From 6f206894c7cd5095b5945b0868f05e8349a2e630 Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Tue, 9 Jan 2024 16:45:13 +0100 Subject: [PATCH 01/10] add main script --- msannika_merge.py | 114 ++++++++++++++++++++++++++++++++++++++++++++++ requirements.txt | 2 + 2 files changed, 116 insertions(+) create mode 100644 msannika_merge.py create mode 100644 requirements.txt diff --git a/msannika_merge.py b/msannika_merge.py new file mode 100644 index 0000000..b3f040d --- /dev/null +++ b/msannika_merge.py @@ -0,0 +1,114 @@ +#!/usr/bin/env python3 + +# MS ANNIKA COMBINE RESULTS +# 2024 (c) Micha Johannes Birklbauer +# https://github.com/michabirklbauer/ +# micha.birklbauer@gmail.com + +# version tracking +__version = "1.0.0" +__date = "2024-01-09" + +# REQUIREMENTS +# pip install pandas +# pip install openpyxl + +###################### + +# import packages +import argparse +import pandas as pd + +from typing import List + +def merge(files: List[str]) -> pd.DataFrame: + + all_csms = dict() + columns = None + + for f, file in enumerate(files): + df = pd.read_excel(file) + if columns is None: + columns = df.columns.tolist() + for i, row in df.iterrows(): + spectrum_file = str(row["Spectrum File"]) + scan_nr = int(row["First Scan"]) + score = float(row["Combined Score"]) + + if spectrum_file in all_csms: + if scan_nr in all_csms[spectrum_file]: + if all_csms[spectrum_file][scan_nr]["score"] < score: + all_csms[spectrum_file][scan_nr] = {"row": row, "score": score} + else: + all_csms[spectrum_file][scan_nr] = {"row": row, "score": score} + else: + all_csms[spectrum_file] = {scan_nr: {"row": row, "score": score}} + print(f"Processed {f + 1} CSM files...") + + rows = list() + + for spectrum_file in all_csms: + for scan_nr in all_csms[spectrum_file]: + rows.append(all_csms[spectrum_file][scan_nr]["row"]) + + return pd.concat(rows, ignore_index = True, axis = 1, names = columns).T + + +def main(argv = None) -> None: + parser = argparse.ArgumentParser() + parser.add_argument(metavar = "f", + dest = "files", + help = "Name/Path of the MS Annika result files to process.", + type = str, + nargs = "+") + parser.add_argument("-fdr", "--false_discovery_rate", + dest = "fdr", + default = None, + help = "FDR for CSM/crosslink validation.", + type = float) + parser.add_argument("-o", "--output", + dest = "output", + default = None, + help = "Name of the output file.", + type = str) + parser.add_argument("--version", + action = "version", + version = __version) + args = parser.parse_args(argv) + + merged_df = merge(args.files) + + if args.output is not None: + merged_df.to_excel(args.output.rstrip(".xlsx") + "_merged.xlsx", sheet_name = "CSMs", index = False) + else: + merged_df.to_excel("CSMs_merged.xlsx", sheet_name = "CSMs", index = False) + + if args.fdr is not None: + + print(f"Validating using {args.fdr} FDR...") + + import urllib.request as ur + msannika_fdr_url = "https://raw.githubusercontent.com/hgb-bin-proteomics/MSAnnika_FDR/master/msannika_fdr.py" + ur.urlretrieve(msannika_fdr_url, "msannika_fdr.py") + + from msannika_fdr import MSAnnika_CSM_Grouper as grouper + from msannika_fdr import MSAnnika_CSM_Validator as csm_val + from msannika_fdr import MSAnnika_Crosslink_Validator as xl_val + + validated_csms = csm_val.validate(merged_df, args.fdr) + crosslinks = grouper.group(merged_df) + validated_crosslinks = xl_val.validate(crosslinks, args.fdr) + + if args.output is not None: + validated_csms.to_excel(args.output.rstrip(".xlsx") + "_merged_validated.xlsx", sheet_name = "CSMs", index = False) + crosslinks.to_excel(args.output.rstrip(".xlsx") + "_crosslinks.xlsx", sheet_name = "Crosslinkss", index = False) + validated_crosslinks.to_excel(args.output.rstrip(".xlsx") + "_crosslinks_validated.xlsx", sheet_name = "Crosslinks", index = False) + else: + validated_csms.to_excel("CSMs_merged_validated.xlsx", sheet_name = "CSMs", index = False) + crosslinks.to_excel("Crosslinks.xlsx", sheet_name = "Crosslinks", index = False) + validated_crosslinks.to_excel("Crosslinks_validated.xlsx", sheet_name = "Crosslinks", index = False) + + print("Done!") + +if __name__ == "__main__": + main() diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..2f5b8d3 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,2 @@ +pandas +openpyxl \ No newline at end of file From 7002d3f0ca6fed8169370feb3e69f32e14c214b5 Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Tue, 9 Jan 2024 16:45:22 +0100 Subject: [PATCH 02/10] add citation file --- CITATION.cff | 28 ++++++++++++++++++++++++++++ 1 file changed, 28 insertions(+) create mode 100644 CITATION.cff diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 0000000..d6c7dff --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,28 @@ +cff-version: 1.2.0 +preferred-citation: + type: article + authors: + - family-names: "Birklbauer" + given-names: "Micha J." + orcid: "https://orcid.org/0009-0005-1051-179X" + - family-names: "Matzinger" + given-names: "Manuel" + orcid: "https://orcid.org/0000-0002-9765-7951" + - family-names: "Müller" + given-names: "Fränze" + orcid: "https://orcid.org/0000-0003-3764-3547" + - family-names: "Mechtler" + given-names: "Karl" + orcid: "https://orcid.org/0000-0002-3392-9946" + - family-names: "Dorfer" + given-names: "Viktoria" + orcid: "https://orcid.org/0000-0002-5332-5701" + doi: "10.1021/acs.jproteome.3c00325" + journal: "Journal of Proteome Research" + month: 9 + start: 3009 + end: 3021 + title: "MS Annika 2.0 Identifies Cross-Linked Peptides in MS2–MS3-Based Workflows at High Sensitivity and Specificity" + issue: 9 + volume: 22 + year: 2023 From 3d12ee1f29dd0697630d5837328451de7bb8a1a5 Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Tue, 9 Jan 2024 16:45:34 +0100 Subject: [PATCH 03/10] add sample data --- data/DSSO_CSMs.xlsx | Bin 0 -> 842196 bytes data/ncDSSO_CSMs.xlsx | Bin 0 -> 1640852 bytes 2 files 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.github/workflows/python-app.yml | 45 ++++++++++++++++++++++++++++++++ tests/tests.py | 15 +++++++++++ 2 files changed, 60 insertions(+) create mode 100644 .github/workflows/python-app.yml create mode 100644 tests/tests.py diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml new file mode 100644 index 0000000..34e5974 --- /dev/null +++ b/.github/workflows/python-app.yml @@ -0,0 +1,45 @@ +# This workflow will install Python dependencies, run tests and lint with a variety of Python versions +# Reference workflow provided by (c) GitHub +# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions + +name: msannika_merge + +on: + push: + branches: [ master ] + pull_request: + branches: [ master ] + +jobs: + build: + + runs-on: ubuntu-latest + strategy: + matrix: + python-version: ['3.7', '3.8', '3.9', '3.10', '3.11', '3.12'] + + steps: + - uses: actions/checkout@v3 + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v3 + with: + python-version: ${{ matrix.python-version }} + - name: Copy scripts and data to "/tests" + run: | + cp msannika_merge.py tests + cp data/DSSO_CSMs.xlsx . + cp data/ncDSSO_CSMs.xlsx . + - name: Install dependencies + run: | + python -m pip install --upgrade pip + python -m pip install flake8 pytest + if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + - name: Lint with flake8 + run: | + # stop the build if there are Python syntax errors or undefined names + flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics + # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide + flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics + - name: Test with pytest + run: | + pytest tests/tests.py diff --git a/tests/tests.py b/tests/tests.py new file mode 100644 index 0000000..186f956 --- /dev/null +++ b/tests/tests.py @@ -0,0 +1,15 @@ +#!/usr/bin/env python3 + +# MS ANNIKA COMBINE RESULTS - TESTS +# 2024 (c) Micha Johannes Birklbauer +# https://github.com/michabirklbauer/ +# micha.birklbauer@gmail.com + +# test 1 +def test1_msannika_merge(): + + from msannika_merge import main + + result = main(["DSSO_CSMs.xlsx", "ncDSSO_CSMs.xlsx"]) + + assert True From 5eb90e89587719b4fe38576cb96c12bbbd8ec565 Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Wed, 10 Jan 2024 17:35:50 +0100 Subject: [PATCH 05/10] change main return type --- msannika_merge.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/msannika_merge.py b/msannika_merge.py index b3f040d..b1b2bff 100644 --- a/msannika_merge.py +++ b/msannika_merge.py @@ -20,6 +20,7 @@ import pandas as pd from typing import List +from typing import Dict def merge(files: List[str]) -> pd.DataFrame: @@ -54,7 +55,7 @@ def merge(files: List[str]) -> pd.DataFrame: return pd.concat(rows, ignore_index = True, axis = 1, names = columns).T -def main(argv = None) -> None: +def main(argv = None) -> Dict[str, pd.DataFrame]: parser = argparse.ArgumentParser() parser.add_argument(metavar = "f", dest = "files", @@ -78,6 +79,9 @@ def main(argv = None) -> None: merged_df = merge(args.files) + result_dict = {"CSMs_merged": merged_df, "CSMs_merged_validated": None, + "Crosslinks": None, "Crosslinks_validated": None} + if args.output is not None: merged_df.to_excel(args.output.rstrip(".xlsx") + "_merged.xlsx", sheet_name = "CSMs", index = False) else: @@ -96,8 +100,11 @@ def main(argv = None) -> None: from msannika_fdr import MSAnnika_Crosslink_Validator as xl_val validated_csms = csm_val.validate(merged_df, args.fdr) + result_dict["CSMs_merged_validated"] = validated_csms crosslinks = grouper.group(merged_df) + result_dict["Crosslinks"] = crosslinks validated_crosslinks = xl_val.validate(crosslinks, args.fdr) + result_dict["Crosslinks_validated"] = validated_crosslinks if args.output is not None: validated_csms.to_excel(args.output.rstrip(".xlsx") + "_merged_validated.xlsx", sheet_name = "CSMs", index = False) @@ -109,6 +116,7 @@ def main(argv = None) -> None: validated_crosslinks.to_excel("Crosslinks_validated.xlsx", sheet_name = "Crosslinks", index = False) print("Done!") + return result_dict if __name__ == "__main__": - main() + r = main() From e60f39bc17db6d213af89a7f2ca5c9d75bb0954c Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Sun, 21 Jan 2024 14:37:42 +0100 Subject: [PATCH 06/10] documentation + tests --- msannika_merge.py | 30 ++++++++++++++++++++++++++++-- tests/tests.py | 25 +++++++++++++++++++++++-- 2 files changed, 51 insertions(+), 4 deletions(-) diff --git a/msannika_merge.py b/msannika_merge.py index b1b2bff..e235336 100644 --- a/msannika_merge.py +++ b/msannika_merge.py @@ -7,7 +7,7 @@ # version tracking __version = "1.0.0" -__date = "2024-01-09" +__date = "2024-01-21" # REQUIREMENTS # pip install pandas @@ -15,7 +15,33 @@ ###################### -# import packages +""" +DESCRIPTION: +A script to combine results from several MS Annika searches. +USAGE: +msannika_merge.py f [f ...] + [-fdr FDR][--false_discovery_rate FDR] + [-h][--help] + [--version] +positional arguments: + f MS Annika result files in Microsoft Excel format (.xlsx) + to process. MS Annika result files have to be + unvalidated CSMs including decoys! +optional arguments: + -fdr FDR, --false_discovery_rate FDR + False discovery rate to validate results for. Supports + both percentage input (e.g. 1) or fraction input (e.g. + 0.01). By default not set and results will only be + merged. Validation requires internet connection because + the MS Annika FDR module will be downloaded to calculate + FDR. + Default: None + -h, --help show this help message and exit + --version show program's version number and exit +""" + +###################### + import argparse import pandas as pd diff --git a/tests/tests.py b/tests/tests.py index 186f956..0a5e113 100644 --- a/tests/tests.py +++ b/tests/tests.py @@ -10,6 +10,27 @@ def test1_msannika_merge(): from msannika_merge import main - result = main(["DSSO_CSMs.xlsx", "ncDSSO_CSMs.xlsx"]) + result = main(["DSSO_CSMs.xlsx", "ncDSSO_CSMs.xlsx", "-fdr", "0.01"]) - assert True + # check nr of merged CSMs + assert result["CSMs_merged"].shape[0] == 13985 + + # check that all CSMs are unique + assert result["CSMs_merged"].shape[0] == len(result["CSMs_merged"]["First Scan"].unique().tolist()) + + # check that validated CSMs fullfill FDR < 0.01 + def get_decoy_flag(row: pd.Series) -> bool: + return True if "D" in row["Alpha T/D"] or "D" in row["Beta T/D"] else False + + result["CSMs_merged_validated"]["test_decoy_flag"] = result["CSMs_merged_validated"].apply(lambda row: get_decoy_flag(row), axis = 1) + + assert result["CSMs_merged_validated"][result["CSMs_merged_validated"]["test_decoy_flag"] == True].shape[0] / result["CSMs_merged_validated"][result["CSMs_merged_validated"]["test_decoy_flag"] == False].shape[0] < 0.01 + + # check that grouping CSMs to Crosslinks worked + assert result["Crosslinks"] is not None + + # check nr of validated crosslinks + assert result["Crosslinks_validated"].shape[0] == 729 + + # check that validated Crosslinks fullfill FDR < 0.01 + assert result["Crosslinks_validated"][result["Crosslinks_validated"]["Decoy"] == True].shape[0] / result["Crosslinks_validated"][result["Crosslinks_validated"]["Decoy"] == False].shape[0] < 0.01 From 68065864e8ccd47c7c3094c42b7963b2f863b86a Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Sun, 21 Jan 2024 14:40:07 +0100 Subject: [PATCH 07/10] fix test imports --- tests/tests.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tests/tests.py b/tests/tests.py index 0a5e113..2ca79b5 100644 --- a/tests/tests.py +++ b/tests/tests.py @@ -19,6 +19,8 @@ def test1_msannika_merge(): assert result["CSMs_merged"].shape[0] == len(result["CSMs_merged"]["First Scan"].unique().tolist()) # check that validated CSMs fullfill FDR < 0.01 + import pandas as pd + def get_decoy_flag(row: pd.Series) -> bool: return True if "D" in row["Alpha T/D"] or "D" in row["Beta T/D"] else False From 488683b6b0a815aa42a42de7a703cb227f4981db Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Sun, 21 Jan 2024 14:46:03 +0100 Subject: [PATCH 08/10] update test wf --- .github/workflows/python-app.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/python-app.yml b/.github/workflows/python-app.yml index 34e5974..15c1201 100644 --- a/.github/workflows/python-app.yml +++ b/.github/workflows/python-app.yml @@ -29,6 +29,8 @@ jobs: cp msannika_merge.py tests cp data/DSSO_CSMs.xlsx . cp data/ncDSSO_CSMs.xlsx . + wget https://raw.githubusercontent.com/hgb-bin-proteomics/MSAnnika_FDR/master/msannika_fdr.py + cp msannika_fdr.py tests - name: Install dependencies run: | python -m pip install --upgrade pip From 9d45967987da4e9b1e6fea302018be7dddf1e5a6 Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Sun, 21 Jan 2024 17:25:02 +0100 Subject: [PATCH 09/10] fix filetype handling --- msannika_merge.py | 17 ++++++++++------- 1 file changed, 10 insertions(+), 7 deletions(-) diff --git a/msannika_merge.py b/msannika_merge.py index e235336..66345df 100644 --- a/msannika_merge.py +++ b/msannika_merge.py @@ -36,6 +36,9 @@ the MS Annika FDR module will be downloaded to calculate FDR. Default: None + -o PREFIX, --output PREFIX + Prefix of the output file(s). + Default: None -h, --help show this help message and exit --version show program's version number and exit """ @@ -85,7 +88,7 @@ def main(argv = None) -> Dict[str, pd.DataFrame]: parser = argparse.ArgumentParser() parser.add_argument(metavar = "f", dest = "files", - help = "Name/Path of the MS Annika result files to process.", + help = "Name/Path of the MS Annika CSM result files to process.", type = str, nargs = "+") parser.add_argument("-fdr", "--false_discovery_rate", @@ -96,7 +99,7 @@ def main(argv = None) -> Dict[str, pd.DataFrame]: parser.add_argument("-o", "--output", dest = "output", default = None, - help = "Name of the output file.", + help = "Prefix of the output file(s).", type = str) parser.add_argument("--version", action = "version", @@ -109,13 +112,13 @@ def main(argv = None) -> Dict[str, pd.DataFrame]: "Crosslinks": None, "Crosslinks_validated": None} if args.output is not None: - merged_df.to_excel(args.output.rstrip(".xlsx") + "_merged.xlsx", sheet_name = "CSMs", index = False) + merged_df.to_excel(".xlsx".join(args.output.split(".xlsx")[:-1]) + "_merged.xlsx", sheet_name = "CSMs", index = False) else: merged_df.to_excel("CSMs_merged.xlsx", sheet_name = "CSMs", index = False) if args.fdr is not None: - print(f"Validating using {args.fdr} FDR...") + print("Validating using MS Annika FDR...") import urllib.request as ur msannika_fdr_url = "https://raw.githubusercontent.com/hgb-bin-proteomics/MSAnnika_FDR/master/msannika_fdr.py" @@ -133,9 +136,9 @@ def main(argv = None) -> Dict[str, pd.DataFrame]: result_dict["Crosslinks_validated"] = validated_crosslinks if args.output is not None: - validated_csms.to_excel(args.output.rstrip(".xlsx") + "_merged_validated.xlsx", sheet_name = "CSMs", index = False) - crosslinks.to_excel(args.output.rstrip(".xlsx") + "_crosslinks.xlsx", sheet_name = "Crosslinkss", index = False) - validated_crosslinks.to_excel(args.output.rstrip(".xlsx") + "_crosslinks_validated.xlsx", sheet_name = "Crosslinks", index = False) + validated_csms.to_excel(".xlsx".join(args.output.split(".xlsx")[:-1]) + "_merged_validated.xlsx", sheet_name = "CSMs", index = False) + crosslinks.to_excel(".xlsx".join(args.output.split(".xlsx")[:-1]) + "_crosslinks.xlsx", sheet_name = "Crosslinks", index = False) + validated_crosslinks.to_excel(".xlsx".join(args.output.split(".xlsx")[:-1]) + "_crosslinks_validated.xlsx", sheet_name = "Crosslinks", index = False) else: validated_csms.to_excel("CSMs_merged_validated.xlsx", sheet_name = "CSMs", index = False) crosslinks.to_excel("Crosslinks.xlsx", sheet_name = "Crosslinks", index = False) From 1326fbe3b49cd0e017cc9655ae0c876f59c33e3f Mon Sep 17 00:00:00 2001 From: Micha Birklbauer Date: Sun, 21 Jan 2024 17:25:07 +0100 Subject: [PATCH 10/10] add documentation --- README.md | 168 +++++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 167 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index d0247ba..36dd1d5 100644 --- a/README.md +++ b/README.md @@ -1 +1,167 @@ -# MSAnnika_Combine_Results \ No newline at end of file +![workflow_state](https://github.com/hgb-bin-proteomics/MSAnnika_Combine_Results/workflows/msannika_merge/badge.svg) + +# MS Annika Combine Results + +A script to merge and optionally validate several [MS Annika](https://github.com/hgb-bin-proteomics/MSAnnika) +search results. The main use case would be for merging results from different MS +Annika runs, e.g. combining results from a cleavable and non-cleavable MS Annika +search or combining results from different doublet distances. + +## Usage + +- Install python 3.7+: [https://www.python.org/downloads/](https://www.python.org/downloads/) +- Install requirements: `pip install -r requirements.txt` +- Export MS Annika CSM results from Proteome Discoverer to Microsoft Excel format. + - **Important:** CSMs should not be filtered! Export all (unvalidated) CSMs including decoy hits! +- Run `python msannika_merge.py filename1.xlsx filename2.xlsx -fdr 0.01` (see below for more examples). +- The script may take a few minutes, depending on the number of CSMs to process. +- Done! + +## Examples + +`msannika_merge.py` takes one positional and two optional arguments. The first +argument always has to be the filename(s) of the MS Annika CSM result file(s). +You may specify any number of result files! For demonstration purposes we will +use the files supplied in the `/data` folder: +- `DSSO_CSMs.xlsx` contains unvalidated CSMs from a cleavable MS Annika search +using the crosslinker DSSO. +- `ncDSSO_CSMs.xlsx` contains unvalidated CSMs from a non-cleavable MS Annika +search using the crosslinker DSSO. + +The following is a valid `msannika_merge.py` call: + +```bash +python msannika_merge.py DSSO_CSMs.xlsx ncDSSO_CSMs.xlsx +``` + +This will merge CSMs from all given files, in this case `DSSO_CSMs.xlsx` and +`ncDSSO_CSMs.xlsx` into a result file called `CSMs_merged.xlsx`. You can also +set a prefix for the generated result file(s) like this: + +```bash +python msannika_merge.py DSSO_CSMs.xlsx ncDSSO_CSMs.xlsx -o All_CSMs.xlsx +``` + +This will merge CSMs from all given files, exactly like the last command, but +the generated result file will now be named `All_CSMs_merged.xlsx`. + +If you suppy the optional argument `-fdr` or `--false_discovery_rate` and the +desired FDR as a floating point number, the CSMs will be merged, then validated, +then grouped by sequence and position to crosslinks and those crosslinks will +again be validated for the given FDR. To group CSMs and validate CSMs and +crosslinks the [MS Annika FDR](https://github.com/hgb-bin-proteomics/MSAnnika_FDR) +script is downloaded and used. Validation therefore requires an active internet +connection! + +```bash +python msannika_merge.py DSSO_CSMs.xlsx ncDSSO_CSMs.xlsx -fdr 0.01 +``` + +This will merge CSMs from all given files, then validate the merged CSMs for +estimated 1% FDR, then group CSMs to crosslinks and finally validate the +crosslinks for estimated 1% FDR. The following files will be generated: +- `CSMs_merged.xlsx`: The merged CSMs from all given files. +- `CSMs_merged_validated.xlsx`: The merged CSMs that are above the estimated 1% +FDR threshold. +- `Crosslinks.xlsx`: The crosslinks that result from grouping the merged CSMs. +- `Crosslinks_validated.xlsx`: The crosslinks that are above the estimated 1% +FDR threshold. + +Note that the following command will produce the same output (FDR values >= 1 +will automatically be divided by 100): + +```bash +python msannika_merge.py DSSO_CSMs.xlsx ncDSSO_CSMs.xlsx -fdr 1 +``` + +## Parameters + +```python +""" +DESCRIPTION: +A script to combine results from several MS Annika searches. +USAGE: +msannika_merge.py f [f ...] + [-fdr FDR][--false_discovery_rate FDR] + [-h][--help] + [--version] +positional arguments: + f MS Annika result files in Microsoft Excel format (.xlsx) + to process. MS Annika result files have to be + unvalidated CSMs including decoys! +optional arguments: + -fdr FDR, --false_discovery_rate FDR + False discovery rate to validate results for. Supports + both percentage input (e.g. 1) or fraction input (e.g. + 0.01). By default not set and results will only be + merged. Validation requires internet connection because + the MS Annika FDR module will be downloaded to calculate + FDR. + Default: None + -o PREFIX, --output PREFIX + Prefix of the output file(s). + Default: None + -h, --help show this help message and exit + --version show program's version number and exit +""" +``` + +## Function Documentation + +If you want to integrate the MS Annika Combine Results process into your own +scripts, you can import the following function as given: + +```python +import pandas as pd + +cdsso = pd.read_excel("DSSO_CSMs.xlsx") +ncdsso = pd.read_excel("ncDSSO_CSMs.xlsx") + +# Merging CSMs +from msannika_merge import merge +all_csms = merge([cdsso, ncdsso]) + +# The function signature of merge is: +def merge(files: List[str]) -> pd.DataFrame: + """code omitted""" + return +``` + +For validation please use the functions provided in [MS Annika FDR](https://github.com/hgb-bin-proteomics/MSAnnika_FDR). + +## Known Issues + +[List of known issues](https://github.com/hgb-bin-proteomics/MSAnnika_Combine_Results/issues) + +## Citing + +If you are using the MS Annika Combine Results script please cite: +``` +MS Annika 2.0 Identifies Cross-Linked Peptides in MS2–MS3-Based Workflows at High Sensitivity and Specificity +Micha J. Birklbauer, Manuel Matzinger, Fränze Müller, Karl Mechtler, and Viktoria Dorfer +Journal of Proteome Research 2023 22 (9), 3009-3021 +DOI: 10.1021/acs.jproteome.3c00325 +``` + +If you are using MS Annika please cite: +``` +MS Annika 2.0 Identifies Cross-Linked Peptides in MS2–MS3-Based Workflows at High Sensitivity and Specificity +Micha J. Birklbauer, Manuel Matzinger, Fränze Müller, Karl Mechtler, and Viktoria Dorfer +Journal of Proteome Research 2023 22 (9), 3009-3021 +DOI: 10.1021/acs.jproteome.3c00325 +``` +or +``` +MS Annika: A New Cross-Linking Search Engine +Georg J. Pirklbauer, Christian E. Stieger, Manuel Matzinger, Stephan Winkler, Karl Mechtler, and Viktoria Dorfer +Journal of Proteome Research 2021 20 (5), 2560-2569 +DOI: 10.1021/acs.jproteome.0c01000 +``` + +## License + +- [MIT](https://github.com/hgb-bin-proteomics/MSAnnika_Combine_Results/blob/master/LICENSE) + +## Contact + +- [micha.birklbauer@fh-hagenberg.at](mailto:micha.birklbauer@fh-hagenberg.at)

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