18.1 +## [103] stabledist_0.7-2 fastmap_1.2.0 +## [105] rlang_1.1.5 htmlwidgets_1.6.4 +## [107] UCSC.utils_1.2.0 shiny_1.10.0 +## [109] farver_2.1.2 jquerylib_0.1.4 +## [111] zoo_1.8-12 jsonlite_1.8.9 +## [113] BiocParallel_1.40.0 magrittr_2.0.3 +## [115] polynom_1.4-1 modeltools_0.2-23 +## [117] Formula_1.2-5 GenomeInfoDbData_1.2.13 +## [119] Rhdf5lib_1.28.0 munsell_0.5.1 +## [121] stringi_1.8.4 stable_1.1.6 +## [123] zlibbioc_1.52.0 MASS_7.3-64 +## [125] plyr_1.8.9 pkgbuild_1.4.6 +## [127] flexmix_2.3-19 ggrepel_0.9.6 +## [129] deldir_2.0-4 splines_4.4.3 +## [131] multtest_2.62.0 hms_1.1.3 +## [133] igraph_2.1.4 ggsignif_0.6.4 +## [135] rmutil_1.1.10 pkgload_1.4.0 +## [137] evaluate_1.0.3 latticeExtra_0.6-30 +## [139] RcppParallel_5.1.10 nloptr_2.1.1 +## [141] tzdb_0.4.0 foreach_1.5.2 +## [143] httpuv_1.6.15 MatrixModels_0.5-3 +## [145] clue_0.3-66 broom_1.0.7 +## [147] xtable_1.8-4 rstatix_0.7.2 +## [149] later_1.4.1 ragg_1.3.3 +## [151] lmerTest_3.1-3 memoise_2.0.1 +## [153] GenomicAlignments_1.42.0 cluster_2.1.8 +## [155] timechange_0.3.0</code></pre> </div> </div> </div> diff --git a/analysis/FITS1/FITS1_DADA2_results_260821/analysis_output/Controls.pdf b/analysis/FITS1/FITS1_DADA2_results_260821/analysis_output/Controls.pdf index 4e4e02a833de02168e66ffc5082eb67ed6184ab0..284721a6382a58c08102f09c66308995dcff65b3 100644 Binary files a/analysis/FITS1/FITS1_DADA2_results_260821/analysis_output/Controls.pdf and b/analysis/FITS1/FITS1_DADA2_results_260821/analysis_output/Controls.pdf differ diff --git a/analysis/FITS1/FITS1_DADA2_results_260821/analysis_output/Customized_NDVI_Shannon_plot.pdf b/analysis/FITS1/FITS1_DADA2_results_260821/analysis_output/Customized_NDVI_Shannon_plot.pdf index 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-719,7 +719,7 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% select(Genus, Alias, ndvi, Abundance, Shannon) %>% @@ -729,16 +729,28 @@ set$topntax_tbl <- psmelt(set$ps.topnTax) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - set$my_scale_fill + + geom_col(color = "black", size = 0.1) + + scale_fill_viridis(discrete = TRUE, na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), @@ -757,19 +769,18 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, ylab("Shannon") - - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, nrow = 3, heights = c(1, 1, 3), - align = "v") + align = "v") save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom - ``` diff --git a/analysis/FITS2/FITS2_Analysis_pipeline_v4-3.html b/analysis/FITS2/FITS2_Analysis_pipeline_v4-3.html index 9b2c40a04aaae745176322cd7915a386a25656ca..866df3a03d3089c435f866b96256eeca7825c72d 100644 --- a/analysis/FITS2/FITS2_Analysis_pipeline_v4-3.html +++ b/analysis/FITS2/FITS2_Analysis_pipeline_v4-3.html @@ -1267,7 +1267,7 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% select(Genus, Alias, ndvi, Abundance, Shannon) %>% @@ -1277,16 +1277,28 @@ set$topntax_tbl <- psmelt(set$ps.topnTax) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - set$my_scale_fill + + geom_col(color = "black", size = 0.1) + + scale_fill_viridis(discrete = TRUE, na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), @@ -1305,19 +1317,19 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, ylab("Shannon") - - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, nrow = 3, heights = c(1, 1, 3), - align = "v") + align = "v") save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom</code></pre> -<p><img role="img" 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" 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affCSFmZmYtKWfDhg3v3r1TUlI6d+7cyZMn582b5+XltXXr1tTUVAsLC0LI+vXrBaa4E0Jevnzp6Oh49+7dgICAYcOGubm5nTt3jgarr169evnyZfMac/ny5eLiYkLIuXPnQkJCpk+fPnHixF9//fXGjRsqKiqEkLNnz7bkj/1krl69SghxdHRkGKaxNC4uLt7e3n379qW/0m+u6urqf/31V1FR0ZMnT8rKynbv3k0IEb6GEhYW1r1798zMzLS0tNTU1KSkJGVl5b///vs///kPTXDy5MmDBw8qKyuHhoZWVFSUlJTcv39fV1f3wIEDYpotYS6pmgqfiRUrVhQUFHh5eRUVFWVmZhYVFR09epQQsnr16pqaGppGqjMbEhJSVlZGp+20fDnGW7dueXh45Ofn37p169WrV3Z2cTZXXQAAIABJREFUdg0NDT/++KO5uXl2dvbt27ezs7MnT55MCKGPDsHnxsHBwdDQ8MKFCwIPQcTGxn78+HHatGnCg2F2dra/vz+bzV67dm1lZeXLly/fvn07bdq04uJiX19fujcqj0B/mz9/Pg3wNDQ0wsLC/vjjD+Em1dTUTJ8+vaCgYNmyZZWVlVlZWVVVVevXr6+trfXz83v+/LmY8qXN3hiMls2WmJhICKH3BsSYNGkSIaSoqOjx48diesXJkycVFBSePXuWmpqakpJy/fp1VVXVv//++/79+zRBC3sLwJcMATyApHiTDPlv4fLk5OQ0tvWUnZ0dL1l2djaNzRYtWiTwMdmjR4/Q0FBCSE1NTVhYmED5ioqKe/fuFZifxttmLCsrq3l/VGpqKiFERUVFYFpBr169goKC/Pz8evXq1bySPzG6FoBUrU1LS2OxWH5+fq6urvSIkpLSggULDAwMcnNz6aMKPAzDREVFmZqa0l8dHBzol5iMjAxCSENDw+rVqwkhW7ZsCQgIUFNTI4QMHjw4Li5OzDpSkueSqqnQQl5eXgai0H9Pyd29e5cQEhQU1LFjR3pk5syZXl5eI0aMoBNwiJRnNicnJzIyctiwYS39CwkhhHTu3PnIkSMaGhqEEBaLRfd8UlJSioyMpDe4lJWVf/31V9KC4QVkSkFBwdPT88OHDwLzpOj8eXp/XsC6des4HM7s2bPXrFlDBxxtbe0TJ05YW1vn5OQcOnSIP3Ez+tvOnTvz8vK+++674OBgumWDiorKqlWr5syZw2azt2/fLr58qbI3BqNl87DZ7Pz8fEJIk/sOGhkZsVgsQsiLFy/EJKMfmrwPZQcHB7r075MnT+iRFvYWgC8ZAngASdEHvQghHz58aHYhly9fpnc5fvrpJ+FXx4wZQ2/vCy8g99VXX/Xp00fgoImJCf2h2cuqGRoaEkI4HI7AVzdCyIYNG44cOfKvf/2reSV/YvTJOjrzX0Jz586tqqoSiMoKCwsrKysJIfzT/AghNjY2AvNRe/bsSQipq6sjhLx58yYrK0tLS2v+/Pn8aSwsLL755pvGGiB5LqmaCi1UWVlZKgrvtrmEtLW1CSERERH8m3WfOnUqKSmJN4tHqjM7aNAgW1vb5v1RwkaOHEm/hVNGRkaEEEtLS/6rYMbGxuR/nRw+QzRK51+LvqKi4sqVK5aWlv379xdOf+3aNUKIwA1MhmEWLlxICBF4cqcZ/e3y5cuEkB9++EHgOJ1Zff36dfHlS5W9MRgtm6eiooL+wPteIUaPHj0IIW/fvhWTxtbWduDAgfxHBMaTFvYWgC8Z9oEHkJS+vj79oaioSHgROz09vf379wscPHr0qMAKc3RWWLdu3ejXZWF9+vR5/vz5P//8I3Dc3NxcOHHLdwny9PTcvHnz+/fv582bd/DgwUmTJjk6Otra2qqqqraw5E+Mzk2gNxCkwuVyHz9+nJGR8fLly8zMzISEBDabLZxM+LkJ/jef3qLs06eP8D7hQ4YM4V/VjJ+0uSRsKrRQXFycmEdAJbdkyRIvL6/du3efPn3a1dV11KhRo0ePptd9BEh4Zlt3OozATCLanzt37ix8ED5bX331lbGx8eXLlysrK+lEj9jYWA6HI/L2O5vNzs3NVVJSsrS0FHiJRvsCj2I1o7/RD7iwsDCBtQ+rq6vJ/+ZJiSlfquziYbSUlpaWFv3h9evXXbt2FZ84Ly+PNDIbkUf4S4vAeNLC3gLwJUMADyAp3jfve/fuCd8MZ7FY/v7+AgcTEhIEjtCYLS8vT8yj2kTUhW16q7zVmZmZnTt3bv78+S9evLh//z59OE1VVXXUqFFTp0799ttvebN/P3NGRkYPHz4UP9c3JSXl2rVrBgYGM2fOpEd27doVHBxcVFREf9XR0bG3t6+urubdi+AReHhBAH28QuSXHnrPoeW5JG8qfCY8PT2Tk5PXr1+fnJwcHh4eHh5OCBk0aFBwcLCzszMvmeRn9hMs3SR+XILPDcMwXl5eO3bsiI2N9fHxIWLXny8sLGxoaOjUqZOioqLAS126dCGEvHnzhv+gtP2Nw+HQFVWOHDnSWIK6ujreXDaB8qXNLgZGy2ZQVVU1NDQsLCx88uSJyCXoeQoKCuiUN3ofvjHiw/sW9haALxwurgNIysHBgf4QHx8vYRbhHeB5XynEa2hoEJi2Krsv1l9//fXjx49jYmL8/PzoZQI2m52YmBgQEGBlZSV+EfXPx+jRowkh169fF/M0wYEDB3755RfeX7R169bFixfX1NQsX7786tWrJSUlb9++PXfunPivHSLReJu3zCE/Om+zhblasakgO8I7ctvb2ycmJhYXF0dHRy9atMjU1PThw4cuLi50zUUi5Zlt9v1wkVuFQ/swffp08r+16MvLyxMSEvr16yd8iZkQYmhoqKCgUFpayts7g4eGUgKXiaXtbyoqKnp6egzDsNlsbiP4w2+B8qXN3hiMls02ZswYQkiT++3R2WFGRkbW1tbNrquFvQXgC4f/BwBJDR48mM4vjYmJoV93xHvz5k1KSorAQXob387OrrFPLKm+qUirsSfWVFVVp0yZcuTIkYKCgmfPnoWFhdFnsPPz8728vMrKylq9Ja1u6tSpysrK6enpx48fF5mgtrY2NjaW8O0CuGfPHkJIdHT05s2bx4wZw3tEohlP/NLZfRkZGcKRkpgdjCXP1YpNhdYifKmIf9lkDofz4sULup2Ejo7O1KlTd+3alZmZSec285ackMWZFd8waGdsbW179eqVkJBAw9TG5s8TQlRVVbt161ZXV/f06VOBl+hDW7xFOpvN1NSUy+U+e/ZM4Hh5eXlycvKjR49kmp3CaNlsc+fOJYT8+eefdDl6kd69e7dixQpCiJ+fXwvvK7TK6Qb4MiGAB5CUkpJSYGAgIYTNZq9cubLJ9D/++KPwN2m6UdzLly8bu1FcX19fX1/f8oV2RJafmZkpcCQnJycnJ4c/sDczM5s7d+7ly5fp16DS0tIbN260sDGfgLGxMV2TPygoSPi6CSFk06ZNhYWFurq6vKWJS0pKCCEC6+K8ePGCPt0nlW7dullZWZWXlwts/1ZYWHjixImW52rFpkLL0RnIAvONU1JS+L9xVlRUmJqaWlhY8F+dUVBQGDduHCGE9zhu655ZSRoG7c+0adNqa2vPnj1LV7Pz9PRsLCWdqbRr1y6B4yEhIYQQR0fHFraE3sLdsWOHwPE1a9Y4Ojr++eefMs1OYbRsttGjR9Nr93PnzuVt9savpKRkxowZJSUl3bp1o1tUtESrnG6ALxMCeAAp/Pjjj/RZwUOHDu3cuVPMbO3Dhw+fP39e+PjgwYMJIUVFRSJfLS0t1dHRUVJSoruLtQRvnyoeDodDH4/kN2LEiB49etBFXwV8/fXX9Ify8vIWNubT2LZtm42NTX5+vp2dXXBwcGpqam1tLZfLTU9Pnz179rp16wgh+/fv592QoZvl8O/Yl5iY6OzsTE8rfcZPQgzDrF27lhASFBQUFhZGNxp4+vSpi4uLmJWTJM/Vik2FlqNrgB07dowXGGdlZX333Xf8A4KBgUHv3r3ZbHZAQADvgYisrKxt27YRQuzt7emR1j2zkjQM2h86i/7AgQNXr14dOHAgvUws0tq1a1VUVA4fPrx582Y64FRWVnp7ez98+NDExER4GReRqqurG9uKJSgoSFdXNzw8fOHChbT31tfX//HHH3v27NHQ0OAtPtKYFmanMFq2xLFjx8zMzHJycuzs7FasWPGf//ynurq6rq4uPT39wIED/fr1u3Llira29vnz5zt06MCfUUyvaEyrnG6ALxMCeAAp6OjoHD16lD6L9fPPP48dO1Y4Tn737t3s2bPpVDThXc0mTpw4ZMgQQsjs2bOTk5P5X6Lb81ZVVTEMM2vWrOa10MDAgG4NFRkZyT9jkMvl/utf/xJ+Jn/QoEGEkMTEROF1748ePUp/EL+ezedDQ0MjPj7ewcGBzWYvX77cxsaGxWKpqqoOGDDgyJEj6urqwcHB/PemaPC8bNkyCwsLJycnExMTZ2fnnj170hPk4uISGRkpee2enp7+/v4cDmfevHlaWlpdu3a1srJ6/Pjxb7/91vJcrdtUaCFXV9f+/ftXVVUNHjzYzs5u0KBBVlZWGRkZ9HTw7Nu3j2GY8PBwfX19c3PzXr16mZubp6enOzo60rk8pLXPrIQNg3ZmwIABlpaW9+/fr62tFbl8HU/Pnj1DQ0NVVVVXrlzZsWNHc3NzXV3d48ePd+7cOSIiosnNRxQVFXV0dOrq6gYNGuTm5iacQFtbOyIiQltbe8+ePfr6+hYWFgYGBgsWLFBQUDh69KjILRhaMTuF0bIl9PT07ty5M378+Lq6ut9++23EiBEdO3bs0KHDgAED5s+fX1xc7OTkdPPmTfrNgWqyVzSmVU43wJcJATyAdJydnSMjI5WVlQkhCQkJ5ubm48ePX7du3d69e4OCgsaOHdurV68jR44oKCiEhoYKb6LOMExISAjDMG/fvnV2dvb19d2/f/+lS5d27dplbW1NF49ZsWJF7969m9c8BQUFutjegwcPxowZc/78+bS0tJMnT7q5u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" width="672" /></p> </div> <div id="ndvishannon-regression" class="section level3"> <h3>NDVI+Shannon regression</h3> @@ -2430,7 +2442,7 @@ legend = TRUE ## ## $plot.volcano ## $plot.volcano[[1]]</code></pre> -<p><img role="img" src="data:image/png;base64,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" 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" width="672" /></p> <pre class="r"><code>l_model_df <- as.data.frame(l_model$output) write.xlsx(l_model_df, file = "supplementary_table_ndvi_regression_fits2.xlsx", rowNames = TRUE, colnames = TRUE)</code></pre> @@ -2442,7 +2454,7 @@ Microbiome Data Analysis: from raw reads to community analyses” by <a href="ht al. (2016)</a> and various pages of the official <a href="https://joey711.github.io/phyloseq">phyloseq website</a> by Paul J. McMurdie.</p> <pre class="r"><code>sessionInfo()</code></pre> -<pre><code>## R version 4.4.2 (2024-10-31) +<pre><code>## R version 4.4.3 (2025-02-28) ## Platform: x86_64-pc-linux-gnu ## Running under: Ubuntu 22.04.5 LTS ## @@ -2466,98 +2478,100 @@ J. McMurdie.</p> ## other attached packages: ## [1] effectsize_1.0.0 MicrobiomeStat_1.2 aod_1.3.3 ## [4] BBmisc_1.13 betareg_3.2-1 ggpmisc_0.6.1 -## [7] ggpp_0.5.8-1 openxlsx_4.2.7.1 readxl_1.4.3 +## [7] ggpp_0.5.8-1 openxlsx_4.2.8 readxl_1.4.3 ## [10] lubridate_1.9.4 forcats_1.0.0 stringr_1.5.1 ## [13] dplyr_1.1.4 purrr_1.0.2 readr_2.1.5 ## [16] tidyr_1.3.1 tibble_3.2.1 tidyverse_2.0.0 ## [19] ggpubr_0.6.0 viridis_0.6.5 viridisLite_0.4.2 -## [22] phangorn_2.12.1 biomformat_1.34.0 vegan_2.6-8 +## [22] phangorn_2.12.1 biomformat_1.34.0 vegan_2.6-10 ## [25] lattice_0.22-6 permute_0.9-7 scales_1.3.0 ## [28] gridExtra_2.3 ape_5.8-1 reshape2_1.4.4 ## [31] phyloseq_1.50.0 ggplot2_3.5.1 cuphyr_0.3 -## [34] DECIPHER_3.2.0 Biostrings_2.74.0 GenomeInfoDb_1.42.1 -## [37] XVector_0.46.0 IRanges_2.40.0 S4Vectors_0.44.0 -## [40] BiocGenerics_0.52.0 dada2_1.34.0 Rcpp_1.0.13-1 +## [34] DECIPHER_3.2.0 Biostrings_2.74.1 GenomeInfoDb_1.42.3 +## [37] XVector_0.46.0 IRanges_2.40.1 S4Vectors_0.44.0 +## [40] BiocGenerics_0.52.0 dada2_1.34.0 Rcpp_1.0.14 ## ## loaded via a namespace (and not attached): -## [1] fs_1.6.5 matrixStats_1.4.1 +## [1] fs_1.6.5 matrixStats_1.5.0 ## [3] bitops_1.0-9 devtools_2.4.5 ## [5] httr_1.4.7 RColorBrewer_1.1-3 -## [7] insight_1.0.0 numDeriv_2016.8-1.1 -## [9] profvis_0.4.0 tools_4.4.2 +## [7] insight_1.0.1 numDeriv_2016.8-1.1 +## [9] profvis_0.4.0 tools_4.4.3 ## [11] backports_1.5.0 utf8_1.2.4 ## [13] R6_2.5.1 mgcv_1.9-1 ## [15] rhdf5filters_1.18.0 urlchecker_1.0.1 -## [17] withr_3.0.2 textshaping_0.4.1 -## [19] quantreg_5.99.1 cli_3.6.3 +## [17] withr_3.0.2 textshaping_1.0.0 +## [19] quantreg_6.00 cli_3.6.3 ## [21] Biobase_2.66.0 formatR_1.14 ## [23] sandwich_3.1-1 labeling_0.4.3 -## [25] sass_0.4.9 systemfonts_1.1.0 +## [25] sass_0.4.9 systemfonts_1.2.1 ## [27] Rsamtools_2.22.0 sessioninfo_1.2.2 ## [29] rstudioapi_0.17.1 generics_0.1.3 ## [31] hwriter_1.3.2.1 car_3.1-3 -## [33] zip_2.3.1 Matrix_1.7-1 +## [33] zip_2.3.2 Matrix_1.7-2 ## [35] interp_1.1-6 abind_1.4-8 ## [37] lifecycle_1.0.4 yaml_2.3.10 ## [39] carData_3.0-5 SummarizedExperiment_1.36.0 -## [41] rhdf5_2.50.0 SparseArray_1.6.0 -## [43] grid_4.4.2 promises_1.3.2 +## [41] rhdf5_2.50.2 SparseArray_1.6.1 +## [43] grid_4.4.3 promises_1.3.2 ## [45] crayon_1.5.3 pwalign_1.2.0 ## [47] miniUI_0.1.1.1 cowplot_1.1.3 -## [49] pillar_1.10.0 knitr_1.49 +## [49] pillar_1.10.1 knitr_1.49 ## [51] GenomicRanges_1.58.0 statip_0.2.3 ## [53] boot_1.3-31 codetools_0.2-20 -## [55] fastmatch_1.1-4 glue_1.8.0 +## [55] fastmatch_1.1-6 glue_1.8.0 ## [57] ShortRead_1.64.0 data.table_1.16.4 ## [59] remotes_2.5.0 vctrs_0.6.5 -## [61] png_0.1-8 cellranger_1.1.0 -## [63] gtable_0.3.6 datawizard_0.13.0 -## [65] cachem_1.1.0 xfun_0.49 -## [67] S4Arrays_1.6.0 mime_0.12 -## [69] modeest_2.4.0 survival_3.8-3 -## [71] timeDate_4041.110 iterators_1.0.14 -## [73] statmod_1.5.0 ellipsis_0.3.2 -## [75] nlme_3.1-166 usethis_3.1.0 -## [77] fBasics_4041.97 bslib_0.8.0 -## [79] rpart_4.1.23 colorspace_2.1-1 -## [81] DBI_1.2.3 nnet_7.3-19 -## [83] ade4_1.7-22 tidyselect_1.2.1 -## [85] timeSeries_4041.111 compiler_4.4.2 -## [87] curl_6.0.1 SparseM_1.84-2 -## [89] DelayedArray_0.32.0 bayestestR_0.15.0 -## [91] checkmate_2.3.2 lmtest_0.9-40 -## [93] quadprog_1.5-8 spatial_7.3-17 -## [95] digest_0.6.37 minqa_1.2.8 -## [97] rmarkdown_2.29 htmltools_0.5.8.1 -## [99] pkgconfig_2.0.3 jpeg_0.1-10 -## [101] lme4_1.1-35.5 MatrixGenerics_1.18.0 -## [103] stabledist_0.7-2 fastmap_1.2.0 -## [105] rlang_1.1.4 htmlwidgets_1.6.4 -## [107] UCSC.utils_1.2.0 shiny_1.10.0 -## [109] farver_2.1.2 jquerylib_0.1.4 -## [111] zoo_1.8-12 jsonlite_1.8.9 -## [113] BiocParallel_1.40.0 magrittr_2.0.3 -## [115] polynom_1.4-1 modeltools_0.2-23 -## [117] Formula_1.2-5 GenomeInfoDbData_1.2.13 -## [119] parameters_0.24.0 Rhdf5lib_1.28.0 -## [121] munsell_0.5.1 stringi_1.8.4 -## [123] stable_1.1.6 zlibbioc_1.52.0 -## [125] MASS_7.3-61 plyr_1.8.9 -## [127] pkgbuild_1.4.5 flexmix_2.3-19 -## [129] ggrepel_0.9.6 deldir_2.0-4 -## [131] splines_4.4.2 multtest_2.62.0 -## [133] hms_1.1.3 igraph_2.1.2 -## [135] ggsignif_0.6.4 rmutil_1.1.10 -## [137] pkgload_1.4.0 evaluate_1.0.1 -## [139] latticeExtra_0.6-30 RcppParallel_5.1.9 -## [141] nloptr_2.1.1 tzdb_0.4.0 -## [143] foreach_1.5.2 httpuv_1.6.15 -## [145] MatrixModels_0.5-3 clue_0.3-66 -## [147] broom_1.0.7 xtable_1.8-4 -## [149] rstatix_0.7.2 later_1.4.1 -## [151] ragg_1.3.3 lmerTest_3.1-3 -## [153] memoise_2.0.1 GenomicAlignments_1.42.0 -## [155] cluster_2.1.8 timechange_0.3.0</code></pre> +## [61] png_0.1-8 Rdpack_2.6.2 +## [63] cellranger_1.1.0 gtable_0.3.6 +## [65] datawizard_1.0.0 cachem_1.1.0 +## [67] xfun_0.50 rbibutils_2.3 +## [69] S4Arrays_1.6.0 mime_0.12 +## [71] reformulas_0.4.0 modeest_2.4.0 +## [73] survival_3.8-3 timeDate_4041.110 +## [75] iterators_1.0.14 statmod_1.5.0 +## [77] ellipsis_0.3.2 nlme_3.1-167 +## [79] usethis_3.1.0 fBasics_4041.97 +## [81] bslib_0.9.0 rpart_4.1.24 +## [83] colorspace_2.1-1 DBI_1.2.3 +## [85] nnet_7.3-20 ade4_1.7-22 +## [87] tidyselect_1.2.1 timeSeries_4041.111 +## [89] compiler_4.4.3 curl_6.2.0 +## [91] SparseM_1.84-2 DelayedArray_0.32.0 +## [93] bayestestR_0.15.1 checkmate_2.3.2 +## [95] lmtest_0.9-40 quadprog_1.5-8 +## [97] spatial_7.3-18 digest_0.6.37 +## [99] minqa_1.2.8 rmarkdown_2.29 +## [101] htmltools_0.5.8.1 pkgconfig_2.0.3 +## [103] jpeg_0.1-10 lme4_1.1-36 +## [105] MatrixGenerics_1.18.1 stabledist_0.7-2 +## [107] fastmap_1.2.0 rlang_1.1.5 +## [109] htmlwidgets_1.6.4 UCSC.utils_1.2.0 +## [111] shiny_1.10.0 farver_2.1.2 +## [113] jquerylib_0.1.4 zoo_1.8-12 +## [115] jsonlite_1.8.9 BiocParallel_1.40.0 +## [117] magrittr_2.0.3 polynom_1.4-1 +## [119] modeltools_0.2-23 Formula_1.2-5 +## [121] GenomeInfoDbData_1.2.13 parameters_0.24.1 +## [123] Rhdf5lib_1.28.0 munsell_0.5.1 +## [125] stringi_1.8.4 stable_1.1.6 +## [127] zlibbioc_1.52.0 MASS_7.3-64 +## [129] plyr_1.8.9 pkgbuild_1.4.6 +## [131] flexmix_2.3-19 ggrepel_0.9.6 +## [133] deldir_2.0-4 splines_4.4.3 +## [135] multtest_2.62.0 hms_1.1.3 +## [137] igraph_2.1.4 ggsignif_0.6.4 +## [139] rmutil_1.1.10 pkgload_1.4.0 +## [141] evaluate_1.0.3 latticeExtra_0.6-30 +## [143] RcppParallel_5.1.10 nloptr_2.1.1 +## [145] tzdb_0.4.0 foreach_1.5.2 +## [147] httpuv_1.6.15 MatrixModels_0.5-3 +## [149] clue_0.3-66 broom_1.0.7 +## [151] xtable_1.8-4 rstatix_0.7.2 +## [153] later_1.4.1 ragg_1.3.3 +## [155] lmerTest_3.1-3 memoise_2.0.1 +## [157] GenomicAlignments_1.42.0 cluster_2.1.8 +## [159] timechange_0.3.0</code></pre> </div> </div> </div> diff --git a/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Controls.pdf b/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Controls.pdf index fb44036d02df3422de1552cdbd71bc564aef59eb..79153e2155793d2203af95dc02f5f66b47be4a9c 100644 Binary files a/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Controls.pdf and b/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Controls.pdf differ diff --git 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a/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Overview_all_and_pruned.pdf b/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Overview_all_and_pruned.pdf index 9e715b19d419c4b1b50e6fde971616b21c585ec4..4622414005d60de26c37edb2eda42b10c17b635e 100644 Binary files a/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Overview_all_and_pruned.pdf and b/analysis/FITS2/FITS2_DADA2_results_260821/analysis_output/Overview_all_and_pruned.pdf differ diff --git a/analysis/FITS2/supplementary_table_ndvi_regression_fits2.xlsx b/analysis/FITS2/supplementary_table_ndvi_regression_fits2.xlsx index 50c29d9372e55790253b9415e6ebc2e7663dd80f..9e141a67227195a5400df71e7652f93559d60f61 100644 Binary files a/analysis/FITS2/supplementary_table_ndvi_regression_fits2.xlsx and b/analysis/FITS2/supplementary_table_ndvi_regression_fits2.xlsx differ diff --git a/analysis/Nems/Nems_Analysis_pipeline_v4-3.Rmd b/analysis/Nems/Nems_Analysis_pipeline_v4-3.Rmd index cfc9647ff4f7ce7d8545a70bb874b3ce14b87fcc..701644f9e8bd4f361112917fd6ed7081dfdbbc7b 100644 --- a/analysis/Nems/Nems_Analysis_pipeline_v4-3.Rmd +++ b/analysis/Nems/Nems_Analysis_pipeline_v4-3.Rmd @@ -856,42 +856,69 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, ignore_na = set$ignore_na) # Plot -set$my_scale_fill <- my_scale_fill +# Custom, more narrow color ranges based on viridis +# Base order to have adjacent colors be distinct from each other +sort_colors <- c(rbind(c(1:5), c(6:10), c(11:15), c(16:20))) +# Customized color vectors +n_col <- 20 +viridis_reds <- viridis(n_col, option = "B", +begin = 0.7 ,end = 0.5)[sort_colors] -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% - select(Genus, Alias, ndvi, ndvi_july, Abundance, Shannon) %>% + select(Genus, Alias, ndvi, Abundance, Shannon) %>% filter(Abundance > 0) %>% - group_by(Genus, Alias, ndvi, ndvi_july, Shannon) %>% + group_by(Genus, Alias, ndvi, Shannon) %>% summarise(Abundance = sum(Abundance)) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) + +colors_comb <- c( + viridis(4, option = "D", begin = 0 ,end = 0.4), + viridis_reds[c(1,4)], + viridis(5, option = "D", begin = 0.5 ,end = 1) +) +names(colors_comb) <- levels(set$topntax_tbl$Genus) + +formatted_labs <- c(as.expression(lapply(levels(set$topntax_tbl$Genus)[1:10], + function(x) bquote(italic(.(x))))), + expression("Other")) + +set$my_scale_fill <- scale_fill_manual(values = colors_comb, + labels = formatted_labs, + na.value = "grey") plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - set$my_scale_fill + + geom_col(color = "black", size = 0.1) + + set$my_scale_fill + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), - #strip.text = element_text(size = 12), - #axis.title=element_text(size=12), - #legend.text = element_text(size=12), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), y = ndvi)) + geom_point() + theme(strip.background = element_blank(), - # strip.text = element_text(size = 12), - # axis.title=element_text(size=12), - # legend.text = element_text(size=12), - axis.title.x=element_blank()) + + axis.title.x=element_blank()) + ylab("NDVI") plots$shannon_dot_plot <- ggplot(set$topntax_tbl, @@ -899,26 +926,23 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, y = Shannon)) + geom_point() + theme(strip.background = element_blank(), - # strip.text = element_text(size = 12), - # axis.title=element_text(size=12), - # legend.text = element_text(size=12), - axis.title.x=element_blank()) + + axis.title.x=element_blank()) + ylab("Shannon") - - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, nrow = 3, heights = c(1, 1, 3), - align = "v") + align = "v") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom -save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) ``` diff --git a/analysis/Nems/Nems_Analysis_pipeline_v4-3.html b/analysis/Nems/Nems_Analysis_pipeline_v4-3.html index 8c9f9b032b827d44871f1910be96a3c3e0b44af5..72ebf7ed267e5f03e66a025f00a91d3ce45d0367 100644 --- a/analysis/Nems/Nems_Analysis_pipeline_v4-3.html +++ b/analysis/Nems/Nems_Analysis_pipeline_v4-3.html @@ -1300,42 +1300,69 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, ignore_na = set$ignore_na) # Plot -set$my_scale_fill <- my_scale_fill +# Custom, more narrow color ranges based on viridis +# Base order to have adjacent colors be distinct from each other +sort_colors <- c(rbind(c(1:5), c(6:10), c(11:15), c(16:20))) +# Customized color vectors +n_col <- 20 +viridis_reds <- viridis(n_col, option = "B", +begin = 0.7 ,end = 0.5)[sort_colors] -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% - select(Genus, Alias, ndvi, ndvi_july, Abundance, Shannon) %>% + select(Genus, Alias, ndvi, Abundance, Shannon) %>% filter(Abundance > 0) %>% - group_by(Genus, Alias, ndvi, ndvi_july, Shannon) %>% + group_by(Genus, Alias, ndvi, Shannon) %>% summarise(Abundance = sum(Abundance)) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) + +colors_comb <- c( + viridis(4, option = "D", begin = 0 ,end = 0.4), + viridis_reds[c(1,4)], + viridis(5, option = "D", begin = 0.5 ,end = 1) +) +names(colors_comb) <- levels(set$topntax_tbl$Genus) + +formatted_labs <- c(as.expression(lapply(levels(set$topntax_tbl$Genus)[1:10], + function(x) bquote(italic(.(x))))), + expression("Other")) + +set$my_scale_fill <- scale_fill_manual(values = colors_comb, + labels = formatted_labs, + na.value = "grey") plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - set$my_scale_fill + + geom_col(color = "black", size = 0.1) + + set$my_scale_fill + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), - #strip.text = element_text(size = 12), - #axis.title=element_text(size=12), - #legend.text = element_text(size=12), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), y = ndvi)) + geom_point() + theme(strip.background = element_blank(), - # strip.text = element_text(size = 12), - # axis.title=element_text(size=12), - # legend.text = element_text(size=12), - axis.title.x=element_blank()) + + axis.title.x=element_blank()) + ylab("NDVI") plots$shannon_dot_plot <- ggplot(set$topntax_tbl, @@ -1343,26 +1370,23 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, y = Shannon)) + geom_point() + theme(strip.background = element_blank(), - # strip.text = element_text(size = 12), - # axis.title=element_text(size=12), - # legend.text = element_text(size=12), - axis.title.x=element_blank()) + + axis.title.x=element_blank()) + ylab("Shannon") - - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, nrow = 3, heights = c(1, 1, 3), - align = "v") + align = "v") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom</code></pre> -<p><img role="img" 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" width="672" /></p> -<pre class="r"><code>save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out)</code></pre> +<p><img role="img" 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UuW4CzruLi4n3/+uaamZvfu3QRBkBOzpF27duXk5JiZmXl4eIwcObKysvLnn3/+v//7v+bm5uXLl+fk5HSsMx8+fFiwYEF1dTWLxVqzZs24ceMUFRVTU1PPnj1bVFR06tSpKVOmODo6dub3/ffhR8ft3r0bx+3onwBeIBC8f//e0NAQv1hUVFRcXIwQunLlCjVGRQiNGTMmODgYp068e/cuMjLSxMRk165d1DYEQYwcOTIxMbGsrAy/guPPbdu2WVpaks1+//33oqIiS0vL9evXU9+uqan5448/4qvbzMzM0NBQLS0t8fzMadOmxcTEkJOKtCmpmTNnis83pqamZmVlsVgsshu0wBh/u337dmoxJ54omz9//tChQ8kX8dpR5HY63E/atxJn4EUiUUJCAoPBGD58OEKosrKyWa2R7gAAIABJREFUuLiYwWCkpKTgCA0LCwtDvV5DQ8O3336LEDp8+LCenl5bzSZNmnTv3j2CIPC34vUXz58/d3FxweNcV1f3w4cPt27dunXrlo+Pz+7du3Eb/GHp6OiMGjUqJydHQ0NDVlY2Pj4+Pj7+9evXoaGh5Pal2RpCyN/ff+vWrXw+X0FBQV1dPSMjw8PDg8/n4/tK5KjgcDjz58/ncDgIIX19fR6PFx0dHR0d7eHhgW9+oX+KVuzt7VevXh0YGKigoIAPpwkJCfb29jU1NTIyMvr6+k1NTbiu5Nq1a0lJSXD3p0vggWFpaSnx74n/5dXV1fFtPmk+zfbrbnAdELXupgvHG3XjTCbT3d392rVrNTU1rq6uffv2/eqrr2h7b21tXbx4cVhYGIPB0NXVJat7nj17Rq2KAl3l559/Rgh9/fXXM2bMaKuNmprawYMHPTw8AgICDh065ODg0Ldv3ytXrsjJybm6uuLsJKyiomLcuHGZmZmWlpbq6uqJiYk//PBDXFzc48ePGYz/P0MZExOzePHikpISfAwpKCj45ZdfQkJCgoKC8M1uEp/Pnz179vPnz1VVVfv37989fwAAugbMwIPeCFe/I4QGDx7cme0cPny4urpaRkbm5s2bISEh69evX7x48ffff5+YmGhiYoIQOnTokHjaYU5Ojp2d3cuXLzdt2jRmzJjZs2ffvHlzwYIFCKHc3NwOB/B3797F8efNmzd/+umnpUuXfv311zt37oyOjsaxZY+Ll27evPnw4cOBAwdSb4IMHDgQ34ynlsHjC1Bra2vxqWB8lYbv2f/2228IoY0bN5JTSaSmpiaEkLq6Ov4WB8a0szteAheHW1QyMjJbtmzZtGkTQigoKEgkEsnKyi5dunT+f/v1119x/6l9puWsVlVVPXz4MDAw8OjRo2vXrrW3txcIBKNHj8YpAEKh8M2bNzIyMsOGDaP2c+bMmdSN4MtZ2s0anEeKy1k700/qt01NTcnJySwWy8zMjLqv7OzsmpoaMzMzHA+w2ewhQ4YIhUIHB4exY8ceOXIkJiZGfJ3h3umnn34qKioyNzd3c3Nrp5mysvKMGTOmT5+Ov6UVMkhZGIIjMbz0Q3x8fFlZGV4Zgclk3rhxA0+LSb+1kJCQzZs3y8rKBgUF1dbWFhQUcDgcY2PjHTt2NDU1GRsbs9lsJHWlhsSiFSnrSkAntVOOUVVVhVdvdXZ2ZjAYXVJ3Q6uv6drxRt24ra2tn58fj8fr06fP5cuXz5w5M3ToUKju+bwiIyMRQh9d/WTevHkIodLS0pSUlI0bN+KwX1FRMSAggFpJFBISwmAwMjIyEhMT37x58/jxY3l5+adPn+KTIEKosbFx6dKlJSUl3333XW1tbVZWVl1d3aFDhwQCgZubW2ZmJnWnP/30U2VlJc6m3Lp1a9f+4gB0LQjgQW9EPthGVVVV/Kf5+fkSH6hDEAS1djQvLw8XB27ZsoV2NjIwMPD390cINTY2BgQE0LbPZDLPnTtHSwNbt24d/kK8ultKiYmJCCE5OTlaWoGRkZGXl5ebm9u/+eTwziMfHVdYWMhisciPQEZGBqf7Uv9QOKqcM2eO+HbwDRE8V49vYcyePVu8GZ78wVPWZWVlBQUFOjo61HxmgUCACxzar5yMiopCCBUUFNwUk5GRgRDCC7M3NjYmJyf37duXfJp9QkICTkl1cHBYvXr1gQMH4uPj8ZQsmWeYkZFBXcGuvr4+PT2dzWaTmQgYTrQmY3UMX9CQL3asn7RvExMTBQKBtbU1vr9AoqUJEAQRGRm5fPnyPn36vHz5ct++fRMnTtTW1qYtq947BQcHI4T27NlD+xu2j3ZXRcrCEPwuQ0PD2NhYPBfKYDCcnJzwwYfMWJZma83NzV5eXvhdrq6usrKyCCETE5Nr167hpc7IvklZqSGxaEXKuhLQSRID+IKCghs3btjY2KSmpmppae3fvx91Ud0N7fjQteONtnHyGIVv+4o3gOqef1NzczPOlaPd8xU3cOBAJSUl9LFHxhIE8euvv5LXNpMnT8ZrEqelpeFXfvjhh6KiIhcXF19fX3zelJOT27dv35o1a5qbm2kJaPn5+cHBwfCEVNAjQAAPeiPyXM7j8Tq8kbt37/L5fCRpShYhZG9vj6f3xReQGz9+PH6YORVemw0h1OFF6fHlLJ/Pv3TpEu1Hhw8fDgwM3Lt3b8e2/Fn8+OOP2dnZbDbbVIz4eR1fIEq8QxEREYEQmjx5slAozMnJYTAYtHAXIVRWVvb69WtcD4z+ucKjBcCFhYU8Ho/FYmlra7fT7dTUVIRQaWmpqA04/o+Pj29paRk1ahRO8wsICBg9enRycvK2bdvCw8Nzc3MbGxvfvHmD42QygJe4gh15JYrhhQ9UVFRo2SW0qL5j/aR929YKdnhqlOwnQkhXVzc4OLiioiI8PHzbtm2DBw8uKyvz9PSUuEBj75Genp6WlsZgMMSzSV1cXMRvIJIrblIjrvYLQxBCZGEI/rwCAgJoT8/C2ykoKJB+a/7+/gUFBcuWLaPdzxoxYgQ+uuJttl+pgRAiKzUkFq3guhJaLbR4XQnojJqaGrzk6po1a6iDTU9Pb8GCBbm5ubq6ug8ePGCz2dJ/mu3X3VBD6K4db0gsPhdfpIPaAFf3EASRkpJC3WxYWNijR4/I4n/QVWpqavAX5AVPO3C5nPijT6lsbGxwoRYJ34ghF/XAN4DEnz+3cuVKhNDjx4+pL44cOZJ62gLgSwY18KA3IjOlS0tLxRexU1NTu3DhAu3FoKAg2gpzOPlKR0eHTDamMTc3z8zMfPfuHe31IUOGiDcm67U6zMnJ6ejRow0NDevXr//555/nzZtnZ2dnY2NDLRjrKcrKynx8fBBC1GXYSG5ubkFBQeQMvEgkwtN3tCeZIYRiY2PfvHkzZMiQ6dOnl5eXCwQCWVlZstCXdOnSpZaWlqVLl+K/Fd4a7USO16QVn5NpampycXFpaWkJCQmRl5fHt4TE78Lk5+fn5eXp6+vjixJq6FtRUYGXxHv69Cm1ah2Jra4scQU7Wj/fvHnT2tpqbW1N/TWrq6uzs7P79++PL25EIlEH+in+rcSpfj6fj2sNcD+5XG5lZaWSkpKmpqaioqKjo6Ojo+OJEydmz559//79pKSkhQsXot4KB07a2triRyEOh4MfW4jV1dW1traS/wvUKU0pC0NycnIqKipMTEzEF/7Awx5nIEu5NZzFumHDBvFNycnJtbS04L5RKzVoLfEtJPLgKbFoBauqqkpMTMzPzy8pKcnJybl9+7ZAILC1tf2knAXQllevXolEIgaDQbutw2KxjI2NZ8yY8e233+JDq/SfZvsr2FHrgLp2vIkXGdECeFoDXN2TkZHh4OAwZswYR0dHOzu7cePGwdDqJioqKviL9+/ft38rHCFUVFSE2kiTJIlfTdEupfB1WkBAwC+//EJ9Ha+CSauS6FlZiqCXgwAe9EbkHOzr16/FJ8OVlJTELxSoT2DGcABZVFQkHhBSid8/7qbMz8GDB9+8eXPjxo3Z2dlxcXE4upOXl584ceLChQudnZ1p12dfsj179tTW1jo5OYlH7+ifm/fkDDyHw8ErBr98+XLRokVks5aWFlyXfvToURkZGXV19T59+jQ2Nr59+5a62HJaWtrhw4fl5ORw1SUSi5MxfG1aVlaWk5NDPc2fPHkyNDTU0dERL55nZWWVkJAQGxtLraqor693cHDIzs5+9eoVDoypU1J//fUXl8tduHAhLXoPDg7OyckxNDQkF36TuIIdrZ8Sg2paTgF+OtSn9lP8WzzGaHMp+/btq6ysZDKZeGLEz8/Px8fHxcXl2rVrZBsGg4HnzSQuut574PpeaqBOIms4EUKtra0DBw4sLy/HcQitkEHKwhD82eH8UhpcZoLz0qXZGg6kWSzWpEmTaG3Kysp4PJ6cnBz+9MlKDTy9Lw5XakgsWkEIJSQkbNmy5dmzZ/hOk6ysrIWFhZ6eXmlpqcT1q0EH4IExadKkj67ZJuWn2X7dDa4DsrKywjcFuna80TaO/rl3QB76aA1wdc+uXbvCwsJevnyJ/xT9+/f38vLqoc9t+cLJy8traWl9+PAhLS2t/X/hkpISvDwwuX6tRO2H93w+H2dwBAYGttWgpaWFTMmEhetADwIp9KA3mjx5Mv7i77//lvIt4k+ALy0tleaNQqGQ9oim9gP+zpg6dWpKSkpoaKibmxu+TdDc3BwZGblp0yYzM7OesqZuYmIiXm+2refw0QJ4fImGnwFz7949/CJeKTAxMXHChAl4jpfJZNrZ2SGEVq5ciQOn5ubmGzduTJw4sampycfHh7yXLzEw1tDQwHcT3N3dcaaoQCA4efKkt7e3nJwczhdACDk5OSGEPD098ZQUQiglJcXe3j47O9vZ2Zm8jqROSeHVEDgcTnNzM/5pdXX14cOH8apmZFQvEokkrmBHm4Gn1bpj4lF9B/op/i2+wCJXeRAIBN7e3idOnEAImZmZ4aJlcgFFMoGlvr7++PHjERERWlpaU6ZMQb0YjiJwUWg7wsLCPnz4YGVlhYcKtZBB+sIQHJyIN0MI3blzByE0a9YsKbeGp6309fXFD2V4+I0YMQJ/7tJXaiCxQStlXQnoJPxPLc3fs0vqbqhHrS4fb7RDYm1tbXp6upqaGnnLVfyYCdU9/zJ7e3uEUHh4ePvN8EFp4MCB5PmuA+Tk5NTU1AiCaG5ubmvQktE76opESAD+NTBYQW9kbW2NZzVDQ0PJAtF2FBQUvHnzhvYivuYYN25cWycGiWeIrtJWYZi8vPyCBQsCAwNLSkoyMjICAgLwRVVxcfHixYsrKyu7vCddbuvWrUKh0N3dfdCgQRIb4ACex+PhpwngC9B9+/bJy8vPmjVLR0dHV1d30KBBz549mzBhwq1bt8g3nj17VkVF5d27d7iBiorKggULuFzugQMH8IJ5CKHS0tLCwkJ9fX3xAsgffvhBQUEhIiICV+az2WxPT8/+/fvfvn2bnDn09PQcN25cVlaWpaWlkZGRoaHh0KFDX79+vWTJkqtXr+I2ZWVleXl5enp6+CbL9OnTWSxWSkqKoaHhjBkzbGxs8AJvK1asQAjdu3fP1dUVIZSRkVFXV2dhYYGn+uvq6jIyMtTU1GgT4NKsYNexftK+RQjhlasuX76sq6s7ZcoUTU1NX19f/NRl6gpVKioqPB5v/PjxGhoaFhYWGhoaO3fuVFZWDgsLE08d71VwWkdVVRXtocRUVVVVeP0wWv48no3HhSFMJvOjhSH4XeKJyvHx8S9evNDX1588ebKUW8PZpxKfI4AX4MB9a79S48mTJ2T+qngxCLWuxM/Pz9HR0cDAACc20+pKQCfhOzsfDeCl/zTbr7uh3h7t2vGGJBUZiUSitgrguVxudnY2vhGPq3tOnjzJ4XDwghRJSUnt/0FAx6xduxYhdOPGDbwcvUTV1dX48YFubm6dnPAwNjYWiUR4ZVYqLpf75MmTt2/fdmbjAHxGEMCD3khGRmbz5s0Ioebm5j179ny0vbu7u/hVC35QXE5OjviPsNbW1tbWVrxGbmdI3D6unqXKz8/Pz8+nBvaDBw9eu3bt3bt3z5w5gxCqqKggH/PzxQoLC3v8+DGbzW5nyT0ypw5XMeALxIULF/7999/29va1tbUNDQ12dnaBgYHR0dG4shczMjJKTU1duXLloEGDiouLtbS03NzcYmNjcYCESZx+x0aPHv306dM5c+YMGDCgtLTU2tp627ZtSUlJeAEnTEZG5tGjR97e3hYWFqWlpQwGY+7cuQ8fPgwJCcErJyOxeWwNDY1Xr17Z2dk1NjampKRoaGjs2LEjJSXl5MmTOGbDb6R1TOIKdjU1NZmZmRoaGrQniosHSB3op/hz7wIDA3fu3Kmurs7lcvHTepKTkydOnEjtp4GBQVxcHH4IQn19fVVVlbW1tbe3d15eHvWZDr3T2LFj8aoKe/bskXigKC4unjp1Kl5RmQzgqYUMuDBEIBDQrkRphSECgQDfgsQfIqmxsRHfHtq7d6+srKyUW8P3jDIzM/HCEKSIiAg8sYb7his10D+PMCThSg07O7vy8nL8ivg/Ha4rmTFjxkfrSkBn4OfAISluiEj/aUq/gl3Xjjf0iSvY+fn5GRsbk7duMaju6W5TpkzBkwpr166lFgqRysvLly1bVl5erqOjQ32CbMfgCX/xJ57s37/fzs7uxo0bndw+AJ8L1MCDXsrd3f38+fMlJSWXLl0yNzf/9ttv27rRe/nyZeosLglfBJSWlt66dUv8oaYVFRVGRkZ1dXV79uw5cuRIZ7pKPgiXxOfzr1+/TntxwoQJRUVFjo6O4slpU6dOxV/QLoC+QAsWLGjrhghp0KBBZJvm5uakpCQWi2VhYcFkMnGVZju0tbXJGWaJZs+e3U4HbGxsJA4GKnl5+YMHDx48eLCtBo6OjrRdmJubSyxwoD7CwNnZ2dnZmfx20qRJ4v1UUVGRGAfm5+d3vp/i3VZWVj527Bit0sHExIT2SHNjY+O2ShB7OWVlZWdn54CAgPDw8OnTp3t6eo4YMUJTU7O5uTkzM/OXX345e/askpKSmppaZWXlhAkT8Luod1JwYUhERMTKlSsjIiIGDhzY3Nx89+7ddevWNTU1nThxAheGvH37Fi8JduXKlTlz5jg6OiKE3r17t3LlytTUVEdHxzVr1ki/NSMjIx0dnaKiImdn599++61fv34CgeDnn3/evn07HiFkQOXk5JSQkODp6Tl48GC82khKSsqqVatolRriATy1rgRnEFRXV589exYPV1pUDzoMR9cGBgbSrMwi5afZzo0/Wh1Q14438SIjfNMKV+aLNyCre7755ht8M7G+vv7cuXNQ3dPdrl27Nm7cuMzMzHHjxu3YscPR0dHKykpBQSEtLe358+fe3t5lZWX9+vW7desWbdXY+vp6Ho9HPlFSGl5eXhcvXrx69aqysvLBgwdVVVVbW1vPnz9/5swZRUVFfPsSgJ4IZuBBL6WqqhoUFIRLnrZt2zZjxgzxOLm6unr16tU44ws/n5bq66+/xpcsq1evfvLkCfVHfD5/9erVdXV1BEHgjOIO0NDQwM9LCw4OplbRi0SivXv3itfk44XZIiMjxde9DwoKwl/87xWOtvUocgB6BD8/P1zUHRUVNWvWLC0tLVVVVUVFxaFDh544ccLe3j4xMdHY2FhbWxvPQ4oXMkhTGILjtFWrVjGZzDlz5mhpaWlqag4dOjQhIWH58uW//voreftSmq3JyMj4+fkRBBEREaGmpmZqaqqhoeHh4bFt27bW1lY2m43Xw0PSVWpILFqRsq4EdJKU+fNY5+tuaHVAqEvHm/jGcYi+ffv26dOnZ2dn0xpAdc/noqamFhsb6+jo2NLScuzYsQkTJvTt25fFYllZWW3cuLGsrMzBwSEmJoa61iyTyVRVVW1paRk5cqTEJQ/b0q9fv19++aVfv35nzpxRV1c3MTHBg4fBYAQFBUlcEwSAHgECeNB7TZs2LTg4GCcMP3jwYMiQIY6OjgcPHjx37pyXl9eMGTOMjIwCAwMZDIa/v794RjdBED/99BNBEFVVVdOmTVu5cuWFCxfu3Lnz448/Dhs2DE+D7969u61C7o9iMBh4sb34+Hh7e/tbt24lJSWFhITMnj37xIkT4qutrF+/HiHU1NRkY2Pzn//859q1a/fu3bt8+fLs2bN9fX3x74tDhf8l4nndAPQgffv2ffTokbOzs5ycXN++fWVkZGRlZW1sbLZs2fLu3bvbt29ra2uvWLHC29sbtxcf8NIUhuB3eXt73717d968eSKRSFFRcfHixTdv3gwODqY+n0KarSGEli5devfuXVtbWxaL1dDQMGPGjBcvXuBEJGrfpKnUaGvNSGnqSkAnSb+CHeqKuhvxz7oLx5v4xj09PUeOHFlWVpafn29oaEhrANU9nxGbzQ4PD4+Ojt6wYYOJiYmysrKCgsLo0aNdXV3Dw8MjIyPJvAnS+fPn9fX1c3NzyfVrpfTVV18lJiauXbt22LBhhYWF6urqzs7OycnJ1GfWANDjEB/NVgXgf1tMTMzmzZvbWstkyJAh/v7+Dg4OqampFhYWY8eOpT0NPioqauXKlfiBpVQMBmPz5s2nT5+mvqisrFxfX793797Dhw/T2qenp+Po+t69e3gRHYRQQUGBtbU1WVtI9f3333t5eSGE8FO78Ys7d+78/vvvJf5Tjx079t69e+RTWKWUlZU1x85dX330x5t2wgdu6tngb/GKaJ9qxYoVwcHBf/75J5yMQYcFBgYOif5umGb3xoQ7ImvOx9V36y5Az8X+amz/NZ8wtdgBgnLuN/U68IA0gPn6+rrM/Flbq3trabfsLT9zqbpbdwFALwQ18KC3s7W1TUhIuH37dmho6KtXr0pKSlpaWgYMGDBs2DAnJ6f58+fjCkwzM7NTp06Jr5zk4OCQnJzs6+sbERGRn58vEokGDx5sZWXl6ekpfgv5U+nq6nI4nKNHj0ZGRmZlZTU0NCCEVFRUTp8+/dVXX+EAnsrX13fJkiUnT55MTU3Nz8/n8/mGhobGxsZr1679pKyzHmTq1KmWlpb4+XAAAAAAAAD8b4MAHgDEZDLnzp0rvhAdFUEQW7dulfgjVVXV48ePHz9+/KM7ws8Pl8jExETizDmbzfbz88NfFxYWVlZWmpub43xFie1HjBgRHBz80Z78z1i5cuXn7gIAAAAAAAD/EgjgAegxBg4ciB8cDQAAAAAAAOiFYBE7AAAAAAAAAACgB4AAHgAAAAAAAAAA6AEggAcAAAAAAAAAAHoAqIEHALRHKGxpaW3u5l0IunX7AHxUg0BU2yzs1l3wW+GhraBNolahkNfUrbsQNvK7dfugx6lrENbUdu9xTyCA4x4AXQ8CeABAm9hs9uI147p/P1Z6enrdvxcAJBs+fHhYzsan3bwXnTlEN+8B9GBek+fz0nndvBPVcbP+heM56BkmTJjw272G7t6LkYVyd+8CgF6IkPgkKgAAAAAAAAAAAHxRoAYeAAAAAAAAAADoASCABwAAAAAAAAAAegAI4AEAAAAAAAAAgB4AAngAAAAAAAAAAKAHgAAeAAAAAAAAAADoASCABwAAAAAAAAAAegAI4AEAAAAAAAAAgB4AAngAAAAAAAAAAKAHgAAeAAAAAAAAAADoASCABwAAAAAAAAAAegAI4AEAAAAAAAAAgB4AAngAAAAAAAAAAKAHgAAeAAAAAAAAAADoAWQ+dwcAAF+uDx8+7Nq1S1lZuVv3wuPxtm/fbmZm1q17AaAtUVFRf/31l6ysbLfupbq6+tq1a926C9Bzbdy4UU5Orlt30draOn369Llz53brXgAAAHQ3COABAG2qr69/nMQdMNiyW/dSWZDkVlnZrbsAoB3v37+fEPfORKlvt+7FLzO1W7cPerQnVU9HbR/Xrbto+FCflZXVrbsAAADwL4AUegAAAAAAAAAAoAeAAB4AAAAAAAAAAOgBIIAHAAAAAAAAAAB6AAjgAQAAAAAAAACAHgACeABAD1BRUXH06NFJkyZpamoqKCiYmJgsW7YsIyOju/drZmZGEERubm6XbE1XV5cgiA8fPkj/lpcvXxIEMXny5C7pgEgkYrPZDAajtra2/Zbm5uYEQWRnZ3fJfkH7Zs2aRRAEQRA+Pj5ttWlpacGjkSCIoKCgT91FB8YejBYAAADgCwQBPADgS3fu3DkDA4M9e/Y8ffq0qqqKyWRmZGSEhIRYWlqeOXOm+/ZbU1OTnp6uqalpaGjY+a0VFxcXFhbq6elpaWlJ/66XL18ihMaPH9/5DiCEMjMzq6urzczM+vZtb8X1qqoqDoejpqY2aNCgLtkvaN+rV6/wF+3cKgoICOBwOPjr0aNHf9L2Ozb2YLQAAAAAXyAI4AEAX7QdO3a4u7s3Nzfv2rUrPj6+vr6+oaEhLy9v1apVAoFg+/btCQkJ3bTr169fi0SiCRMmdMnWcJA2ZsyYDryrq/ogJyd39uxZPz+/9ps9f/5cJBJ9apQIOiYzM7Oqqgp/3VYAX1dXd+DAAfy1ioqKqanpJ+2iY2MPRgsAAADwBYIAHgDw5bp06ZKfn5+hoeHr16+PHj06cuRIeXl5hJC+vv6VK1emTp0qEAi+++67bto7nv3uquAZb+1Tgyj8rnHjuuYB0QYGBps3b541a1b7zZ49e4Y+vaugY/BHbGNjg9oO4H19fcvKyqytrRFCo0aNIgiiA7v41A/03xwtNTU1nXk76KQ//viDkKR///7jx4//7bffRCLRRzcifc0F6c6dO0FBQdXV1R3eQpfr2rIpAADoDhDAAwC+UI8ePfrmm28UFRVv3rw5fPhw8QYuLi7on/iB1NzcfO7cuYkTJ6qrq7PZ7MmTJ//111/UBlFRUQRBrFixgsvl7t+/38LCgsVimZub79ixo7GxkdoSz1uOHz/+3r17ixcvNjExUVJSGjVq1N9//03rSWlp6f79+21sbDQ1NVkslomJycGDB+vr68W3Ro1zeDzeoUOHpk6dqqmpqaOjM3fu3D///JP6lqqqqqysLFNTU4IgvL29LSwslJSUbGxsjh071tLSQuvDR7cmFAqVlZVlZGSov2ZKSsq6desMDAz69OljYmJy9uxZkUgUExND6+pH/6rY7du358yZY2xszGKxTE1N9+7d+xkvxHsKHF1PnTpVTU2toKCgtbWV1qCgoOCHH37Q19cfO3YsEguVpfloOjD2OjNaPrpxrKSk5LvvvjM1NVVQUOjXr9+kSZPKyspsbGwUFBQEAgFCCI/8x48f0964a9cugiC2bt2KEDIyMlJRUUEI3bhxY+nSpfifdNy4cU+fPqW9S8ox3DvhQSgnJ9ePQk5Orry8/MWLF8uXLz9x4sRHNyJlzQVJJBK5uLisWbNGTk6uY1vocl1bNgUAAN1E5nN3AAAAJBAIBDhJ/vz581ZWVhLbODo6hoSEIIRfa+WlAAAbwElEQVRaW1uZTCZCiMPhzJ8/H5cK6+vr83i86Ojo6OhoDw+P06dP43fhYEZJSWnYsGHv378fMGAAk8lMS0tLS0t78eLF06dPyenNly9fysjIXLx48erVq3p6egYGBkVFRXFxcXPmzMnKytLV1cXNEhIS7O3ta2pqZGRk9PX1m5qaMjIyDhw4cO3ataSkJBaLhRASCoVxcXFMJnPkyJH4Xc+fP3dxccHzPLq6uh8+fLh169atW7d8fHx2795N7aqOjs6oUaNycnI0NDRkZWXj4+Pj4+Nfv34dGhpKdlWaraWnp9fX1w8dOrRPnz74FX9//61bt/L5fAUFBXV19YyMDA8PDz6fHxcXhyiF1tL8VVtbWxcvXhwWFsZgMHR1dZWUlNLT0318fJ49e/bo0aNODYX/dWR0HRkZGRcXV1hYqK+vT22wZ8+exsbGY8eO+fv7o/8OlaX5aDo29jo8WqTZOELozp07Li4uXC6XIAhdXd33798/ffp0zZo1SUlJ1tbWsrKyCCEDA4P09PTCwkLqX6OgoODHH39UVVXdt29fdXV1bm6uqampi4vLr7/+qq+vr6+vX1RUFBsbO3PmzMzMTG1tben/UL0ZDuB9fHw8PT3JF0UiUXJy8tq1a1+/fn3o0CFPT08Go71ZH1xzYWRkJOVO09PTuVyulZUVPkh2YAtdrmvLpgAAoJvADDwA4EsUHBycn5+vq6vr5ubWVhs1NbUlS5YsWbIER+9FRUX29vYcDsfV1bW4uDgvL6+srAxfnZ85cyY6Ohq/C8dLgYGBWlpaaWlpxcXFVVVVgYGBBEE8e/bsjz/+wM3y8/NLS0tbWloiIyMfPHiQn5//5MmT5ORkFRUVPp9///593EwgEDg6OtbU1OzataumpiYrK6umpub69euysrLZ2dl4chIhlJaWVltbO3ToUEVFRYRQSUnJvHnzcnNzN2zYUFhY+P79+6qqqh07diCE9u/fT0Ys+Ko6KipKXl4+Pj6+rKyssrLy+vXrTCbzxo0bN2/exM2k3Fp8fDz6J1UbIRQSErJ582ZZWdmgoKDa2tqCggIOh2NsbLxjx46mpiZjY2M2my39X9XX1zcsLGzKlCl5eXl5eXmlpaUREREMBuPx48d5eXmdGQn/25qbmxMTExFCY8aMMTAwQGJZ9AkJCcHBwaNGjVq0aBFe7oEMlaX8aDo29jo2WqTceGxs7IIFC+rq6nx8fCorK/Pz8/Pz883NzW/fvt3S0jJq1CjcDP9BaAH83r17m5qa9u3bx2azcSc5HE5MTMyjR4/y8vLwP6mqqiqPx7tz584n/aF6LYFAgIcWLbmDIAgrK6uLFy8ihBoaGvLz8yW+vbm5ua6uDkldc0GKjY2l7fRTt9DlurZsCgAAugkE8ACAL1FwcDBCaNOmTTg4l8a3335bUlLi7u4eFBQ0YMAA/KKHh4etrS1C6MGDB/gVHMAbGxs/efIELwYmIyPj5ua2fPlyhBAtzpeTk7t9+/bUqVPxi4aGhg4ODgghPp+PX4mKiqqrq1u0aNHRo0dxgIQQcnJyMjY2RgiRi37TcphdXV3Ly8sPHDhw4cIFHR0dhJCSktLx48eHDx/e0tJy9+5d6rsMDQ1jY2Px9CmDwXByclq3bh1CiExLlnJrONrBddTNzc1eXl54I66urnjC08TE5Nq1a0KhkNpVKf+q/v7+BEH8/vvvZGLCzJkz586da2dnR06vAXGJiYl8Pl9XV3fAgAE4a5cWwHt6eopEopMnT757947H4+nr62tqauIffdKA/9Sx17HRIs3GW1tb169fz+fzr1y5snv3blVVVYSQnp4eDhQRQmQAjzMRqAF8YmJicHDwoEH/r717jWrqSvsAvhMIF7n5co1Ybt5QCc7rUOvyWtQKXrDW2iqlLbZ1quOMVkVkxA7Qqa0FAZ1xadfqsmrtsu1Qx7SrKrGVSju23kDAcpEaAmgQX8IdQwKGJO+HZ3HWaQL0SMdLhv/vk43n7Bz32Sfdz9n72Xv0n//8Z+4iXVxcFApFZGQkHRMSEkIPLM3DF15RQ9ZPP/3U1dXFn6PB5+PjQ3/gJroHBgZSI/zwww8nTpzo6upqNBr7zLnoL6fm+++/F4lEr776KmPswIEDIpEoPT29zxKEpGMIT6Oor69/8803J02a5ObmJpVKo6KiLI4RkjZlMplcXV0lEolFypVSqRSJRGFhYfwPkVUEAPcDAngAeOR0dHRQIL1o0SKBpyiVyuPHj0ulUutFs+fPn88YozGiW7du1dfXM8YOHTrk5OTEP4yCEC58oqGYP/3pT7/73e/4h1FmO9dLW7BgwZ07dyz6lBUVFVVVVS4uLjKZjF8afUVZWVleXl5oaGhycjL/LJFIRB1ojUZDn1Bv8sCBAxYZoVSOWq2+p9L4Idn777+vVqtfeOEFi8GuyZMn29vbc18hsFabm5vr6+tFIlF5eTn/GLlcnp+fzwUAYI3fMKwD+BMnTuTn5y9btmzWrFkWC9EJvDVssG1vEK1FYOG5ubmlpaVz5syJj4/nH8Y9aAOMwCcmJppMpoyMDAom6SI3b948YcIEflGNjY2s9yEVXlFDFv3OyGSyPt+1Ufvx9vamdx+NjY1qtVomk7322muvv/56TU3N3Llzhw8fTjkXEydOpJwLo9G4fPnyJUuW5Obm9vT0cDk1S5cuZYzZ2dmtX7+eou74+Pj169cvXrzYogTG2Pnz52UyWVpaGs1Camxs/Oqrr1asWLFz507u8iiNwt/f/6WXXnr22WcvXrxIr00pjYJ+7cnnn38+YcKEnTt3qlSqESNGNDU1nTlz5qmnnuLn+HBpUwsXLrx06RIVRWlT9HvLGKuoqOjs7ORnlxD+I/OrNQAA8FsgBx4AHjkqlYoWaaNxbCGOHDliNpslEklsbKzFX1VUVDDGHnvsMdbbVY2IiLDe9Yp6Y25ubvSfdCQNy/MVFhaKxWKLoaqWlpaSkpIbN27cvn27urr65MmTBoNh5syZ3PQB/ijop59+yhj74x//yI1ocbq6uhhj3t7ejLHq6uqmpqbQ0FAa8+ejpfhp0rLA0kwmU3Fxsb29PYVJ+/btY4ytXbvWumQHB4eenh66VIG16unpOW7cuOvXr8+bN2/q1KkxMTGRkZHTpk0TPntiyOJH1xZT6Ht6epKSkiQSSUZGBrNaSV7grWGDanuDay0CCz98+DBj7I033rA4hkYm3dzcQkND6ROLAF6hUHz77bczZsxYvnw5fUIh08svv8wvx2w2FxcXcw+p8IoasgbYpKClpSU1NZUxFhcXRwnwVOfnz5+/du3asWPHli1bRo+5Rc4Fl1Nz5MgRmpVz+vTpxYsXU07NzJkzp0yZ8sEHHzg7Ox88eJBeA9GsK64ESsdobGxcu3ZtSkrKyJEjtVrt22+/nZmZmZaWFh8fTzeOS6PQ6/X5+fk0EaOmpiYiIqK1tfXUqVM0X+nUqVNxcXEikSgjI2PDhg3Ozs5arXbVqlVyuXzbtm1UA5Q2xRijtCmax1FTUzN58uT29vavv/76D3/4A+t9oKz/D3JPNUBtGwBgcBDAA8Aj5+bNm4wxX1/fAWZfNzU1HTlyhDG2Zs0aNze3b7/9ljGmVqu5cRILNBxHfa8lS5ZYH1BdXc16R0GNRuOVK1c8PT253hhRqVQtLS0TJ07k4vyioqKNGzf++OOPtM2SRCIJCwsLDAxsaGigNcMZY3q9vrS01N3dnWbsy+Vy1s/kAgrewsPDWW+v+umnn+7vUunthsDSrl+/rtVqJ02a5OzsTG8ZXFxcZs+ebXGKRqPR6XQODg607L/AWhWJRHl5ecnJyXK5/NKlS3Tlvr6+SUlJW7Zs6fNEIAOMwB84cKCysvKNN94YO3Yss4qyBN6awbW9wbUWIYWbTKb8/HyJRBIdHd3nMREREdxKafwA3mg0JiUliUSi3bt309+2trZWV1f7+/uPGzeOX45SqWxvb+ceUoEVNZT1GcCr1erCwsItW7bU1NRIpdK0tDT6nNYsNJvN33zzDTfDiFmNP3M5NVzGB+XUtLa20q96SUmJwWCYOnUqRe/WJXDpGNxXUzrGmTNnSkpKcnNz16xZw36ZRsFNxKA0imPHjlEahU6nW7t2rdFo/OCDD+gsKm3v3r1yufzq1av0CT9tipsPQmlTcrmcS5sqKChg/QfwwmsAAGDQEMADwCOHdtLq6Ogwm839bXm9a9euzMzMefPmUYhIg2kNDQ2+vr4DlExdtD5XOVYoFIyxJ598kjFWWlqq0+koRZaPum7cFN8DBw6sW7fO1dU1ISEhMjJSJpMFBATY2dnFx8cXFBRwAfyVK1doaS6xWGwymaqrq8VisfU2RRqNpqCggDaKY7296j53M6LVuRYuXCi8NP7oEK0qFxQUZF231DufPHkyDaIKrFXGWEBAwNGjR3U63dmzZ/Pz80+cOKFUKhMTE4ODg7nxUrDQ3NysUqns7Oyo0x8cHCwSieju3Llz56233ho+fDiNf7a3t1dWVtrb23NTPwTemsG1vUG0FoGF19TUtLW1BQUFWUw/Zozl5eUx3sPFGJNKpY6OjhqN5u7dux9//HFZWVlcXBwXONG6a1y8ZHFVXDnC2/DQRBunMcZWr169evVq6wMCAgJyc3Npvg/rbRsJCQn86J39MnylnBqxWFxeXs6Fr6z3FQ+xDoP5JQycjlFSUmKR6zFwGsVnn31269YtmUzGRe/Ez8/v73//OzdhRGDaVJ8j8GazuaioSCwW08ssITUAADBoCOAB4JFDAXZXV1dhYSG/Q89RKpX79u0TiUTvvvsuY8xsNut0OvqDxZE3btyora0NCgoKDg42m83UubcOHi5evFhcXDxu3LioqCjW20WzGH5nv+x0NjU1JSUlOTs7nzt3jsYtObQ1PTeixe/wNTY2GgwGiURiHQ59+OGHPT09sbGxNEOeGw6yOOzKlSsXLlwICgp68sknhZfG7xxTf9R6v3E6i7tUgbXa1tbW3Nzs6urq5+c3bNiwmJiYmJiYzMzMRYsWff3111evXkUA3x+6xdz68E5OTn5+fvX19d3d3enp6RqNJjMz08vLi/XubsWl3Qq8NWywbW8QrUVg4RR3WY9Amkymjz76iP3yoROJRIGBgUqlUqlUpqamOjk58ZOfLQY8OfyHVHhFDVmXL182m81isdhioQ0XF5cxY8ZER0dv2rSJ/4NJ1W6Rj2CRcyEkp8YigLcoQWA6BhOWRvHZZ58xxjZt2mRRlL29/caNG/lVwX4tbaqrq6u0tNTFxcXifYFKpWpvbw8LC6O2jawiALivsIgdADxyJk2aRON427dvp+4a3+3bt59++mm9Xr9t2zYKkmm7I9a7LxFHq9XOmzcvMjKSRmMqKyspz5ZGWjg9PT3r1q1jjO3cuZPmc9IB/QXw9E7hX//6V1tbW3R0tEX0fvTo0erq6pCQEG7ghT9D1dvb29nZ2WAw/PTTT/yzrl27tmPHDgcHB9pzy2AwFBcXs94+JUev19PSX3/9618lEonA0tgvox1a3FupVLa1tfHPUigUJ06c4C5VYK1mZWWNGTOGv300Y0wsFlNNUgnQJ+upyyEhIWaz+YcfftizZ09wcPCGDRv6PFLgrWGDantsUK1FYOG0gn1tbS3F1Zzk5GTapczihR1F15s3b759+/amTZvoYvgXab1wOv8hFV5RQxa1kNmzZ7f+Ul1d3XfffZecnMyP3jUajVqtHjlypMVzTTkX3PpzlFPz4osvOjs7X7p0KSUlZdasWf7+/tnZ2dwp9MvG3W6LEgTmegycRjF+/Hg3NzeDwXDhwgXG2MC70w2cNkVFsd6Z/xERERahuMXrJCE1AAAwaAjgAeCRIxaL33zzTcZYXl7eggULzp07193dzRirq6vLysoKCwurrKxcunTpjh07uFOef/55xlhiYiLNmGWMlZeXz507V6VSxcXFUTeRuowikWj//v2nT5+mw6qrqyMjI0tKSviLY/U5Am80GouKihwcHKjzSv25yspKujbGWGtr644dO2jjen5Uz19FzM7OjpZZWrVqFSX3dnd3f/HFF7Nmzerq6nr33XepJ0obOzHGDh06dPLkSSqnrKxs5syZFRUVMTExNNlVYGk0HsWNbo0aNWrkyJEmkykuLo6iMoPBsH///mXLltFAJRcoCqlVGiKTy+XUS2aMabXajIwMhUIhlUrnzJlzb/d+KOkzgGeMrVmzRq/Xp6en03h4n0cKuTVsUG1vcK1FYOHjxo1zdHTU6XTJycm0BV1PT88777yza9cuxpi3t7fFDHwK4M+cOePj42Mxm7rPEXij0VhcXMw9pMIrasiiFsLl+wyM6ty60izWb2O9OTVNTU0nTpxISEgYO3asRqNJTEw8fvw4Y6yjo+Pnn3/28vLispn4JQjP9RCSRlFXV6fT6VxcXPz9/Qf4p1Ha1MAvbVn/K9j98MMP91QDAAC/BQJ4AHgUrV69OiEhgTH2/fffz549e/jw4e7u7gEBAVu3bu3s7KT10vhjIImJidOmTauqqpLJZKNGjQoJCQkPDy8oKFi5ciVNzWW9fa+UlBRHR8eFCxeOHDkyICBg9OjRP/7444wZM7766is6TKvVVlRU+Pr6cluak2vXrnV2dk6aNInCqqioKBcXl/Ly8pCQkOjo6Mcff5wGWGgy5+nTp2moXKPR1NbWBgYGcnvC79u3z8PDo6ysjL7dw8Pj2WefbWtre+utt7hxbArYXn31VTs7uyVLlkilUj8/v/Dw8KKiohdffPGTTz7hJioLKe369et37twJCwujnfPs7e2zsrJEIpFCofDy8ho/fryPj8+GDRsSEhKMRqOnpye3+L+QWo2Pj/fw8NDpdNOnT/fx8QkLC/Px8dm2bZubm5tcLqcZ4NAnix3aWW+8Wl1dPXXq1JUrV3KfWwfwQm7N4NreoFuLkMLd3d1p9++9e/eOGTMmKioqMDAwIyPjtddeY4zNmjXLooq4Ife//e1v/DnebW1tKpVKKpVaRGUVFRU6nY57SAVW1FBGTUtgAE+BsXWUy3+ZQreGlnOnnJrs7OzKykpatpBWjCssLDSbzf0lwFM6hp2d3T3levDx5+fTWyfrrI2urq7nnnvumWeeoVelQtKmmFU8T+7evUuz9IXXAADAb4EAHgAeUdnZ2WfPnn3++edlMplIJHJ0dJwyZUpKSsrPP/+8c+dObqlqYm9vn5+fn5qaGhYW1tDQIBaLly5devbs2X/+8580a5f1dtGWL1/+zTffzJ07t6Ojo7OzMzIy8vDhw//+97+5VZoKCwtNJtOvDsX4+Phcvnw5MjJSr9eXl5f7+Phs3bq1vLw8Ozt7+vTprHe2sHWQNmrUqIqKilWrVo0ePbq+vl4qlb7yyisXL17kFlvmzkpNTc3NzX3mmWfMZvOwYcNWrFjx5ZdfHj16lB/JCCnNupsbGxubm5s7c+ZMFxeXzs7O6OjoCxcu0AbF/EsVUqvBwcGFhYWvvPLKqFGjtFptS0tLREREampqbW3ttGnTBN/tIaeqqqqlpYVbH55wQ478qba1tbUajcbiSOEN/l7b3qBbi5DCGWO7d+9+7rnn6N+lVqsXLFhQVFQ0fPhwxhiN4fMFBgYyxiZMmECbgXEErmAnsKKGLGparJ895Kz1FzDzPxeSUzPwCnb3musxcBoF7Tan0Who8w5Odnb28ePHjUYjvagSkjbFehsYP5WDMZaSktLc3GxnZ0cr2CGrCADuN5H1yi4AAKSqqmr+iq0jxlouxv6f1ay+enDXGusl3/+zuru73dzcHBwc2tvbsZIQ8B0+fFjy/qFQV/dfP/Q3yFJW5NTV3NevsFE9PT1jx469efOmWq22GFGPiYk5derUyZMnFy9e/LAu78GYsCJsypb7+8Kr8/+006um8Hd2zMnJiY2NDQ4O5jYvHFhAQEBdXZ1Go/Hx8eE+NJvNHh4eer3+zp07Tk5Ob7/9dlpa2rBhw/Ly8ugVnlar3b9///bt2319fcvKyry8vGJjY3Nycj7//HNKcLAogTG2aNEihUIhk8kUCsVjjz3W3d2dm5v7+uuvNzc3Z2ZmcrHxmDFjVCrVrVu3+M3GaDS6u7v39PR0dHTQQP2MGTPOnz+/cOHCnJwcyorfu3dvUlKSvb19QUEBRdTh4eFlZWU3b97kT7wyGo0eHh4Gg4ErSiqVNjQ0rF69mlZwNBgMO3bseOedd8xms0wmKy0tZYwJqYFB3kIAAMYYRuABYIjob/EhAHgwLly4IJFIrMdL09PTa2trV65caRG9y+XyU6dOzZs3778+en9Y7mn+fENDQ11dXVBQED96Z1Y5F0JyamjhjC1btkRFRalUKosSmLB0DOFpFHv27HFyclIoFJ6enuPHj/f09ExMTPT19T158iRF7wLTphhj9KL54MGDAQEBc+bM8fPzS09Pp6wQ/g72yCoCgPsKATwADAnW04kB4EGirRxLSkree++9hoYGnU5XWlq6fv36tLQ0f3//rKws/sHXr19ft26dRCLZs2fPw7rg/3qDWMFu4PnzTFhOTWJi4u9//3uNRnPjxo2QkBDrkoWkYwhPo3jiiSfOnTu3ZMmSESNGNDQ0REREJCQkXL16df78+dwpQtKmGGOHDx/etm2bt7d3W1ubXq+PjY0tLS2ltRvuqQYAAH4LTKEHg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width="672" /></p> </div> <div id="ndvishannon-regression" class="section level3"> <h3>NDVI+Shannon regression</h3> @@ -2401,7 +2425,7 @@ Microbiome Data Analysis: from raw reads to community analyses” by <a href="ht al. (2016)</a> and various pages of the official <a href="https://joey711.github.io/phyloseq">phyloseq website</a> by Paul J. McMurdie.</p> <pre class="r"><code>sessionInfo()</code></pre> -<pre><code>## R version 4.4.2 (2024-10-31) +<pre><code>## R version 4.4.3 (2025-02-28) ## Platform: x86_64-pc-linux-gnu ## Running under: Ubuntu 22.04.5 LTS ## @@ -2425,97 +2449,99 @@ J. McMurdie.</p> ## other attached packages: ## [1] MicrobiomeStat_1.2 aod_1.3.3 BBmisc_1.13 ## [4] betareg_3.2-1 ggpmisc_0.6.1 ggpp_0.5.8-1 -## [7] openxlsx_4.2.7.1 readxl_1.4.3 lubridate_1.9.4 +## [7] openxlsx_4.2.8 readxl_1.4.3 lubridate_1.9.4 ## [10] forcats_1.0.0 stringr_1.5.1 dplyr_1.1.4 ## [13] purrr_1.0.2 readr_2.1.5 tidyr_1.3.1 ## [16] tibble_3.2.1 tidyverse_2.0.0 cowplot_1.1.3 ## [19] ggpubr_0.6.0 viridis_0.6.5 viridisLite_0.4.2 -## [22] phangorn_2.12.1 biomformat_1.34.0 vegan_2.6-8 +## [22] phangorn_2.12.1 biomformat_1.34.0 vegan_2.6-10 ## [25] lattice_0.22-6 permute_0.9-7 scales_1.3.0 ## [28] gridExtra_2.3 ape_5.8-1 reshape2_1.4.4 ## [31] phyloseq_1.50.0 ggplot2_3.5.1 cuphyr_0.3 -## [34] DECIPHER_3.2.0 Biostrings_2.74.0 GenomeInfoDb_1.42.1 -## [37] XVector_0.46.0 IRanges_2.40.0 S4Vectors_0.44.0 -## [40] BiocGenerics_0.52.0 dada2_1.34.0 Rcpp_1.0.13-1 +## [34] DECIPHER_3.2.0 Biostrings_2.74.1 GenomeInfoDb_1.42.3 +## [37] XVector_0.46.0 IRanges_2.40.1 S4Vectors_0.44.0 +## [40] BiocGenerics_0.52.0 dada2_1.34.0 Rcpp_1.0.14 ## ## loaded via a namespace (and not attached): -## [1] fs_1.6.5 matrixStats_1.4.1 +## [1] fs_1.6.5 matrixStats_1.5.0 ## [3] bitops_1.0-9 devtools_2.4.5 ## [5] httr_1.4.7 RColorBrewer_1.1-3 ## [7] numDeriv_2016.8-1.1 profvis_0.4.0 -## [9] tools_4.4.2 backports_1.5.0 +## [9] tools_4.4.3 backports_1.5.0 ## [11] utf8_1.2.4 R6_2.5.1 ## [13] mgcv_1.9-1 rhdf5filters_1.18.0 ## [15] urlchecker_1.0.1 withr_3.0.2 -## [17] quantreg_5.99.1 cli_3.6.3 -## [19] Biobase_2.66.0 textshaping_0.4.1 +## [17] textshaping_1.0.0 quantreg_6.00 +## [19] cli_3.6.3 Biobase_2.66.0 ## [21] formatR_1.14 sandwich_3.1-1 ## [23] labeling_0.4.3 sass_0.4.9 -## [25] Rsamtools_2.22.0 systemfonts_1.1.0 +## [25] Rsamtools_2.22.0 systemfonts_1.2.1 ## [27] sessioninfo_1.2.2 rstudioapi_0.17.1 ## [29] generics_0.1.3 hwriter_1.3.2.1 ## [31] vroom_1.6.5 car_3.1-3 -## [33] zip_2.3.1 Matrix_1.7-1 +## [33] zip_2.3.2 Matrix_1.7-2 ## [35] interp_1.1-6 abind_1.4-8 ## [37] lifecycle_1.0.4 yaml_2.3.10 ## [39] carData_3.0-5 SummarizedExperiment_1.36.0 -## [41] rhdf5_2.50.0 SparseArray_1.6.0 -## [43] grid_4.4.2 promises_1.3.2 +## [41] rhdf5_2.50.2 SparseArray_1.6.1 +## [43] grid_4.4.3 promises_1.3.2 ## [45] crayon_1.5.3 pwalign_1.2.0 -## [47] miniUI_0.1.1.1 pillar_1.10.0 +## [47] miniUI_0.1.1.1 pillar_1.10.1 ## [49] knitr_1.49 GenomicRanges_1.58.0 ## [51] statip_0.2.3 boot_1.3-31 -## [53] codetools_0.2-20 fastmatch_1.1-4 +## [53] codetools_0.2-20 fastmatch_1.1-6 ## [55] glue_1.8.0 ShortRead_1.64.0 ## [57] data.table_1.16.4 remotes_2.5.0 ## [59] vctrs_0.6.5 png_0.1-8 -## [61] cellranger_1.1.0 gtable_0.3.6 -## [63] cachem_1.1.0 xfun_0.49 -## [65] S4Arrays_1.6.0 mime_0.12 -## [67] modeest_2.4.0 survival_3.8-3 -## [69] timeDate_4041.110 iterators_1.0.14 -## [71] statmod_1.5.0 ellipsis_0.3.2 -## [73] nlme_3.1-166 usethis_3.1.0 -## [75] bit64_4.5.2 fBasics_4041.97 -## [77] bslib_0.8.0 rpart_4.1.23 -## [79] colorspace_2.1-1 DBI_1.2.3 -## [81] nnet_7.3-19 ade4_1.7-22 -## [83] tidyselect_1.2.1 timeSeries_4041.111 -## [85] bit_4.5.0.1 compiler_4.4.2 -## [87] curl_6.0.1 SparseM_1.84-2 -## [89] DelayedArray_0.32.0 checkmate_2.3.2 -## [91] lmtest_0.9-40 quadprog_1.5-8 -## [93] spatial_7.3-17 digest_0.6.37 -## [95] minqa_1.2.8 rmarkdown_2.29 -## [97] htmltools_0.5.8.1 pkgconfig_2.0.3 -## [99] jpeg_0.1-10 lme4_1.1-35.5 -## [101] MatrixGenerics_1.18.0 stabledist_0.7-2 -## [103] fastmap_1.2.0 rlang_1.1.4 -## [105] htmlwidgets_1.6.4 UCSC.utils_1.2.0 -## [107] shiny_1.10.0 farver_2.1.2 -## [109] jquerylib_0.1.4 zoo_1.8-12 -## [111] jsonlite_1.8.9 BiocParallel_1.40.0 -## [113] magrittr_2.0.3 polynom_1.4-1 -## [115] modeltools_0.2-23 Formula_1.2-5 -## [117] GenomeInfoDbData_1.2.13 Rhdf5lib_1.28.0 -## [119] munsell_0.5.1 stringi_1.8.4 -## [121] stable_1.1.6 zlibbioc_1.52.0 -## [123] MASS_7.3-61 plyr_1.8.9 -## [125] pkgbuild_1.4.5 flexmix_2.3-19 -## [127] ggrepel_0.9.6 deldir_2.0-4 -## [129] splines_4.4.2 multtest_2.62.0 -## [131] hms_1.1.3 igraph_2.1.2 -## [133] ggsignif_0.6.4 rmutil_1.1.10 -## [135] pkgload_1.4.0 evaluate_1.0.1 -## [137] latticeExtra_0.6-30 RcppParallel_5.1.9 -## [139] nloptr_2.1.1 tzdb_0.4.0 -## [141] foreach_1.5.2 httpuv_1.6.15 -## [143] MatrixModels_0.5-3 clue_0.3-66 -## [145] broom_1.0.7 xtable_1.8-4 -## [147] rstatix_0.7.2 later_1.4.1 -## [149] ragg_1.3.3 lmerTest_3.1-3 -## [151] memoise_2.0.1 GenomicAlignments_1.42.0 -## [153] cluster_2.1.8 timechange_0.3.0</code></pre> +## [61] Rdpack_2.6.2 cellranger_1.1.0 +## [63] gtable_0.3.6 cachem_1.1.0 +## [65] xfun_0.50 rbibutils_2.3 +## [67] S4Arrays_1.6.0 mime_0.12 +## [69] reformulas_0.4.0 modeest_2.4.0 +## [71] survival_3.8-3 timeDate_4041.110 +## [73] iterators_1.0.14 statmod_1.5.0 +## [75] ellipsis_0.3.2 nlme_3.1-167 +## [77] usethis_3.1.0 bit64_4.6.0-1 +## [79] fBasics_4041.97 bslib_0.9.0 +## [81] rpart_4.1.24 colorspace_2.1-1 +## [83] DBI_1.2.3 nnet_7.3-20 +## [85] ade4_1.7-22 tidyselect_1.2.1 +## [87] timeSeries_4041.111 bit_4.5.0.1 +## [89] compiler_4.4.3 curl_6.2.0 +## [91] SparseM_1.84-2 DelayedArray_0.32.0 +## [93] checkmate_2.3.2 lmtest_0.9-40 +## [95] quadprog_1.5-8 spatial_7.3-18 +## [97] digest_0.6.37 minqa_1.2.8 +## [99] rmarkdown_2.29 htmltools_0.5.8.1 +## [101] pkgconfig_2.0.3 jpeg_0.1-10 +## [103] lme4_1.1-36 MatrixGenerics_1.18.1 +## [105] stabledist_0.7-2 fastmap_1.2.0 +## [107] rlang_1.1.5 htmlwidgets_1.6.4 +## [109] UCSC.utils_1.2.0 shiny_1.10.0 +## [111] farver_2.1.2 jquerylib_0.1.4 +## [113] zoo_1.8-12 jsonlite_1.8.9 +## [115] BiocParallel_1.40.0 magrittr_2.0.3 +## [117] polynom_1.4-1 modeltools_0.2-23 +## [119] Formula_1.2-5 GenomeInfoDbData_1.2.13 +## [121] Rhdf5lib_1.28.0 munsell_0.5.1 +## [123] stringi_1.8.4 stable_1.1.6 +## [125] zlibbioc_1.52.0 MASS_7.3-64 +## [127] plyr_1.8.9 pkgbuild_1.4.6 +## [129] flexmix_2.3-19 ggrepel_0.9.6 +## [131] deldir_2.0-4 splines_4.4.3 +## [133] multtest_2.62.0 hms_1.1.3 +## [135] igraph_2.1.4 ggsignif_0.6.4 +## [137] rmutil_1.1.10 pkgload_1.4.0 +## [139] evaluate_1.0.3 latticeExtra_0.6-30 +## [141] RcppParallel_5.1.10 nloptr_2.1.1 +## [143] tzdb_0.4.0 foreach_1.5.2 +## [145] httpuv_1.6.15 MatrixModels_0.5-3 +## [147] clue_0.3-66 broom_1.0.7 +## [149] xtable_1.8-4 rstatix_0.7.2 +## [151] later_1.4.1 ragg_1.3.3 +## [153] lmerTest_3.1-3 memoise_2.0.1 +## [155] GenomicAlignments_1.42.0 cluster_2.1.8 +## [157] timechange_0.3.0</code></pre> </div> </div> </div> diff --git a/analysis/Nems/Nems_DADA2_results_260821/analysis_output/Controls.pdf b/analysis/Nems/Nems_DADA2_results_260821/analysis_output/Controls.pdf index 78656d1d2105e8b17dbf22279446f283a9cd7d32..8595a6c8b7aef2f394a28c71d048c00e45d8288c 100644 Binary files a/analysis/Nems/Nems_DADA2_results_260821/analysis_output/Controls.pdf and b/analysis/Nems/Nems_DADA2_results_260821/analysis_output/Controls.pdf differ diff --git a/analysis/Nems/Nems_DADA2_results_260821/analysis_output/Customized_NDVI_Shannon_plot.pdf b/analysis/Nems/Nems_DADA2_results_260821/analysis_output/Customized_NDVI_Shannon_plot.pdf index 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b/analysis/Nems/supplementary_table_ndvi_regression_nematodes.xlsx differ diff --git a/analysis/Nems/t1_morph_table_manuscript.xlsx b/analysis/Nems/t1_morph_table_manuscript.xlsx index 6b52e638ca772c1d5b1cfbdf1e8dc66e91460df4..9db63d46cf97665a2951a5beea5069c89b7203d7 100644 Binary files a/analysis/Nems/t1_morph_table_manuscript.xlsx and b/analysis/Nems/t1_morph_table_manuscript.xlsx differ diff --git a/analysis/OITS/OITS_Analysis_pipeline_v4-3.Rmd b/analysis/OITS/OITS_Analysis_pipeline_v4-3.Rmd index 1881a82c46e1ab74f1e58d7868a7599cd815dd5d..d18fe0bc828ca659b34791c11807958d06132449 100644 --- a/analysis/OITS/OITS_Analysis_pipeline_v4-3.Rmd +++ b/analysis/OITS/OITS_Analysis_pipeline_v4-3.Rmd @@ -720,7 +720,7 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% select(Genus, Alias, ndvi, Abundance, Shannon) %>% @@ -730,16 +730,28 @@ set$topntax_tbl <- psmelt(set$ps.topnTax) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - scale_fill_viridis(discrete = TRUE, na.value = "grey") + + geom_col(color = "black", size = 0.1) + + scale_fill_viridis(discrete = TRUE, na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), @@ -754,12 +766,10 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, y = Shannon)) + geom_point() + theme(strip.background = element_blank(), - axis.title.x=element_blank()) + + axis.title.x=element_blank()) + ylab("Shannon") - - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, @@ -768,11 +778,12 @@ plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, align = "v") save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom - ``` ### NDVI+Shannon regression diff --git a/analysis/OITS/OITS_Analysis_pipeline_v4-3.html b/analysis/OITS/OITS_Analysis_pipeline_v4-3.html index 70a269a55b2801bc898b8fd54be971815551ba30..9ade76fd5b0897d9240cd2b88ca8adf603d005d7 100644 --- a/analysis/OITS/OITS_Analysis_pipeline_v4-3.html +++ b/analysis/OITS/OITS_Analysis_pipeline_v4-3.html @@ -1191,7 +1191,7 @@ set$ps.topnTax <- cuphyr::abundant_tax_physeq(ps.trans, lvl = set$taxlvl, set$my_scale_fill <- my_scale_fill -set$topntax_tbl <- psmelt(set$ps.topnTax) %>% +set$topntax_tb <- psmelt(set$ps.topnTax) %>% as_tibble() %>% left_join(set$alpha_div_ps_trans, by = "Sample") %>% select(Genus, Alias, ndvi, Abundance, Shannon) %>% @@ -1201,16 +1201,28 @@ set$topntax_tbl <- psmelt(set$ps.topnTax) %>% arrange(ndvi) %>% mutate(ndvi_rank = c(1:length(ndvi))) +set$other <- set$topntax_tb %>% + group_by(Alias) %>% + summarise(sumabu = sum(Abundance)) %>% + mutate(Genus = 'Other', Abundance = 1-sumabu) %>% + select(-sumabu) + +set$topntax_tbl <- bind_rows(set$topntax_tb, set$other) %>% + mutate(Genus = factor(Genus, levels = c( + sort(unique(set$topntax_tb$Genus)), + "Other") + )) plots$topn_tax_custom <- ggplot(set$topntax_tbl, aes(x = fct_reorder(Alias, ndvi), y = Abundance, fill = Genus)) + - #title = paste0("Top ", set$top_n, " ", set$taxlvl))) + - geom_col(color = "black") + - scale_fill_viridis(discrete = TRUE, na.value = "grey") + + geom_col(color = "black", size = 0.1) + + scale_fill_viridis(discrete = TRUE, na.value = "grey") + ylab(set$y_axis_label) + xlab(set$x_axis_label) + theme(strip.background = element_blank(), + legend.key.size = unit(0.9, "line"), + legend.text = element_text(margin = margin(0,10, 0, 1)), legend.position = "bottom") plots$ndvi_dot_plot <- ggplot(set$topntax_tbl, aes(fct_reorder(Alias, ndvi), @@ -1225,12 +1237,10 @@ plots$shannon_dot_plot <- ggplot(set$topntax_tbl, y = Shannon)) + geom_point() + theme(strip.background = element_blank(), - axis.title.x=element_blank()) + + axis.title.x=element_blank()) + ylab("Shannon") - - plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, plots$shannon_dot_plot, plots$topn_tax_custom, @@ -1239,9 +1249,11 @@ plots$combo_topn_custom <- ggarrange(plots$ndvi_dot_plot, align = "v") save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), - filetype = tmp$out) + filetype = ".png") +save_plot(plots$combo_topn_custom, plot_name = paste0("Customized_NDVI_Shannon_plot"), + filetype = ".pdf") plots$combo_topn_custom</code></pre> -<p><img role="img" 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" 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" width="672" /></p> </div> <div id="ndvishannon-regression" class="section level3"> <h3>NDVI+Shannon regression</h3> @@ -2186,7 +2198,7 @@ Microbiome Data Analysis: from raw reads to community analyses” by <a href="ht al. (2016)</a> and various pages of the official <a href="https://joey711.github.io/phyloseq">phyloseq website</a> by Paul J. McMurdie.</p> <pre class="r"><code>sessionInfo()</code></pre> -<pre><code>## R version 4.4.2 (2024-10-31) +<pre><code>## R version 4.4.3 (2025-02-28) ## Platform: x86_64-pc-linux-gnu ## Running under: Ubuntu 22.04.5 LTS ## @@ -2210,96 +2222,98 @@ J. McMurdie.</p> ## other attached packages: ## [1] MicrobiomeStat_1.2 aod_1.3.3 BBmisc_1.13 ## [4] betareg_3.2-1 ggpmisc_0.6.1 ggpp_0.5.8-1 -## [7] openxlsx_4.2.7.1 readxl_1.4.3 lubridate_1.9.4 +## [7] openxlsx_4.2.8 readxl_1.4.3 lubridate_1.9.4 ## [10] forcats_1.0.0 stringr_1.5.1 dplyr_1.1.4 ## [13] purrr_1.0.2 readr_2.1.5 tidyr_1.3.1 ## [16] tibble_3.2.1 tidyverse_2.0.0 ggpubr_0.6.0 ## [19] viridis_0.6.5 viridisLite_0.4.2 phangorn_2.12.1 -## [22] biomformat_1.34.0 vegan_2.6-8 lattice_0.22-6 +## [22] biomformat_1.34.0 vegan_2.6-10 lattice_0.22-6 ## [25] permute_0.9-7 scales_1.3.0 gridExtra_2.3 ## [28] ape_5.8-1 reshape2_1.4.4 phyloseq_1.50.0 ## [31] ggplot2_3.5.1 cuphyr_0.3 DECIPHER_3.2.0 -## [34] Biostrings_2.74.0 GenomeInfoDb_1.42.1 XVector_0.46.0 -## [37] IRanges_2.40.0 S4Vectors_0.44.0 BiocGenerics_0.52.0 -## [40] dada2_1.34.0 Rcpp_1.0.13-1 +## [34] Biostrings_2.74.1 GenomeInfoDb_1.42.3 XVector_0.46.0 +## [37] IRanges_2.40.1 S4Vectors_0.44.0 BiocGenerics_0.52.0 +## [40] dada2_1.34.0 Rcpp_1.0.14 ## ## loaded via a namespace (and not attached): -## [1] fs_1.6.5 matrixStats_1.4.1 +## [1] fs_1.6.5 matrixStats_1.5.0 ## [3] bitops_1.0-9 devtools_2.4.5 ## [5] httr_1.4.7 RColorBrewer_1.1-3 ## [7] numDeriv_2016.8-1.1 profvis_0.4.0 -## [9] tools_4.4.2 backports_1.5.0 +## [9] tools_4.4.3 backports_1.5.0 ## [11] utf8_1.2.4 R6_2.5.1 ## [13] mgcv_1.9-1 rhdf5filters_1.18.0 ## [15] urlchecker_1.0.1 withr_3.0.2 -## [17] quantreg_5.99.1 cli_3.6.3 -## [19] Biobase_2.66.0 textshaping_0.4.1 +## [17] textshaping_1.0.0 quantreg_6.00 +## [19] cli_3.6.3 Biobase_2.66.0 ## [21] formatR_1.14 sandwich_3.1-1 ## [23] labeling_0.4.3 sass_0.4.9 -## [25] Rsamtools_2.22.0 systemfonts_1.1.0 +## [25] systemfonts_1.2.1 Rsamtools_2.22.0 ## [27] sessioninfo_1.2.2 rstudioapi_0.17.1 ## [29] generics_0.1.3 hwriter_1.3.2.1 -## [31] car_3.1-3 zip_2.3.1 -## [33] Matrix_1.7-1 interp_1.1-6 +## [31] car_3.1-3 zip_2.3.2 +## [33] Matrix_1.7-2 interp_1.1-6 ## [35] abind_1.4-8 lifecycle_1.0.4 ## [37] yaml_2.3.10 carData_3.0-5 -## [39] SummarizedExperiment_1.36.0 rhdf5_2.50.0 -## [41] SparseArray_1.6.0 grid_4.4.2 +## [39] SummarizedExperiment_1.36.0 rhdf5_2.50.2 +## [41] SparseArray_1.6.1 grid_4.4.3 ## [43] promises_1.3.2 crayon_1.5.3 ## [45] pwalign_1.2.0 miniUI_0.1.1.1 -## [47] cowplot_1.1.3 pillar_1.10.0 +## [47] cowplot_1.1.3 pillar_1.10.1 ## [49] knitr_1.49 GenomicRanges_1.58.0 ## [51] statip_0.2.3 boot_1.3-31 -## [53] codetools_0.2-20 fastmatch_1.1-4 +## [53] codetools_0.2-20 fastmatch_1.1-6 ## [55] glue_1.8.0 ShortRead_1.64.0 ## [57] data.table_1.16.4 remotes_2.5.0 ## [59] vctrs_0.6.5 png_0.1-8 -## [61] cellranger_1.1.0 gtable_0.3.6 -## [63] cachem_1.1.0 xfun_0.49 -## [65] S4Arrays_1.6.0 mime_0.12 -## [67] modeest_2.4.0 survival_3.8-3 -## [69] timeDate_4041.110 iterators_1.0.14 -## [71] statmod_1.5.0 ellipsis_0.3.2 -## [73] nlme_3.1-166 usethis_3.1.0 -## [75] fBasics_4041.97 bslib_0.8.0 -## [77] rpart_4.1.23 colorspace_2.1-1 -## [79] DBI_1.2.3 nnet_7.3-19 -## [81] ade4_1.7-22 tidyselect_1.2.1 -## [83] timeSeries_4041.111 compiler_4.4.2 -## [85] curl_6.0.1 SparseM_1.84-2 -## [87] DelayedArray_0.32.0 checkmate_2.3.2 -## [89] lmtest_0.9-40 quadprog_1.5-8 -## [91] spatial_7.3-17 digest_0.6.37 -## [93] minqa_1.2.8 rmarkdown_2.29 -## [95] htmltools_0.5.8.1 pkgconfig_2.0.3 -## [97] jpeg_0.1-10 lme4_1.1-35.5 -## [99] MatrixGenerics_1.18.0 stabledist_0.7-2 -## [101] fastmap_1.2.0 rlang_1.1.4 -## [103] htmlwidgets_1.6.4 UCSC.utils_1.2.0 -## [105] shiny_1.10.0 farver_2.1.2 -## [107] jquerylib_0.1.4 zoo_1.8-12 -## [109] jsonlite_1.8.9 BiocParallel_1.40.0 -## [111] magrittr_2.0.3 polynom_1.4-1 -## [113] modeltools_0.2-23 Formula_1.2-5 -## [115] GenomeInfoDbData_1.2.13 Rhdf5lib_1.28.0 -## [117] munsell_0.5.1 stringi_1.8.4 -## [119] stable_1.1.6 zlibbioc_1.52.0 -## [121] MASS_7.3-61 plyr_1.8.9 -## [123] pkgbuild_1.4.5 flexmix_2.3-19 -## [125] ggrepel_0.9.6 deldir_2.0-4 -## [127] splines_4.4.2 multtest_2.62.0 -## [129] hms_1.1.3 igraph_2.1.2 -## [131] ggsignif_0.6.4 rmutil_1.1.10 -## [133] pkgload_1.4.0 evaluate_1.0.1 -## [135] latticeExtra_0.6-30 RcppParallel_5.1.9 -## [137] nloptr_2.1.1 tzdb_0.4.0 -## [139] foreach_1.5.2 httpuv_1.6.15 -## [141] MatrixModels_0.5-3 clue_0.3-66 -## [143] broom_1.0.7 xtable_1.8-4 -## [145] rstatix_0.7.2 later_1.4.1 -## [147] ragg_1.3.3 lmerTest_3.1-3 -## [149] memoise_2.0.1 GenomicAlignments_1.42.0 -## [151] cluster_2.1.8 timechange_0.3.0</code></pre> +## [61] Rdpack_2.6.2 cellranger_1.1.0 +## [63] gtable_0.3.6 cachem_1.1.0 +## [65] xfun_0.50 rbibutils_2.3 +## [67] S4Arrays_1.6.0 mime_0.12 +## [69] reformulas_0.4.0 modeest_2.4.0 +## [71] survival_3.8-3 timeDate_4041.110 +## [73] iterators_1.0.14 statmod_1.5.0 +## [75] ellipsis_0.3.2 nlme_3.1-167 +## [77] usethis_3.1.0 fBasics_4041.97 +## [79] bslib_0.9.0 rpart_4.1.24 +## [81] colorspace_2.1-1 DBI_1.2.3 +## [83] nnet_7.3-20 ade4_1.7-22 +## [85] tidyselect_1.2.1 timeSeries_4041.111 +## [87] compiler_4.4.3 curl_6.2.0 +## [89] SparseM_1.84-2 DelayedArray_0.32.0 +## [91] checkmate_2.3.2 lmtest_0.9-40 +## [93] quadprog_1.5-8 spatial_7.3-18 +## [95] digest_0.6.37 minqa_1.2.8 +## [97] rmarkdown_2.29 htmltools_0.5.8.1 +## [99] pkgconfig_2.0.3 jpeg_0.1-10 +## [101] lme4_1.1-36 MatrixGenerics_1.18.1 +## [103] stabledist_0.7-2 fastmap_1.2.0 +## [105] rlang_1.1.5 htmlwidgets_1.6.4 +## [107] UCSC.utils_1.2.0 shiny_1.10.0 +## [109] farver_2.1.2 jquerylib_0.1.4 +## [111] zoo_1.8-12 jsonlite_1.8.9 +## [113] BiocParallel_1.40.0 magrittr_2.0.3 +## [115] polynom_1.4-1 modeltools_0.2-23 +## [117] Formula_1.2-5 GenomeInfoDbData_1.2.13 +## [119] Rhdf5lib_1.28.0 munsell_0.5.1 +## [121] stringi_1.8.4 stable_1.1.6 +## [123] zlibbioc_1.52.0 MASS_7.3-64 +## [125] plyr_1.8.9 pkgbuild_1.4.6 +## [127] flexmix_2.3-19 ggrepel_0.9.6 +## [129] deldir_2.0-4 splines_4.4.3 +## [131] multtest_2.62.0 hms_1.1.3 +## [133] igraph_2.1.4 ggsignif_0.6.4 +## [135] rmutil_1.1.10 pkgload_1.4.0 +## [137] evaluate_1.0.3 latticeExtra_0.6-30 +## [139] RcppParallel_5.1.10 nloptr_2.1.1 +## [141] tzdb_0.4.0 foreach_1.5.2 +## [143] httpuv_1.6.15 MatrixModels_0.5-3 +## [145] clue_0.3-66 broom_1.0.7 +## [147] xtable_1.8-4 rstatix_0.7.2 +## [149] later_1.4.1 ragg_1.3.3 +## [151] lmerTest_3.1-3 memoise_2.0.1 +## [153] GenomicAlignments_1.42.0 cluster_2.1.8 +## [155] timechange_0.3.0</code></pre> </div> </div> </div> diff --git a/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Controls.pdf b/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Controls.pdf index 844a660ea198efb5c40204cd607e22f8502ebbb8..9ec04ff520b393ef3975432acb4837b5ee69f2a7 100644 Binary files a/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Controls.pdf and b/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Controls.pdf differ diff --git a/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Customized_NDVI_Shannon_plot.pdf b/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Customized_NDVI_Shannon_plot.pdf index 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100644 Binary files a/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Overview_all_and_pruned.pdf and b/analysis/OITS/OITS_DADA2_results_260821/analysis_output/Overview_all_and_pruned.pdf differ diff --git a/analysis/OITS/supplementary_table_ndvi_regression_oits.xlsx b/analysis/OITS/supplementary_table_ndvi_regression_oits.xlsx index c738f91ffb9672775cc60318b8f22fbb5f62e405..58d61a4918d4a98126edf38e82a41be3e4842645 100644 Binary files a/analysis/OITS/supplementary_table_ndvi_regression_oits.xlsx and b/analysis/OITS/supplementary_table_ndvi_regression_oits.xlsx differ diff --git a/analysis/topntax_all_taxa/topntax_data_bacteria.csv b/analysis/topntax_all_taxa/topntax_data_bacteria.csv index 5c0a72e2443165a534dd68eb3874e12883d3c00a..f8f094cedf4a3535d6f28a9c256cc80e4b49b289 100644 --- a/analysis/topntax_all_taxa/topntax_data_bacteria.csv +++ b/analysis/topntax_all_taxa/topntax_data_bacteria.csv @@ -17,3 +17,21 @@ "16","S-04",0.555179047014836,5.25240688285485,"bacteria" "17","S-16",0.597323527080752,4.33358440734074,"bacteria" "18","S-17",0.601235777583639,5.22485991532911,"bacteria" +"19","S-01",NA,NA,"bacteria" +"20","S-02",NA,NA,"bacteria" +"21","S-03",NA,NA,"bacteria" +"22","S-04",NA,NA,"bacteria" +"23","S-05",NA,NA,"bacteria" +"24","S-06",NA,NA,"bacteria" +"25","S-07",NA,NA,"bacteria" +"26","S-08",NA,NA,"bacteria" +"27","S-09",NA,NA,"bacteria" +"28","S-10",NA,NA,"bacteria" +"29","S-11",NA,NA,"bacteria" +"30","S-12",NA,NA,"bacteria" +"31","S-13",NA,NA,"bacteria" +"32","S-14",NA,NA,"bacteria" +"33","S-15",NA,NA,"bacteria" +"34","S-16",NA,NA,"bacteria" +"35","S-17",NA,NA,"bacteria" +"36","S-18",NA,NA,"bacteria" diff --git a/analysis/topntax_all_taxa/topntax_data_fits1.csv b/analysis/topntax_all_taxa/topntax_data_fits1.csv index b63a412c0c40d7a022fcca19d4be35cd4772249f..898b67e728bc27f3c9061cfe473e5696f63b7fe3 100644 --- a/analysis/topntax_all_taxa/topntax_data_fits1.csv +++ b/analysis/topntax_all_taxa/topntax_data_fits1.csv @@ -17,3 +17,21 @@ "16","S-04",0.555179047014836,3.09016668889957,"fits1" "17","S-16",0.597323527080752,3.13422528522845,"fits1" "18","S-17",0.601235777583639,2.78424554538522,"fits1" +"19","S-01",NA,NA,"fits1" +"20","S-02",NA,NA,"fits1" +"21","S-03",NA,NA,"fits1" +"22","S-04",NA,NA,"fits1" +"23","S-05",NA,NA,"fits1" +"24","S-06",NA,NA,"fits1" +"25","S-07",NA,NA,"fits1" +"26","S-08",NA,NA,"fits1" +"27","S-09",NA,NA,"fits1" +"28","S-10",NA,NA,"fits1" +"29","S-11",NA,NA,"fits1" +"30","S-12",NA,NA,"fits1" +"31","S-13",NA,NA,"fits1" +"32","S-14",NA,NA,"fits1" +"33","S-15",NA,NA,"fits1" +"34","S-16",NA,NA,"fits1" +"35","S-17",NA,NA,"fits1" +"36","S-18",NA,NA,"fits1" diff --git a/analysis/topntax_all_taxa/topntax_data_fits2.csv b/analysis/topntax_all_taxa/topntax_data_fits2.csv index d7b98ffbecf3a6f5b7ccf40ac8bf2bc42df3d29b..7e9d6e7c3f42bc0b10b957bddb60c0e7de9a0b93 100644 --- a/analysis/topntax_all_taxa/topntax_data_fits2.csv +++ b/analysis/topntax_all_taxa/topntax_data_fits2.csv @@ -17,3 +17,21 @@ "16","S-04",0.555179047014836,4.04566564117641,"fits2" "17","S-16",0.597323527080752,4.23354341328753,"fits2" "18","S-17",0.601235777583639,4.30879507558137,"fits2" +"19","S-01",NA,NA,"fits2" +"20","S-02",NA,NA,"fits2" +"21","S-03",NA,NA,"fits2" +"22","S-04",NA,NA,"fits2" +"23","S-05",NA,NA,"fits2" +"24","S-06",NA,NA,"fits2" +"25","S-07",NA,NA,"fits2" +"26","S-08",NA,NA,"fits2" +"27","S-09",NA,NA,"fits2" +"28","S-10",NA,NA,"fits2" +"29","S-11",NA,NA,"fits2" +"30","S-12",NA,NA,"fits2" +"31","S-13",NA,NA,"fits2" +"32","S-14",NA,NA,"fits2" +"33","S-15",NA,NA,"fits2" +"34","S-16",NA,NA,"fits2" +"35","S-17",NA,NA,"fits2" +"36","S-18",NA,NA,"fits2" diff --git a/analysis/topntax_all_taxa/topntax_data_nematodes.csv b/analysis/topntax_all_taxa/topntax_data_nematodes.csv index e82b8bc4e77c0c656e17ca0732d8a0a90817747e..83da9b865374eba1754b842aada2495eeb2a2149 100644 --- a/analysis/topntax_all_taxa/topntax_data_nematodes.csv +++ b/analysis/topntax_all_taxa/topntax_data_nematodes.csv @@ -17,3 +17,21 @@ "16","S-04",0.555179047014836,2.09877003444639,"nematodes" "17","S-16",0.597323527080752,2.24467167776076,"nematodes" "18","S-17",0.601235777583639,1.71289250235098,"nematodes" +"19","S-01",NA,NA,"nematodes" +"20","S-02",NA,NA,"nematodes" +"21","S-03",NA,NA,"nematodes" +"22","S-04",NA,NA,"nematodes" +"23","S-05",NA,NA,"nematodes" +"24","S-06",NA,NA,"nematodes" +"25","S-07",NA,NA,"nematodes" +"26","S-08",NA,NA,"nematodes" +"27","S-09",NA,NA,"nematodes" +"28","S-10",NA,NA,"nematodes" +"29","S-11",NA,NA,"nematodes" +"30","S-12",NA,NA,"nematodes" +"31","S-13",NA,NA,"nematodes" +"32","S-14",NA,NA,"nematodes" +"33","S-15",NA,NA,"nematodes" +"34","S-16",NA,NA,"nematodes" +"35","S-17",NA,NA,"nematodes" +"36","S-18",NA,NA,"nematodes" diff --git a/analysis/topntax_all_taxa/topntax_data_oomycetes.csv b/analysis/topntax_all_taxa/topntax_data_oomycetes.csv index 7a65bb8a62782996303030068198d0e4ef087e31..2904cd3b317b5c101ab1d1df393cce01be3aafc1 100644 --- a/analysis/topntax_all_taxa/topntax_data_oomycetes.csv +++ b/analysis/topntax_all_taxa/topntax_data_oomycetes.csv @@ -17,3 +17,21 @@ "16","S-04",0.555179047014836,3.11840277943594,"oomycetes" "17","S-16",0.597323527080752,3.59551142459155,"oomycetes" "18","S-17",0.601235777583639,3.35177448249777,"oomycetes" +"19","S-01",NA,NA,"oomycetes" +"20","S-02",NA,NA,"oomycetes" +"21","S-03",NA,NA,"oomycetes" +"22","S-04",NA,NA,"oomycetes" +"23","S-05",NA,NA,"oomycetes" +"24","S-06",NA,NA,"oomycetes" +"25","S-07",NA,NA,"oomycetes" +"26","S-08",NA,NA,"oomycetes" +"27","S-09",NA,NA,"oomycetes" +"28","S-10",NA,NA,"oomycetes" +"29","S-11",NA,NA,"oomycetes" +"30","S-12",NA,NA,"oomycetes" +"31","S-13",NA,NA,"oomycetes" +"32","S-14",NA,NA,"oomycetes" +"33","S-15",NA,NA,"oomycetes" +"34","S-16",NA,NA,"oomycetes" +"35","S-17",NA,NA,"oomycetes" +"36","S-18",NA,NA,"oomycetes"