← All .science files
pmid:27114452
Global Membrane Protein Interactome Analysis using In vivo Crosslinking and Mass Spectrometry-based Protein Correlation Profiling.
Mark Larance · Kathryn J Kirkwood · Michele Tinti · Alejandro Brenes Murillo · Michael A J Ferguson · Angus I Lamond
Molecular & cellular proteomics : MCP · 2016 doi:10.1074/mcp.O115.055467
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
paper object · 10 fields
authors array · 6 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] object · 6 fields
evidence array · 6 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[3] object · 3 fields
[4] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
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
assets array · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 0 items
gaps array · 2 items
analysis object · 4 fields
methods array · 3 items
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
gaps array · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 1 item
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 2 items
steps array · 1 item
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
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 7 items
assays array · 4 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[3] object · 11 fields
required_operations array · 1 item
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:27114452", "kind": "science-record", "revision": 6, "content_hash": "sha256:d3488950e705436c8a6500376cc3bed02298b4084860b005f58f9e6e4460fc45", "created_at": "2026-11-01T15:40:18Z", "updated_at": "2026-11-01T21:20:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Global Membrane Protein Interactome Analysis using In vivo Crosslinking and Mass Spectrometry-based Protein Correlation Profiling.", "doi": "10.1074/mcp.O115.055467", "pmid": "27114452", "authors": ["Mark Larance", "Kathryn J Kirkwood", "Michele Tinti", "Alejandro Brenes Murillo", "Michael A J Ferguson", "Angus I Lamond"], "journal": "Molecular & cellular proteomics : MCP", "year": 2016, "abstract": "We present a methodology using in vivo crosslinking combined with HPLC-MS for the global analysis of endogenous protein complexes by protein correlation profiling. Formaldehyde crosslinked protein complexes were extracted with high yield using denaturing buffers that maintained complex solubility during chromatographic separation. We show this efficiently detects both integral membrane and membrane-associated protein complexes,in addition to soluble complexes, allowing identification and analysis of complexes not accessible in native extracts. We compare the protein complexes detected by HPLC-MS protein correlation profiling in both native and formaldehyde crosslinked U2OS cell extracts. These proteome-wide data sets of both in vivo crosslinked and native protein complexes from U2OS cells are freely available via a searchable online database (www.peptracker.com/epd). Raw data are also available via ProteomeXchange (identifier PXD003754).", "claims": [{"id": "claim-method", "statement": "To create an elution profile for an individual protein group in each of the three biological replicates in each experiment type (either native, or PFA crosslinked), we used the MaxQuant label free quantitation (LFQ) algorithm (24).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27114452", "locator": "sections[16] \"Experimental Design and Statistical Rationale\" paragraph 2", "quote": "To create an elution profile for an individual protein group in each of the three biological replicates in each experiment type (either native, or PFA crosslinked), we used the MaxQuant label free quantitation (LFQ) algorithm (24)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "These proteome-wide data sets of both in vivo crosslinked and native protein complexes from U2OS cells are freely available via a searchable online database (www.peptracker.com/epd). Raw data are also available via ProteomeXchange (identifier PXD003754).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27114452", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "These proteome-wide data sets of both in vivo crosslinked and native protein complexes from U2OS cells are freely available via a searchable online database (www.peptracker.com/epd). Raw data are also available via ProteomeXchange (identifier PXD003754)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study used HPLC-MS protein correlation profiling with Pearson-correlation hierarchical clustering and machine-learning interaction prediction (score threshold >0.75), yielding 475 predicted protein complexes, while the raw source data were deposited under ProteomeXchange identifier PXD003754.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:27114452", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We present a methodology using in vivo crosslinking combined with HPLC-MS for the global analysis of endogenous protein complexes by protein correlation profiling."}, {"asset": "source:pmid:27114452", "locator": "sections[20] \"RESULTS\" paragraph 14", "quote": "To start the identification of previously unknown protein-protein interactions, the profiles were hierarchically clustered, as previously described (6), to identify highly similar whole SEC profiles (Pearson correlation ∼0.95) between different protein groups (supplemental Table S2)."}, {"asset": "source:pmid:27114452", "locator": "sections[20] \"RESULTS\" paragraph 21", "quote": "In the next step we used a machine learning approach similar to the one described previously (9, 10) to generate a single interaction prediction score, which combined multiple protein peak attributes with information retrieved from protein interaction databases."}, {"asset": "source:pmid:27114452", "locator": "sections[20] \"RESULTS\" paragraph 21", "quote": "Therefore, we used a prediction score threshold for positive interactions in the whole crosslinked data set of >0.75 (supplemental Table S8)."}, {"asset": "source:pmid:27114452", "locator": "sections[20] \"RESULTS\" paragraph 21", "quote": "This resulted in the prediction of 475 protein complexes (Fig. 7C), including 63 membrane complexes and many other previously known complexes, but also featuring multiple predictions of novel protein interactions (supplemental Table S9)."}, {"asset": "source:pmid:27114452", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Raw data are also available via ProteomeXchange (identifier PXD003754)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study used HPLC-MS protein correlation profiling with Pearson-correlation hierarchical clustering and machine-learning interaction prediction (score threshold >0.75), yielding 475 predicted protein complexes, while the raw source data were deposited under ProteomeXchange identifier PXD003754.", "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:27114452"], "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:PXD003754"], "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:PXD003754"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:27114452", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1074/mcp.O115.055467", "sha256": "sha256:e3e24467cc80a0c1b0fd0f08e453ead8d02d80d7b3f009600003ead706fbaeb7", "bytes": 60379, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1074/mcp.O115.055467", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC4937518", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD003754", "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=PXD003754", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD003754", "version": null, "note": "These proteome-wide data sets of both in vivo crosslinked and native protein complexes from U2OS cells are freely available via a searchable online database (www.peptracker.com/epd). Raw data are also available via ProteomeXchange (identifier PXD003754).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "These proteome-wide data sets of both in vivo crosslinked and native protein complexes from U2OS cells are freely available via a searchable online database (www.peptracker.com/epd). Raw data are also available via ProteomeXchange (identifier PXD003754).", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Global Membrane Protein Interactome Analysis using In vivo Crosslinking and MS-based Protein Correlation Profiling", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:PXD003754 not downloaded", "asset:data:geo:PXD003754 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson correlation"}}, {"id": "method-2", "family": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "hierarchical clustering"}}, {"id": "method-3", "family": null, "specific": null, "label": "MaxQuant label free quantitation (LFQ) algorithm", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To create an elution profile for an individual protein group in each of the three biological replicates in each experiment type (either native, or PFA crosslinked), we used the MaxQuant label free quantitation (LFQ) algorithm (24)."}}], "targets": [], "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": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["pearson_r"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pearson."}, "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": ["PXD003754"], "resolved_accessions": ["PXD003754"], "statements": ["These proteome-wide data sets of both in vivo crosslinked and native protein complexes from U2OS cells are freely available via a searchable online database (www.peptracker.com/epd). Raw data are also available via ProteomeXchange (identifier PXD003754)."], "basis": "The paper names PXD003754 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["pearson_r"], "assets": ["source:pmid:27114452", "data:geo:PXD003754"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD003754"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:28:25Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 106511, "completion_tokens": 5785, "cached_tokens": 2072}}, "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:27114452", "type": "paper", "label": "pmid:27114452"}, {"id": "source:pmid:27114452", "type": "manuscript", "label": "PMID 27114452 full text"}, {"id": "data:geo:PXD003754", "type": "dataset", "label": "GEO PXD003754"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:27114452", "type": "paper", "label": "pmid:27114452"}, {"id": "source:pmid:27114452", "type": "manuscript", "label": "PMID 27114452 full text"}, {"id": "data:geo:PXD003754", "type": "dataset", "label": "GEO PXD003754"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-27114452", "type": "extraction", "used": ["source:pmid:27114452"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD003754", "type": "accession_resolution", "used": ["data:geo:PXD003754"], "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:27114452", "parent_hash": "sha256:9220b4f1a73ee81445b6481024ec4ad44973ba5153f3d877d4e18f2c01708161", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:PXD003754 licence not read", "asset:data:geo:PXD003754 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Membrane Protein Interactome Analysis using In vivo Crosslinking and Mass Spectrometry-based Pro", "We present a methodology using in vivo crosslinking combined with HPLC-MS for the g", "racts. These proteome-wide data sets of both in vivo crosslinked and native protein complexes fro", "biological replicates were performed for the in vivo crosslinking and denaturing SEC analysis and"], "order_basis": "paper_text_order:7", "id": "assay:1"}, {"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": ["tome Analysis using In vivo Crosslinking and Mass Spectrometry-based Protein Correlation Profiling.", "y electrospray ionization at +2.0 kV. Tandem mass spectrometry analysis was carried out on a Q-Exactive mas", "in 10% CO2, and passaged at ∼80% confluence. LC-MS/MS and Analysis of Spectra Using a Thermo Fishe", "ere analyzed using the MaxQuant quantitative proteomics software package (22) (http://www.maxquant.o"], "order_basis": "paper_text_order:31", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["in both native and formaldehyde crosslinked U2OS cell extracts. These proteome-wide data sets", "rosslinked and native protein complexes from U2OS cells are freely available via a searchable", "0 μg/L streptomycin at 37 °C in 10% CO2, and passaged at ∼80% confluence. LC-MS/MS and Analysis of", "EXPERIMENTAL PROCEDURES Materials U2OS cells were purchased from the American Type"], "order_basis": "paper_text_order:764", "id": "assay:3"}, {"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pearson_r"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Pearson correlation"], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}