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pmid:31316139
Proteogenomic Analysis of Protein Sequence Alterations in Breast Cancer Cells.
Iulia M Lazar · Arba Karcini · Shreya Ahuja · Carly Estrada-Palma
Scientific reports · 2019 doi:10.1038/s41598-019-46897-z
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Complete file
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The identification of protein-level alterations, typically by using reversed-phase protein arrays or mass spectrometry, has lagged, however, behind gene and transcript-level observations. In this study, we report the use of mass spectrometry for detecting the presence of mutations-missense, indels and frame shifts-in MCF7 and SKBR3 breast cancer, and non-tumorigenic MCF10A cells. The mutations were identified by expanding the database search process of raw mass spectrometry files by including an in-house built database of mutated peptides (XMAn-v1) that complemented a minimally redundant, canonical database of Homo sapiens proteins. The work resulted in the identification of nearly 300 mutated peptide sequences, of which ~50 were characterized by quality tandem mass spectra. We describe the criteria that were used to select the mutated peptide sequences, evaluate the parameters that characterized these peptides, and assess the artifacts that could have led to false peptide identifications. Further, we discuss the functional domains and biological processes that may be impacted by the observed peptide alterations, and how protein-level detection can support the efforts of identifying cancer driving mutations and genes. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:31316139", "data:geo:PXD014458", "asset:table:pmid:31316139:1", "asset:table:pmid:31316139:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD014458"]}, "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": "2026-10-31T18:47:38Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 39564, "completion_tokens": 1530, "cached_tokens": 792}}, "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:31316139", "type": "paper", "label": "pmid:31316139"}, {"id": "source:pmid:31316139", "type": "manuscript", "label": "PMID 31316139 full text"}, {"id": "data:geo:PXD014458", "type": "dataset", "label": "GEO PXD014458"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31316139", "type": "paper", "label": "pmid:31316139"}, {"id": "source:pmid:31316139", "type": "manuscript", "label": "PMID 31316139 full text"}, {"id": "data:geo:PXD014458", "type": "dataset", "label": "GEO PXD014458"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31316139", "type": "extraction", "used": ["source:pmid:31316139"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD014458", "type": "accession_resolution", "used": ["data:geo:PXD014458"], "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:31316139", "parent_hash": "sha256:977d36b3e84e8cc344a57888ae34dd9c6f4d66736253eb1375acbbb9d36e45b1", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:PXD014458 licence not read", "asset:data:geo:PXD014458 not downloaded", "execution.not_run", "method", "operations", "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": ["ly by using reversed-phase protein arrays or mass spectrometry, has lagged, however, behind gene and transc", "vations. In this study, we report the use of mass spectrometry for detecting the presence of mutations-miss", "expanding the database search process of raw mass spectrometry files by including an in-house built databas", "ntifying cancer driving mutations and genes. Mass spectrometry data are available via ProteomeXchange with"], "order_basis": "paper_text_order:337", "id": "assay:1"}, {"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": ["tations-missense, indels and frame shifts-in MCF7 and SKBR3 breast cancer, and non-tumorigenic", "Methods Materials The breast cancer (MCF7, SKBR3) and nontumorigenic (MCF10) cell line", "rious factors: SKBR3 in McCoy 5 A + FBS 10%; MCF7 in EMEM + bovine insulin 10 μg/mL + FBS 10%;"], "order_basis": "paper_text_order:555", "id": "assay:2"}]}