Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:37566781

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 · Viktoria Dorfer

Journal of proteome research · 2023 doi:10.1021/acs.jproteome.3c00325

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:37566781
kind
science-record
content_hash
sha256:2099280da063de2d9eb4d7eb2f6966198d096a384b1390f81d07b016595b038a
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:21Z
updated_at
2026-11-01T21:31:20Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
MS Annika 2.0 Identifies Cross-Linked Peptides in MS2-MS3-Based Workflows at High Sensitivity and Specificity.
doi
10.1021/acs.jproteome.3c00325
pmid
37566781
authors array · 5 items
[0]
Micha J Birklbauer
[1]
Manuel Matzinger
[2]
Fränze Müller
[3]
Karl Mechtler
[4]
Viktoria Dorfer
journal
Journal of proteome research
year
2023
abstract
Cross-linking mass spectrometry has become a powerful tool for the identification of protein-protein interactions and for gaining insight into the structures of proteins. We previously published MS Annika, a cross-linking search engine which can accurately identify cross-linked peptides in MS2 spectra from a variety of different MS-cleavable cross-linkers. In this publication, we present MS Annika 2.0, an updated version implementing a new search algorithm that, in addition to MS2 level, only supports the processing of data from MS2-MS3-based approaches for the identification of peptides from MS3 spectra, and introduces a novel scoring function for peptides identified across multiple MS stages. Detected cross-links are validated by estimating the false discovery rate (FDR) using a target-decoy approach. We evaluated the MS3-search-capabilities of MS Annika 2.0 on five different datasets covering a variety of experimental approaches and compared it to XlinkX and MaXLinker, two other cross-linking search engines. We show that MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines. All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium via the PRIDE partner repository with the dataset identifier PXD041955.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
For FDR estimation, we employ a two-step validation approach, first on the CSM level and subsequently on the cross-link level, using a target-decoy strategy where decoys are generated by reversing the database.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37566781
locator
sections[6] "Validation" paragraph 2
quote
For FDR estimation, we employ a two-step validation approach, first on the CSM level and subsequently on the cross-link level, using a target-decoy strategy where decoys are generated by reversing the database.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37566781
locator
sections[17] "Availability and Limitations" paragraph 2
quote
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines.
kind
quantitative
target object · 4 fields
value
4
unit
fold change
tolerance
null
source
We show that MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines.
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37566781
locator
sections[0] "Abstract" paragraph 1
quote
We show that MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines.
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:37566781
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
id
obtain_source_data
order
2
name
Obtain the source data from the named repository
kind
data-preparation
state
complete
blocked_on
null
description
The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:PXD014337
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:PXD014337
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 6 items
[0] object · 15 fields
id
source:pmid:37566781
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1021/acs.jproteome.3c00325
sha256
sha256:d9247dcb5c50a2444583b7bf078ca21338160d5cb704f878c775f2f79b4fee3f
bytes
57603
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1021/acs.jproteome.3c00325
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC10476269
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD014337
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD014337
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD014337
version
null
note
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
A synthetic crosslinked peptide library for benchmarking crosslinking mass spectrometry search engines
resolution_checked_at
2026-11-01T19:09:50Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:PXD026191
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD026191
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD026191
version
null
note
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
Revealing the Structural Plasticity of SARS-CoV-2 nsp7 and nsp8 Using Structural Proteomics (XL-MS)
resolution_checked_at
2026-11-01T19:09:50Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:PXD029252
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD029252
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD029252
version
null
note
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
Mimicked synthetic ribosomal protein complex for benchmarking cross-linking mass spectrometry workflows
resolution_checked_at
2026-11-01T19:09:50Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:PXD031114
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD031114
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD031114
version
null
note
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
Optimized TMT-based quantitative cross-linking mass spectrometry strategy for large-scale interactomic studies
resolution_checked_at
2026-11-01T19:09:50Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:PXD041955
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD041955
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD041955
version
null
note
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
Extending MS Annika for MS2-MS3-based Cross-linking Workflows
resolution_checked_at
2026-11-01T19:09:50Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 10 items
[0]
asset:data:geo:PXD014337 not downloaded
[1]
asset:data:geo:PXD014337 licence not read
[2]
asset:data:geo:PXD026191 not downloaded
[3]
asset:data:geo:PXD026191 licence not read
[4]
asset:data:geo:PXD029252 not downloaded
[5]
asset:data:geo:PXD029252 licence not read
[6]
asset:data:geo:PXD031114 not downloaded
[7]
asset:data:geo:PXD031114 licence not read
[8]
asset:data:geo:PXD041955 not downloaded
[9]
asset:data:geo:PXD041955 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
two-step target-decoy validation at the CSM and cross-link levels
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
For FDR estimation, we employ a two-step validation approach, first on the CSM level and subsequently on the cross-link level, using a target-decoy strategy where decoys are generated by reversing the database.
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
null
unit
fold change
tolerance
null
state
complete
note
The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none.
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (two-step target-decoy validation at the CSM and cross-link levels), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 5 items
[0]
PXD041955
[1]
PXD029252
[2]
PXD014337
[3]
PXD031114
[4]
PXD026191
resolved_accessions array · 5 items
[0]
PXD041955
[1]
PXD029252
[2]
PXD014337
[3]
PXD031114
[4]
PXD026191
statements array · 1 item
[0]
All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.
basis
The paper names PXD041955, PXD029252, PXD014337, PXD031114, PXD026191 in PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:37566781
[1]
data:geo:PXD014337
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:PXD014337
gaps array · 1 item
[0]
method:not_determinable
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T18:50:13Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
14773
completion_tokens
1946
cached_tokens
128
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:37566781
type
paper
label
pmid:37566781
[1] object · 3 fields
id
source:pmid:37566781
type
manuscript
label
PMID 37566781 full text
[2] object · 3 fields
id
data:geo:PXD014337
type
dataset
label
GEO PXD014337
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:37566781
type
paper
label
pmid:37566781
[1] object · 3 fields
id
source:pmid:37566781
type
manuscript
label
PMID 37566781 full text
[2] object · 3 fields
id
data:geo:PXD014337
type
dataset
label
GEO PXD014337
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37566781
type
extraction
used array · 1 item
[0]
source:pmid:37566781
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD014337
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD014337
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:37566781
parent_hash
sha256:c45d8f1204ad8dfe68c52f4a0802d33ede0ef85fc7a3358ae0a0c1e239a07bc5
fork_of
null
gaps array · 15 items
[0]
asset:data:geo:PXD014337 licence not read
[1]
asset:data:geo:PXD014337 not downloaded
[2]
asset:data:geo:PXD026191 licence not read
[3]
asset:data:geo:PXD026191 not downloaded
[4]
asset:data:geo:PXD029252 licence not read
[5]
asset:data:geo:PXD029252 not downloaded
[6]
asset:data:geo:PXD031114 licence not read
[7]
asset:data:geo:PXD031114 not downloaded
[8]
asset:data:geo:PXD041955 licence not read
[9]
asset:data:geo:PXD041955 not downloaded
[10]
execution.not_run
[11]
method.reader_named_unmapped
[12]
review.human_critique
[13]
review.independent_reader
[14]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
data_generation
definition_id
mass_spectrometry
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
Cross-linking mass spectrometry has become a powerful tool for the identific
[1]
ation than the other two search engines. All mass spectrometry proteomics data along with result files have
[2]
er two search engines. All mass spectrometry proteomics data along with result files have been depos
[3]
ia the repository https://github.com/hgb-bin-proteomics/MaXLinker_extensions. Results of the synthet
order_basis
paper_text_order:111
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37566781", "kind": "science-record", "revision": 3, "content_hash": "sha256:2099280da063de2d9eb4d7eb2f6966198d096a384b1390f81d07b016595b038a", "created_at": "2026-11-01T19:02:21Z", "updated_at": "2026-11-01T21:31:20Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "MS Annika 2.0 Identifies Cross-Linked Peptides in MS2-MS3-Based Workflows at High Sensitivity and Specificity.", "doi": "10.1021/acs.jproteome.3c00325", "pmid": "37566781", "authors": ["Micha J Birklbauer", "Manuel Matzinger", "Fränze Müller", "Karl Mechtler", "Viktoria Dorfer"], "journal": "Journal of proteome research", "year": 2023, "abstract": "Cross-linking mass spectrometry has become a powerful tool for the identification of protein-protein interactions and for gaining insight into the structures of proteins. We previously published MS Annika, a cross-linking search engine which can accurately identify cross-linked peptides in MS2 spectra from a variety of different MS-cleavable cross-linkers. In this publication, we present MS Annika 2.0, an updated version implementing a new search algorithm that, in addition to MS2 level, only supports the processing of data from MS2-MS3-based approaches for the identification of peptides from MS3 spectra, and introduces a novel scoring function for peptides identified across multiple MS stages. Detected cross-links are validated by estimating the false discovery rate (FDR) using a target-decoy approach. We evaluated the MS3-search-capabilities of MS Annika 2.0 on five different datasets covering a variety of experimental approaches and compared it to XlinkX and MaXLinker, two other cross-linking search engines. We show that MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines. All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium via the PRIDE partner repository with the dataset identifier PXD041955.", "claims": [{"id": "claim-method", "statement": "For FDR estimation, we employ a two-step validation approach, first on the CSM level and subsequently on the cross-link level, using a target-decoy strategy where decoys are generated by reversing the database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37566781", "locator": "sections[6] \"Validation\" paragraph 2", "quote": "For FDR estimation, we employ a two-step validation approach, first on the CSM level and subsequently on the cross-link level, using a target-decoy strategy where decoys are generated by reversing the database."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37566781", "locator": "sections[17] \"Availability and Limitations\" paragraph 2", "quote": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955."}], "state": "complete"}, {"id": "claim-target-result", "statement": "MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines.", "kind": "quantitative", "target": {"value": 4.0, "unit": "fold change", "tolerance": null, "source": "We show that MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines."}, "evidence": [{"asset": "source:pmid:37566781", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We show that MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "MS Annika detects up to 4 times more true unique cross-links while simultaneously yielding less false positive hits and therefore a more accurate FDR estimation than the other two search engines.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:37566781"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD014337"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD014337"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37566781", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1021/acs.jproteome.3c00325", "sha256": "sha256:d9247dcb5c50a2444583b7bf078ca21338160d5cb704f878c775f2f79b4fee3f", "bytes": 57603, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1021/acs.jproteome.3c00325", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10476269", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD014337", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD014337", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD014337", "version": null, "note": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "A synthetic crosslinked peptide library for benchmarking crosslinking mass spectrometry search engines", "resolution_checked_at": "2026-11-01T19:09:50Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PXD026191", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD026191", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD026191", "version": null, "note": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Revealing the Structural Plasticity of SARS-CoV-2 nsp7 and nsp8 Using Structural Proteomics (XL-MS)", "resolution_checked_at": "2026-11-01T19:09:50Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PXD029252", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD029252", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD029252", "version": null, "note": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Mimicked synthetic ribosomal protein complex for benchmarking cross-linking mass spectrometry workflows", "resolution_checked_at": "2026-11-01T19:09:50Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PXD031114", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD031114", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD031114", "version": null, "note": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Optimized TMT-based quantitative cross-linking mass spectrometry strategy for large-scale interactomic studies", "resolution_checked_at": "2026-11-01T19:09:50Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PXD041955", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD041955", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD041955", "version": null, "note": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Extending MS Annika for MS2-MS3-based Cross-linking Workflows", "resolution_checked_at": "2026-11-01T19:09:50Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:PXD014337 not downloaded", "asset:data:geo:PXD014337 licence not read", "asset:data:geo:PXD026191 not downloaded", "asset:data:geo:PXD026191 licence not read", "asset:data:geo:PXD029252 not downloaded", "asset:data:geo:PXD029252 licence not read", "asset:data:geo:PXD031114 not downloaded", "asset:data:geo:PXD031114 licence not read", "asset:data:geo:PXD041955 not downloaded", "asset:data:geo:PXD041955 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "two-step target-decoy validation at the CSM and cross-link levels", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "For FDR estimation, we employ a two-step validation approach, first on the CSM level and subsequently on the cross-link level, using a target-decoy strategy where decoys are generated by reversing the database."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": null, "expected_value": 4.0, "unit": "fold change", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (two-step target-decoy validation at the CSM and cross-link levels), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["PXD041955", "PXD029252", "PXD014337", "PXD031114", "PXD026191"], "resolved_accessions": ["PXD041955", "PXD029252", "PXD014337", "PXD031114", "PXD026191"], "statements": ["All mass spectrometry proteomics data along with result files have been deposited to the ProteomeXchange consortium (http://proteomecentral.proteomexchange.org) via the PRIDE partner repository42 with the dataset identifier PXD041955."], "basis": "The paper names PXD041955, PXD029252, PXD014337, PXD031114, PXD026191 in PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:37566781", "data:geo:PXD014337"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD014337"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:50:13Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 14773, "completion_tokens": 1946, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:37566781", "type": "paper", "label": "pmid:37566781"}, {"id": "source:pmid:37566781", "type": "manuscript", "label": "PMID 37566781 full text"}, {"id": "data:geo:PXD014337", "type": "dataset", "label": "GEO PXD014337"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37566781", "type": "paper", "label": "pmid:37566781"}, {"id": "source:pmid:37566781", "type": "manuscript", "label": "PMID 37566781 full text"}, {"id": "data:geo:PXD014337", "type": "dataset", "label": "GEO PXD014337"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37566781", "type": "extraction", "used": ["source:pmid:37566781"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD014337", "type": "accession_resolution", "used": ["data:geo:PXD014337"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:37566781", "parent_hash": "sha256:c45d8f1204ad8dfe68c52f4a0802d33ede0ef85fc7a3358ae0a0c1e239a07bc5", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:PXD014337 licence not read", "asset:data:geo:PXD014337 not downloaded", "asset:data:geo:PXD026191 licence not read", "asset:data:geo:PXD026191 not downloaded", "asset:data:geo:PXD029252 licence not read", "asset:data:geo:PXD029252 not downloaded", "asset:data:geo:PXD031114 licence not read", "asset:data:geo:PXD031114 not downloaded", "asset:data:geo:PXD041955 licence not read", "asset:data:geo:PXD041955 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "mass_spectrometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Cross-linking mass spectrometry has become a powerful tool for the identific", "ation than the other two search engines. All mass spectrometry proteomics data along with result files have", "er two search engines. All mass spectrometry proteomics data along with result files have been depos", "ia the repository https://github.com/hgb-bin-proteomics/MaXLinker_extensions. Results of the synthet"], "order_basis": "paper_text_order:111", "id": "assay:1"}]}