← All .science files
pmid:34359700
Comprehensive Library Generation for Identification and Quantification of Endometrial Cancer Protein Biomarkers in Cervico-Vaginal Fluid.
Kelechi Njoku · Davide Chiasserini · Bethany Geary · Andrew Pierce · Eleanor R Jones · Anthony D Whetton · Emma J Crosbie
Cancers · 2021 doi:10.3390/cancers13153804
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
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 · 7 items
claims array · 2 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
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 · 9 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 0 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 6 items
[0] array · 2 items
[1] array · 2 items
[2] array · 2 items
[3] array · 2 items
[4] array · 2 items
[5] array · 2 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 21 items
[0] array · 6 items
[1] array · 1 item
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
[5] array · 6 items
[6] array · 6 items
[7] array · 6 items
[8] array · 6 items
[9] array · 6 items
[10] array · 6 items
[11] array · 6 items
[12] array · 6 items
[13] array · 6 items
[14] array · 6 items
[15] array · 6 items
[16] array · 6 items
[17] array · 6 items
[18] array · 6 items
[19] array · 6 items
[20] array · 6 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 11 items
[0] array · 3 items
[1] array · 1 item
[2] array · 3 items
[3] array · 3 items
[4] array · 3 items
[5] array · 3 items
[6] array · 1 item
[7] array · 3 items
[8] array · 3 items
[9] array · 3 items
[10] array · 3 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 10 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[4] array · 5 items
[5] array · 5 items
[6] array · 5 items
[7] array · 5 items
[8] array · 5 items
[9] array · 5 items
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 18 items
[0] array · 6 items
[1] array · 6 items
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
[5] array · 6 items
[6] array · 6 items
[7] array · 6 items
[8] array · 6 items
[9] array · 6 items
[10] array · 6 items
[11] array · 6 items
[12] array · 6 items
[13] array · 6 items
[14] array · 6 items
[15] array · 6 items
[16] array · 6 items
[17] array · 6 items
[7] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 6 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[4] array · 5 items
[5] array · 5 items
[8] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 6 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
gaps array · 2 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 items
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 · 9 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 · 6 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[1] 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:34359700", "kind": "science-record", "revision": 6, "content_hash": "sha256:c8f0d4f8bef5eb22442da58567dac6815911403daebd1d7ecc432a444a05a817", "created_at": "2026-11-01T15:41:47Z", "updated_at": "2026-11-01T21:25:59Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive Library Generation for Identification and Quantification of Endometrial Cancer Protein Biomarkers in Cervico-Vaginal Fluid.", "doi": "10.3390/cancers13153804", "pmid": "34359700", "authors": ["Kelechi Njoku", "Davide Chiasserini", "Bethany Geary", "Andrew Pierce", "Eleanor R Jones", "Anthony D Whetton", "Emma J Crosbie"], "journal": "Cancers", "year": 2021, "abstract": "Endometrial cancer is the most common gynaecological malignancy in high-income countries and its incidence is rising. Early detection, aided by highly sensitive and specific biomarkers, has the potential to improve outcomes as treatment can be provided when it is most likely to effect a cure. Sequential window acquisition of all theoretical mass spectra (SWATH-MS), an accurate and reproducible platform for analysing biological samples, offers a technological advance for biomarker discovery due to its reproducibility, sensitivity and potential for data re-interrogation. SWATH-MS requires a spectral library in order to identify and quantify peptides from multiplexed mass spectrometry data. Here we present a bespoke spectral library of 154,206 transitions identifying 19,394 peptides and 2425 proteins in the cervico-vaginal fluid of postmenopausal women with, or at risk of, endometrial cancer. We have combined these data with a library of over 6000 proteins generated based on mass spectrometric analysis of two endometrial cancer cell lines. This unique resource enables the study of protein biomarkers for endometrial cancer detection in cervico-vaginal fluid. Data are available via ProteomeXchange with unique identifier PXD025925.", "claims": [{"id": "claim-method", "statement": "Principal component analysis (PCA) and t-distributed stochastic neighbour embedding (t-SNE) plots were then used to assess degree of separation between groups and shown in Figure 10.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34359700", "locator": "sections[19] \"3.3.2. Real World Application of Spectral Library for Biomarker Discovery\" paragraph 4", "quote": "Principal component analysis (PCA) and t-distributed stochastic neighbour embedding (t-SNE) plots were then used to assess degree of separation between groups and shown in Figure 10."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All datasets have been deposited in ProteomeXchange Consortium (http://proteomecentral.proteomexchange.org/ (accessed on 26 July 2021)) via the PRIDE partner repository with the dataset identifier PXD025925.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34359700", "locator": "sections[27] \"Data Availability Statement\" paragraph 2", "quote": "All datasets have been deposited in ProteomeXchange Consortium (http://proteomecentral.proteomexchange.org/ (accessed on 26 July 2021)) via the PRIDE partner repository with the dataset identifier PXD025925."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:34359700"], "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:PXD025925"], "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:PXD025925"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34359700", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/cancers13153804", "sha256": "sha256:66704eb3872711fce12f7b3d02cb63235907115631e3d44e830e407a9456d5c0", "bytes": 66738, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/cancers13153804", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8345211", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD025925", "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=PXD025925", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD025925", "version": null, "note": "All datasets have been deposited in ProteomeXchange Consortium (http://proteomecentral.proteomexchange.org/ (accessed on 26 July 2021)) via the PRIDE partner repository with the dataset identifier PXD025925.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All datasets have been deposited in ProteomeXchange Consortium (http://proteomecentral.proteomexchange.org/ (accessed on 26 July 2021)) via the PRIDE partner repository with the dataset identifier PXD025925.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Comprehensive spectral library generation for identification and quantification of endometrial cancer protein biomarkers in cervico-vaginal fluid", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34359700:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d7874e02bb135d41244056e0cc2d9717a86d1dbf9e091cfbcaaad5cc1db08ccf", "bytes": 813, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#cancers-13-03804-t001", "version": null, "note": "Eligibility criteria for case and control selection.", "structure": {"pmcid": "PMC8345211", "section_index": 3, "section_title": "2.1. Research Ethics and Approval", "row_count": 6, "column_count": 2}, "table": {"label": "Table 1", "caption": "Eligibility criteria for case and control selection.", "rows": [["Cases", "Controls"], ["Referred with postmenopausal bleeding", "Referred with postmenopausal bleeding"], ["Biopsy proven AH or EC", "AH and EC excluded following routine diagnostic investigations, including TVS, biopsy and/or hysteroscopy"], ["Able to give informed consent", "Able to give informed consent"], ["Sample taken prior to commencement of any treatment, including surgery, hormone therapy or chemotherapy", "Sample taken prior to commencement of any treatment, including surgery or hormone therapy"], ["", "Can include those with benign pathologies such as benign polyp or atrophic vaginitis"]], "row_count": 6, "column_count": 2, "numeric_cells": 0, "header_rows": 1, "locator": "section[3]/table-wrap[1]#cancers-13-03804-t001"}}, {"id": "asset:table:pmid:34359700:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:0354cba511012f06395df2bef7df6050072ce9fef1ad3ac191ac485cb471057a", "bytes": 1464, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#cancers-13-03804-t002", "version": null, "note": "Demographic and clinical characteristics of cases and controls whose samples were used for library generation.", "structure": {"pmcid": "PMC8345211", "section_index": 15, "section_title": "3.1. Descriptive Characteristics of the Study Population", "row_count": 21, "column_count": 6}, "table": {"label": "Table 2", "caption": "Demographic and clinical characteristics of cases and controls whose samples were used for library generation.", "rows": [["Serial Number", "Age(Years)", "BMI(kg/m2)", "Diagnosis", "Grade", "Stage"], ["Library Generation Cohort"], ["1", "57", "38", "Atypical Hyperplasia", "-", "-"], ["2", "78", "45", "Atypical Hyperplasia", "-", "-"], ["3", "61", "37", "Atypical Hyperplasia", "-", "-"], ["4", "65", "27", "Endometrioid Endometrial cancer", "1", "1A"], ["5", "60", "43", "Endometrioid Endometrial cancer", "1", "1A"], ["6", "73", "29", "Endometrioid Endometrial cancer", "2", "1A"], ["7", "52", "30", "Endometrioid Endometrial cancer", "2", "1A"], ["8", "62", "27", "Clear Cell Endometrial cancer", "3", "1A"], ["9", "52", "30", "Serous Endometrial cancer", "3", "1A"], ["10", "74", "27", "Carcinosarcoma", "3", "1B"], ["11", "72", "27", "Mixed (Clear Cell/Endometrioid) cancer", "3", "2"], ["12", "84", "28", "Endometrioid Endometrial cancer", "3", "4B"], ["13", "54", "29", "Control (No endometrial pathology)", "-", "-"], ["14", "81", "24", "Control (No endometrial pathology)", "-", "-"], ["15", "56", "24", "Control (Atrophic vaginitis)", "-", "-"], ["16", "56", "40", "Control (No endometrial pathology)", "-", "-"], ["17", "52", "44", "Control (No endometrial pathology)", "-", "-"], ["18", "50", "24", "Control (No endometrial pathology)", "-", "-"], ["19", "56", "24", "Control (No endometrial pathology)", "-", "-"]], "row_count": 21, "column_count": 6, "numeric_cells": 75, "header_rows": 1, "locator": "section[15]/table-wrap[1]#cancers-13-03804-t002"}}, {"id": "asset:table:pmid:34359700:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:86714ae5461f5d13c8f50cc74ccb9e2cd44fc838508611e7b73776f02bc6b36a", "bytes": 714, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#cancers-13-03804-t003", "version": null, "note": "Assay statistics for the consensus cervico-vaginal fluid and endometrial cancer cell-based spectral libraries at a protein FDR of 1%.", "structure": {"pmcid": "PMC8345211", "section_index": 16, "section_title": "3.2. The Spectral Libraries", "row_count": 11, "column_count": 3}, "table": {"label": "Table 3", "caption": "Assay statistics for the consensus cervico-vaginal fluid and endometrial cancer cell-based spectral libraries at a protein FDR of 1%.", "rows": [["Assays", "Proteotypic", "Proteotypic and Shared"], ["Consensus cervico-vaginal fluid spectral library"], ["Proteins", "1836", "2425"], ["Peptides", "18,247", "19,394"], ["Precursors", "22,455", "23,886"], ["Transitions", "144,060", "154,206"], ["Endometrial cancer cell-line based spectral library"], ["Proteins", "5140", "6003"], ["Peptides", "27,972", "29,384"], ["Precursors", "29,509", "30,876"], ["Transitions", "209,988", "221,844"]], "row_count": 11, "column_count": 3, "numeric_cells": 16, "header_rows": 1, "locator": "section[16]/table-wrap[1]#cancers-13-03804-t003"}}, {"id": "asset:table:pmid:34359700:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:bc1c5762fbbbf3f58ab7f041b1f98cc10bd681a331ecfeaa7a14011bd57bfcd3", "bytes": 1365, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[2]#cancers-13-03804-t004", "version": null, "note": "Comparative overview of the various studies on the cervico-vaginal (CVF) proteome conducted in non-pregnant women.", "structure": {"pmcid": "PMC8345211", "section_index": 16, "section_title": "3.2. The Spectral Libraries", "row_count": 10, "column_count": 5}, "table": {"label": "Table 4", "caption": "Comparative overview of the various studies on the cervico-vaginal (CVF) proteome conducted in non-pregnant women.", "rows": [["Study Characteristics", "Our CVF Spectral Library", "CVF Proteome by Zegel et al. [23]", "CVF Proteome by Tang et al. [24]", "CVF Proteome by Shaw et al. [25]"], ["Sample size", "19", "7", "29", "5"], ["Age range", "50–67 years", "37–45 years", "24–48 years", "20–40 years"], ["Menopausal status", "Post-menopausal", "Pre-menopausal", "Pre-menopausal", "Pre-menopausal"], ["Clinical diagnoses", "9 EC cases, 3 AH and 7 symptomatic women with no EC", "All had cervical pre-cancer", "Asymptomatic women, 7 had candida", "Healthy female volunteers"], ["Sample collection", "Delphi screener(saline based wash)", "Colposcopy(5% acetic acid wash)", "Syringe(saline based wash)", "Gauze(inserted in vagina for 1 h)"], ["Sample description", "Supernatant and pellets", "Supernatant only", "Supernatant only", "Whole fluid"], ["Sample analysis", "Orbitrap Fusion Lumos Tribrid LC-MS", "MALDI-TOF-TOF MS/MS", "MALDI-TOF-TOF MS/MS", "1D-SDS-PAGE, cation exchange, LS-MS/MS"], ["Protein identification", "X!Tandem", "MASCOT", "MASCOT", "MASCOT & X!Tandem"], ["Spectral library protein count", "2425", "339", "147 (59 unique)", "685"]], "row_count": 10, "column_count": 5, "numeric_cells": 20, "header_rows": 1, "locator": "section[16]/table-wrap[2]#cancers-13-03804-t004"}}, {"id": "asset:table:pmid:34359700:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:968db2c2b0cde85a5dcbf93bc3e8ac651c56f8c63697383f3655ca62bee3bee2", "bytes": 1294, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[17]/table-wrap[1]#cancers-13-03804-t005", "version": null, "note": "Demographic and clinical characteristics of the technical and clinical validation cohorts.", "structure": {"pmcid": "PMC8345211", "section_index": 17, "section_title": "3.3. Spectral Library Validation", "row_count": 18, "column_count": 6}, "table": {"label": "Table 5", "caption": "Demographic and clinical characteristics of the technical and clinical validation cohorts.", "rows": [["Serial Number", "Age(Years)", "BMI(kg/m2)", "Diagnosis", "Grade", "Stage"], ["", "", "", "Technical Validation Cohort", "", ""], ["20", "50", "19", "Control (No endometrial pathology)", "", ""], ["21", "52", "37", "Control (Benign endometrial polyp)", "", ""], ["22", "55", "34", "Control (No endometrial pathology)", "", ""], ["23", "56", "19", "Control (No endometrial pathology)", "", ""], ["24", "56", "37", "Control (No endometrial pathology)", "", ""], ["", "", "", "Clinical Validation Cohort", "", ""], ["25", "58", "36", "Atypical Hyperplasia", "-", "-"], ["26", "67", "30", "Endometrioid endometrial cancer", "1", "1A"], ["27", "55", "34", "Endometrioid endometrial cancer", "1", "1A"], ["28", "50", "54", "Endometrioid endometrial cancer", "1", "1A"], ["29", "62", "27", "Clear cell", "3", "1A"], ["30", "60", "58", "Control (No endometrial pathology)", "-", "-"], ["31", "62", "24", "Control (Atrophic vaginitis)", "-", "-"], ["32", "58", "30", "Control (Benign endometrial polyp)", "-", "-"], ["33", "47", "24", "Control (No endometrial pathology)", "-", "-"], ["34", "52", "33", "Control (No endometrial pathology)", "-", "-"]], "row_count": 18, "column_count": 6, "numeric_cells": 53, "header_rows": 1, "locator": "section[17]/table-wrap[1]#cancers-13-03804-t005"}}, {"id": "asset:table:pmid:34359700:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:230f54630e9267e2c97544ed199fb9b21a07e3c796523784e0776a25bfadb2e4", "bytes": 605, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#cancers-13-03804-t006", "version": null, "note": "Missing values between technical replicates of the same cervico-vaginal fluid samples.", "structure": {"pmcid": "PMC8345211", "section_index": 18, "section_title": "3.3.1. Technical Validation and Applicability for SWATH-MS Data Analysis", "row_count": 6, "column_count": 5}, "table": {"label": "Table 6", "caption": "Missing values between technical replicates of the same cervico-vaginal fluid samples.", "rows": [["Sample", "Protein Count", "Missing Values in Replicate 1", "Missing Values in Replicate 2", "Overall Rate"], ["Sample 1", "410", "21(5.1%)", "32(7.8%)", "12.9%"], ["Sample 2", "389", "25(6.4%)", "28(7.2%)", "13.6%"], ["Sample 3", "308", "37(12.0%)", "30(9.7%)", "21.8%"], ["Sample 4", "378", "29(7.7%)", "33(8.7%)", "16.4%"], ["Sample 5", "426", "25(5.9%)", "35(8.2%)", "14.1%"]], "row_count": 6, "column_count": 5, "numeric_cells": 27, "header_rows": 1, "locator": "section[18]/table-wrap[1]#cancers-13-03804-t006"}}, {"id": "asset:table:pmid:34359700:7", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:10950a4c49a02a7a10a37813e141af76f3d6f52fa82d77ef655827faafa21625", "bytes": 642, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[19]/table-wrap[1]#cancers-13-03804-t007", "version": null, "note": "Reproducibility of selected biomarker candidates using the consensus cervico-vaginal fluid spectral library.", "structure": {"pmcid": "PMC8345211", "section_index": 19, "section_title": "3.3.2. Real World Application of Spectral Library for Biomarker Discovery", "row_count": 6, "column_count": 4}, "table": {"label": "Table 7", "caption": "Reproducibility of selected biomarker candidates using the consensus cervico-vaginal fluid spectral library.", "rows": [["Biomarker Candidate", "Gene Name", "Intensity Correlation Coefficient", "Coefficient of Variation"], ["Human Epididymis Protein 4", "HE4/WFDC2", "0.99", "3.29"], ["Cancer Associated Antigen 15-3", "MUC-1", "0.99", "4.88"], ["Matrix Metalloproteinase 9", "MMP9", "0.99", "2.01"], ["Fatty Acid Binding Protein-5", "FABP5", "0.99", "0.62"], ["Alpha-1B-Glycoprotein", "AIBG", "0.99", "1.36"]], "row_count": 6, "column_count": 4, "numeric_cells": 16, "header_rows": 1, "locator": "section[19]/table-wrap[1]#cancers-13-03804-t007"}}], "gaps": ["asset:data:geo:PXD025925 not downloaded", "asset:data:geo:PXD025925 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Principal component analysis (PCA) and t-distributed stochastic neighbour embedding (t-SNE) plots were then used to assess degree of separation between groups and shown in Figure 10."}}], "targets": [], "gaps": []}, "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": ["pca_fit"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pca."}, "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": ["PXD025925"], "resolved_accessions": ["PXD025925"], "statements": ["All datasets have been deposited in ProteomeXchange Consortium (http://proteomecentral.proteomexchange.org/ (accessed on 26 July 2021)) via the PRIDE partner repository with the dataset identifier PXD025925."], "basis": "The paper names PXD025925 in ProteomeXchange Consortium and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["pca_fit"], "assets": ["source:pmid:34359700", "data:geo:PXD025925", "asset:table:pmid:34359700:1", "asset:table:pmid:34359700:2", "asset:table:pmid:34359700:3", "asset:table:pmid:34359700:4", "asset:table:pmid:34359700:5", "asset:table:pmid:34359700:6", "asset:table:pmid:34359700:7"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD025925"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:33:23Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 51392, "completion_tokens": 1445, "cached_tokens": 784}}, "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:34359700", "type": "paper", "label": "pmid:34359700"}, {"id": "source:pmid:34359700", "type": "manuscript", "label": "PMID 34359700 full text"}, {"id": "data:geo:PXD025925", "type": "dataset", "label": "GEO PXD025925"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34359700", "type": "paper", "label": "pmid:34359700"}, {"id": "source:pmid:34359700", "type": "manuscript", "label": "PMID 34359700 full text"}, {"id": "data:geo:PXD025925", "type": "dataset", "label": "GEO PXD025925"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34359700", "type": "extraction", "used": ["source:pmid:34359700"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD025925", "type": "accession_resolution", "used": ["data:geo:PXD025925"], "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:34359700", "parent_hash": "sha256:d3bdabd2abcf1c151479f245a99d6e51389b37db9dccc049a1a8490eb25cad71", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:PXD025925 licence not read", "asset:data:geo:PXD025925 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["ed and tested for Mycoplasma prior to usage. Cell lines were cultured in DMEM growth medium (Gibco Life Technologi", "r Mycoplasma prior to usage. Cell lines were cultured in DMEM growth medium (Gibco Life Technologies;"], "order_basis": "paper_text_order:2518", "id": "assay:1"}, {"role": "analysis", "definition_id": "principal_component_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pca_fit"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Principal component analysis (PCA) and t-distributed stochastic neighbour embedding (t-SNE) plots were then used to assess degree of separation between groups and shown in Figure 10."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}