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update DIA tutorial
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hsiaoyi0504 committed May 20, 2024
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547 changes: 547 additions & 0 deletions docs/global_DIA_prot_tutorial.html

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9 changes: 7 additions & 2 deletions docs/index.md
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# FragPipeAnalystR

R package for FragPipe downstream analysis
R package for [FragPipe](https://fragpipe.nesvilab.org/) downstream analysis. FragPipeAnalystR is the core of [FragPipe-Analyst Shiny App](https://fragpipe-analyst-doc.nesvilab.org/).

## Installation

Expand All @@ -21,5 +21,10 @@ renv::install("nicolerg/ssGSEA2")

## Tutorial

- [LFQ AP-MS](global_LFQ_prot_tutorial.html)
- [LFQ AP-MS protein level analysis](global_LFQ_prot_tutorial.html)
- [DIA ccRCC protein level analysis](global_DIA_prot_tutorial.html)

## Reference
Analysis and visualization of quantitative proteomics data using FragPipe-Analyst
Yi Hsiao, Haijian Zhang, Ginny Xiaohe Li, Yamei Deng, Fengchao Yu, Hossein Valipour Kahrood, Joel R. Steele, Ralf B. Schittenhelm, Alexey I. Nesvizhskii
bioRxiv 2024.03.05.583643; doi: https://doi.org/10.1101/2024.03.05.583643
20 changes: 19 additions & 1 deletion vignettes/global_DIA_prot_tutorial.Rmd
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---
title: "FragPipeAnalystR DIA Global Proteome"
title: "FragPipeAnalystR DIA Global Proteome Tutorial"
output:
html_document:
keep_md: yes
Expand Down Expand Up @@ -39,12 +39,30 @@ plot_feature_numbers(ccrcc)
plot_feature(ccrcc, c("CA9", "AHNAK2", "NDUFV2", "PIGR"))
```

## Imputation

``` {r include=T, warning=F}
imputed <- manual_impute(ccrcc)
```

``` {r include=T, warning=F}
plot_pca(imputed)
```

## DE result without imputation
```{r include=T, warning=F}
de_result <- test_limma(ccrcc, type = "all")
de_result_updated <- add_rejections(de_result)
plot_volcano(de_result_updated, "Tumor_vs_NAT")
```

## DE result with imputation
```{r include=T, warning=F}
de_result <- test_limma(imputed, type = "all")
de_result_updated <- add_rejections(de_result)
plot_volcano(de_result_updated, "Tumor_vs_NAT")
```

``` {r include=T, warning=F}
sessionInfo()
```
40 changes: 36 additions & 4 deletions vignettes/global_DIA_prot_tutorial.md
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---
title: "FragPipeAnalystR DIA Global Proteome"
title: "FragPipeAnalystR DIA Global Proteome Tutorial"
output:
html_document:
keep_md: yes
Expand All @@ -11,7 +11,7 @@ FragPipeAnalystR is a R package intended for FragPipe downstream analysis. We al

## CCRCC DIA data

As described in the manuscript, DIA ccRCC data were fetched from [Clark et al. (2019)](https://doi.org/10.1016/j.cell.2019.10.007) and processed via FragPipe. As you will see in the following sections. The result is quite similar to corresponding TMT data.
As described in the manuscript, DIA ccRCC data were fetched from [Clark et al. (2019)](https://doi.org/10.1016/j.cell.2019.10.007) and processed via [FragPipe](https://fragpipe.nesvilab.org/). As you will see in the following sections. The result is quite similar to corresponding TMT data.

```r
library(FragPipeAnalystR)
Expand Down Expand Up @@ -69,6 +69,21 @@ plot_feature(ccrcc, c("CA9", "AHNAK2", "NDUFV2", "PIGR"))

![](global_DIA_prot_tutorial_files/figure-html/unnamed-chunk-6-1.png)<!-- -->

## Imputation


```r
imputed <- manual_impute(ccrcc)
```


```r
plot_pca(imputed)
```

![](global_DIA_prot_tutorial_files/figure-html/unnamed-chunk-8-1.png)<!-- -->

## DE result without imputation

```r
de_result <- test_limma(ccrcc, type = "all")
Expand All @@ -83,7 +98,24 @@ de_result_updated <- add_rejections(de_result)
plot_volcano(de_result_updated, "Tumor_vs_NAT")
```

![](global_DIA_prot_tutorial_files/figure-html/unnamed-chunk-7-1.png)<!-- -->
![](global_DIA_prot_tutorial_files/figure-html/unnamed-chunk-9-1.png)<!-- -->

## DE result with imputation

```r
de_result <- test_limma(imputed, type = "all")
```

```
## Tested contrasts: Tumor_vs_NAT
```

```r
de_result_updated <- add_rejections(de_result)
plot_volcano(de_result_updated, "Tumor_vs_NAT")
```

![](global_DIA_prot_tutorial_files/figure-html/unnamed-chunk-10-1.png)<!-- -->


```r
Expand All @@ -109,7 +141,7 @@ sessionInfo()
## [1] stats graphics grDevices datasets utils methods base
##
## other attached packages:
## [1] FragPipeAnalystR_0.1.4
## [1] FragPipeAnalystR_0.1.5
##
## loaded via a namespace (and not attached):
## [1] bitops_1.0-7 fdrtool_1.2.17
Expand Down
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