{"data":{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33758160", "kind": "science-record", "revision": 9, "content_hash": "sha256:68148ed1101d332e52b8ef7616e22e9b8c14f54472c2931c90302be73491287b", "created_at": "2026-11-01T15:41:30Z", "updated_at": "2026-11-01T22:46:22Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Genome-Scale Analysis Identified NID2, SPARC, and MFAP2 as Prognosis Markers of Overall Survival in Gastric Cancer.", "doi": "10.12659/MSM.929558", "pmid": "33758160", "authors": ["Zexing Shan", "Wentao Wang", "Yilin Tong", "Jianjun Zhang"], "journal": "Medical science monitor : international medical journal of experimental and clinical research", "year": 2021, "abstract": "BACKGROUND Gastric cancer is the most common gastrointestinal tumor, and the rates of recurrence and metastasis are high. Research results on molecular biomarkers used for prognosis of gastric cancer remain inconclusive. This study aimed to explore the gene expression module of gastric cancer and to determine potential prognostic biomarkers. MATERIAL AND METHODS Three microarray datasets (GSE13911, GSE79973, and GSE29272) from Gene Expression Omnibus (GEO), including 206 pairs of gastric tumors and adjacent normal samples, were used for analysis of differentially expressed genes (DEGs). The 3 microarray datasets yielded 144 genes associated with the progression and prognosis of gastric cancer. After this, a risk score model was developed for result validation using an independent dataset from The Cancer Genome Atlas. RESULTS The validation of the independent dataset showed significantly increased NID2, SPARC, and MFAP2 expression in gastric tumor tissues, which were associated with poor outcomes in gastric cancer patients. Moreover, the high risk score obtained was associated with poor overall survival (HR: 1.787; 1.069-2.986; P=0.027). Subgroup analyses revealed that these significant prognostic values were detected in patients aged <65.0 years, tumors in the antrum/distal colon, grade 3 tumors, or TNM-M0 stages of cancer. CONCLUSIONS The findings of this study show that NID2, SPARC, and MFAP2 are upregulated in gastric tumor tissues and are significantly associated with poor overall survival. Therefore, the predictive values of the risk score model employed for the prognosis of gastric cancer could be improved by using these 3 upregulated DEGs.", "claims": [{"id": "claim-method", "statement": "The identified DEGs were evaluated using the LIMMA package, with bayesian adjusted t-statistics from the linear models for microarray data [17].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33758160", "locator": "sections[5] \"Statistical Analysis\" paragraph 2", "quote": "The identified DEGs were evaluated using the LIMMA package, with bayesian adjusted t-statistics from the linear models for microarray data [17]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Three independent gastric cancer microarray datasets – GSE13911, GSE79973, and GSE29272 – were used to identify the DEGs, with 206 pairs of gastric tumors and adjacent normal samples. These datasets were generated on the basis of GPL570 platforms (Affymetrix Human Genome U113 Plus 2.0 Array) and GPL6947 platforms (Illumina HumanHT-12 V3.0 expression beadchip). GSE13911 and GSE79973 datasets composed 62 and 10 pairs of matched primary gastric tumors and their adjacent normal tissues, respectively. The raw probe-level data in this study were downloaded in CEL files", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33758160", "locator": "sections[3] \"Gastric Cancer Datasets\" paragraph 2", "quote": "Three independent gastric cancer microarray datasets – GSE13911, GSE79973, and GSE29272 – were used to identify the DEGs, with 206 pairs of gastric tumors and adjacent normal samples."}, {"asset": "source:pmid:33758160", "locator": "sections[3] \"Gastric Cancer Datasets\" paragraph 2", "quote": "These datasets were generated on the basis of GPL570 platforms (Affymetrix Human Genome U113 Plus 2.0 Array) and GPL6947 platforms (Illumina HumanHT-12 V3.0 expression beadchip)."}, {"asset": "source:pmid:33758160", "locator": "sections[3] \"Gastric Cancer Datasets\" paragraph 2", "quote": "GSE13911 and GSE79973 datasets composed 62 and 10 pairs of matched primary gastric tumors and their adjacent normal tissues, respectively."}, {"asset": "source:pmid:33758160", "locator": "sections[4] \"Data Preprocessing\" paragraph 2", "quote": "The raw probe-level data in this study were downloaded in CEL files"}], "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:33758160"], "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:GSE13911"], "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:GSE13911"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33758160", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.929558", "sha256": "sha256:cccee2a4d2052c6d9f011e47721d80ed84f07cf57743dd427e6f3b92eedc9985", "bytes": 24018, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.12659/MSM.929558", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8006563", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE13911", "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=GSE13911", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE13911", "version": null, "note": "Three independent gastric cancer microarray datasets – GSE13911, GSE79973, and GSE29272 – were used to identify the DEGs, with 206 pairs of gastric tumors and adjacent normal samples. 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"IGH", "MUC5AC"], ["CKM", "IGHA2///IGHA1///IGH", "MYOC"], ["CKMT2", "JCHAIN", "MYRF"], ["NEDD4L", "PIK3C2G", "SLC16A7"], ["PBLD", "PXMP2", "SLC28A2"], ["PDGFD", "RNASE1", "SOSTDC1"], ["PGA4///PGA3///PGA5", "S100P", "SULT1C2"], ["PGC", "UGT2B15", "TMPRSS2"], ["XK", "XYLT2", ""]], "row_count": 50, "column_count": 4, "numeric_cells": 22, "header_rows": 1, "locator": "section[7]/table-wrap[1]#t1-medscimonit-27-e929558"}}, {"id": "asset:table:pmid:33758160:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9282bffd937dae9427b1bdb2f555134423895f3f401f822dba9e14e929b124a4", "bytes": 4748, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[8]/table-wrap[1]#t2-medscimonit-27-e929558", "version": null, "note": "GO analysis of the 144 differentially expressed genes.", "structure": {"pmcid": "PMC8006563", "section_index": 8, "section_title": "Functional Enrichment Analysis of DEGs", "row_count": 22, "column_count": 7}, "table": {"label": "Table 2", "caption": "GO analysis of the 144 differentially expressed genes.", "rows": [["Category", "Term", "Count", "P value", "Benjamini", "FDR", "Genes"], ["GOTERM_BP_DIRECT", "GO: 0030198 ~extracellular matrix organization", "21", "5.81E-17", "1.15E-13", "1.78E-13", "COL4A2, COL4A1, OLFML2B, COL3A1, FBN1, COL2A1, SPARC, NID2, COL5A2, COL5A1, BGN, COL6A3, COL1A2, MFAP2, VCAN, COL1A1, THBS1, COL11A1, SPP1, FN1, COL10A1"], ["GOTERM_MF_DIRECT", "GO: 0005201 ~extracellular matrix structural constituent", "13", "9.89E-14", "3.07E-11", "1.33E-10", "COL4A2, BGN, COL4A1, COL3A1, FBN1, COL1A2, COL2A1, VCAN, COL1A1, MUC5AC, COL5A2, COL11A1, COL5A1"], ["GOTERM_CC_DIRECT", "GO: 0005576 ~extracellular region", "42", "4.25E-13", "7.69E-11", "5.24E-10", "GC, CHIA, IGFBP7, COL3A1, JCHAIN, APOC1, CXCL8, COL2A1, TIMP1, AZGP1, APOE, COL6A3, CPA2, LTF, PDGFD, THBS1, COL11A1, THBS2, SPP1, COL10A1, FN1, ADAM28, COL4A2, COL4A1, OLFML2B, FBN1, GIF, NID2, SPARC, COL5A2, COL5A1, INHBA, BGN, SFRP4, CEMIP, COL1A2, VCAN, MFAP2, COL1A1, CTSB, MUC5AC, LIPF"], ["GOTERM_CC_DIRECT", "GO: 0031012 ~extracellular matrix", "20", "5.14E-13", "4.65E-11", "6.33E-10", "ASPN, COL4A2, COL4A1, IGFBP7, COL3A1, FBN1, COL2A1, NID2, COL5A2, COL5A1, BGN, APOE, COL6A3, COL1A2, VCAN, COL1A1, THBS1, THBS2, MYOC, FN1"], ["GOTERM_CC_DIRECT", "GO: 0005615 ~extracellular space", "38", "8.88E-13", "5.36E-11", "1.10E-09", "GC, CHIA, PGC, IGFBP7, COL3A1, JCHAIN, CXCL8, COL2A1, SERPINH1, ALDH3A1, TIMP1, AZGP1, APOE, SOSTDC1, FAP, COL6A3, CPA2, LTF, PDGFD, THBS1, MYOC, SPP1, FN1, ATP4A, FBN1, GIF, CST1, SPARC, CHGA, SFRP4, SULF1, COL1A2, VCAN, COL1A1, CTSB, MUC5AC, CA2, GKN1"], ["GOTERM_BP_DIRECT", "GO: 0030574 ~collagen catabolic process", "12", "2.42E-12", "1.26E-09", "3.85E-09", "COL4A2, COL4A1, COL3A1, COL6A3, COL1A2, COL2A1, COL1A1, CTSB, COL11A1, COL5A2, COL5A1, COL10A1"], ["GOTERM_CC_DIRECT", "GO: 0070062 ~extracellular exosome", "51", "3.44E-10", "1.56E-08", "4.24E-07", "RARRES1, PGC, IGFBP7, KIAA1324, AZGP1, APOE, LTF, AKR7A3, PDGFD, AKR1C1, ALDH6A1, FBP2, METTL7A, THY1, BGN, AKR1B10, COL1A2, CTSB, CA2, GC, GPRC5C, JCHAIN, APOC1, SERPINH1, PBLD, TIMP1, ALDH1A1, CSE1L, FOLR1, COL6A3, SULT1C2, NEDD4L, THBS1, MYOC, SPP1, FN1, MEST, GSTA1, TMPRSS2, RNASE1, COL4A2, S100P, FBN1, S100A10, NID2, ADGRG2, COL5A1, MUC5AC, FCGBP, HPGD, CDH11"], ["GOTERM_CC_DIRECT", "GO: 0005581 ~collagen trimer", "11", "1.32E-09", "4.79E-08", "1.63E-06", "COL3A1, COL6A3, COL1A2, COL2A1, COL1A1, COL11A1, SERPINH1, COL5A2, COL5A1, COL10A1, TIMP1"], ["GOTERM_CC_DIRECT", "GO: 0005788 ~endoplasmic reticulum lumen", "14", "1.55E-09", "4.68E-08", "1.91E-06", "COL4A2, COL4A1, COL3A1, COL6A3, COL1A2, COL2A1, COL1A1, PDGFD, THBS1, SERPINH1, COL5A2, COL11A1, COL5A1, COL10A1"], ["GOTERM_BP_DIRECT", "GO: 0071294~cellular response to zinc ion", "7", "5.25E-09", "1.82E-06", "8.34E-06", "MT1M, MT2A, MT1E, MT1H, MT1X, MT1G, MT1F"], ["GOTERM_BP_DIRECT", "GO: 0045926~negative regulation of growth", "7", "5.25E-09", "1.82E-06", "8.34E-06", "MT1M, MT2A, MT1E, MT1H, MT1X, MT1G, MT1F"], ["GOTERM_CC_DIRECT", "GO: 0005578 ~proteinaceous extracellular matrix", "15", "1.01E-08", "2.62E-07", "1.25E-05", "ASPN, OLFML2B, FBN1, SPARC, COL5A2, COL5A1, TIMP1, BGN, COL6A3, COL1A2, VCAN, COL11A1, MYOC, FN1, COL10A1"], ["GOTERM_MF_DIRECT", "GO: 0048407 ~platelet-derived growth factor binding", "6", "1.07E-08", "1.66E-06", "1.44E-05", "COL4A1, COL3A1, COL1A2, COL2A1, COL1A1, COL5A1"], ["GOTERM_BP_DIRECT", "GO: 0030199~collagen fibril organization", "8", "1.97E-08", "5.12E-06", "3.13E-05", "COL3A1, COL1A2, COL2A1, COL1A1, COL11A1, SERPINH1, COL5A2, COL5A1"], ["GOTERM_MF_DIRECT", "GO: 0050840 ~extracellular matrix binding", "6", "1.39E-06", "1.44E-04", "0.001872262", "BGN, OLFML2B, SPARC, THBS1, COL11A1, SPP1"], ["GOTERM_CC_DIRECT", "GO: 0005604 ~basement membrane", "8", "1.76E-06", "3.99E-05", "0.002172174", "COL4A1, FBN1, COL2A1, NID2, SPARC, THBS2, COL5A1, TIMP1"], ["GOTERM_BP_DIRECT", "GO: 0007155 ~cell adhesion", "16", "3.26E-06", "6.77E-04", "0.005182285", "ATP4B, IGFBP7, NID2, COL5A1, THY1, AZGP1, FAP, COL6A3, VCAN, COL1A1, THBS1, GPNMB, THBS2, SPP1, FN1, CDH11"], ["GOTERM_BP_DIRECT", "GO: 0071276~cellular response to cadmium ion", "5", "8.02E-06", "0.001386589", "0.012731623", "MT1E, MT1H, MT1X, MT1G, MT1F"], ["GOTERM_BP_DIRECT", "GO: 0007586~digestion", "7", "9.91E-06", "0.001467951", "0.015725541", "CHIA, CCKBR, PGC, AKR1B10, CAPN9, GKN1, AKR1C1"], ["GOTERM_BP_DIRECT", "GO: 0001501~skeletal system development", "9", "1.26E-05", "0.001632159", "0.019983654", "COL3A1, FBN1, COL1A2, COL2A1, VCAN, COL1A1, COL5A2, COL10A1, CDH11"], ["GOTERM_MF_DIRECT", "GO: 0005178 ~integrin binding", "8", "1.58E-05", "0.001223983", "0.021220906", "FAP, COL3A1, FBN1, THBS1, GPNMB, COL5A1, FN1, THY1"]], "row_count": 22, "column_count": 7, "numeric_cells": 118, "header_rows": 1, "locator": "section[8]/table-wrap[1]#t2-medscimonit-27-e929558"}}, {"id": "asset:table:pmid:33758160:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:69b1c22dc1299a386761a5b9771c4aa4492890bee9cf90ed170544d4492987cf", "bytes": 2311, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[8]/table-wrap[2]#t3-medscimonit-27-e929558", "version": null, "note": "KEGG pathway enrichment analysis of the 144 differentially expressed genes.", "structure": {"pmcid": "PMC8006563", "section_index": 8, "section_title": "Functional Enrichment Analysis of DEGs", "row_count": 15, "column_count": 6}, "table": {"label": "Table 3", "caption": "KEGG pathway enrichment analysis of the 144 differentially expressed genes.", "rows": [["Category", "Term", "Count", "P value", "FDR", "Genes"], ["KEGG_PATHWAY", "hsa04512: ECM-receptor interaction", "14", "3.93E-12", "4.53E-09", "COL4A2, COL4A1, COL3A1, COL2A1, COL5A2, COL5A1, COL6A3, COL1A2, COL1A1, THBS1, COL11A1, THBS2, SPP1, FN1"], ["KEGG_PATHWAY", "hsa04974: Protein digestion and absorption", "12", "1.48E-09", "1.70E-06", "COL4A2, COL4A1, COL3A1, COL6A3, COL1A2, CPA2, COL2A1, COL1A1, COL11A1, COL5A2, COL5A1, COL10A1"], ["KEGG_PATHWAY", "hsa04510: Focal adhesion", "15", "2.34E-08", "2.69E-05", "COL4A2, COL4A1, COL3A1, COL2A1, COL5A2, COL5A1, COL6A3, COL1A2, PDGFD, COL1A1, THBS1, COL11A1, THBS2, SPP1, FN1"], ["KEGG_PATHWAY", "hsa05146: Amoebiasis", "11", "1.36E-07", "1.57E-04", "COL4A2, COL4A1, COL3A1, COL1A2, CXCL8, COL2A1, COL1A1, COL11A1, COL5A2, COL5A1, FN1"], ["KEGG_PATHWAY", "hsa04978: Mineral absorption", "7", "5.95E-06", "0.006851", "MT1M, MT2A, MT1E, MT1H, MT1X, MT1G, MT1F"], ["KEGG_PATHWAY", "hsa04151: PI3K-Akt signaling pathway", "15", "1.22E-05", "0.014013", "COL4A2, COL4A1, COL3A1, COL2A1, COL5A2, COL5A1, COL6A3, COL1A2, PDGFD, COL1A1, THBS1, COL11A1, THBS2, SPP1, FN1"], ["KEGG_PATHWAY", "hsa04971: Gastric acid secretion", "7", "1.13E-04", "0.129558", "KCNJ16, KCNJ15, CCKBR, ATP4A, ATP4B, KCNE2, CA2"], ["KEGG_PATHWAY", "hsa04611: Platelet activation", "8", "4.23E-04", "0.486191", "COL3A1, COL1A2, FCER1G, COL2A1, COL1A1, COL11A1, COL5A2, COL5A1"], ["KEGG_PATHWAY", "hsa00982: Drug metabolism – cytochrome P450", "6", "7.27E-04", "0.833392", "GSTA1, FMO5, MAOA, ADH1C, UGT2B15, ALDH3A1"], ["KEGG_PATHWAY", "hsa00980: Metabolism of xenobiotics by cytochrome P450", "6", "0.001069", "1.223788", "GSTA1, ADH1C, AKR7A3, UGT2B15, AKR1C1, ALDH3A1"], ["KEGG_PATHWAY", "hsa05204: Chemical carcinogenesis", "5", "0.010061", "10.99085", "GSTA1, CYP2C18, ADH1C, UGT2B15, ALDH3A1"], ["KEGG_PATHWAY", "hsa00340: Histidine metabolism", "3", "0.022373", "22.93516", "HDC, MAOA, ALDH3A1"], ["KEGG_PATHWAY", "hsa00830: Retinol metabolism", "4", "0.030117", "29.67766", "ALDH1A1, CYP2C18, ADH1C, UGT2B15"], ["KEGG_PATHWAY", "hsa04966: Collecting duct acid secretion", "3", "0.032861", "31.93507", "ATP4A, ATP4B, CA2"]], "row_count": 15, "column_count": 6, "numeric_cells": 67, "header_rows": 1, "locator": "section[8]/table-wrap[2]#t3-medscimonit-27-e929558"}}, {"id": "asset:table:pmid:33758160:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e4c41a93e7f409baaa92c010208510b57a1681845baf2b0803ec75acdf4fa72e", "bytes": 2441, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#t4-medscimonit-27-e929558", "version": null, "note": "Baseline characteristics of patients in high and low risk score groups.", "structure": {"pmcid": "PMC8006563", "section_index": 10, "section_title": "Risk Score and Overall Survival for Patients with Gastric Cancer", "row_count": 37, "column_count": 7}, "table": {"label": "Table 4", "caption": "Baseline characteristics of patients in high and low risk score groups.", "rows": [["", "Pre-propensity score matching", "Post-propensity score matching"], ["Low", "High", "P", "Low", "High", "P"], ["Age, median (Q1, Q3)", "67.00 (58.00,72.00)", "67.00 (58.00,72.00)", "0.960", "67.00 (58.00,72.00)", "68.00 (59.00,72.00)", "0.617"], ["Gender", "", "", "", "", "", ""], ["Female", "55 (33.13)", "62 (37.13)", "0.445", "49 (35.51)", "50 (36.23)", "0.900"], ["Male", "111 (66.87)", "105 (62.87)", "89 (64.49)", "88 (63.77)"], ["Race", "", "", "", "", "", ""], ["White", "96 (57.83)", "114 (68.26)", "0.031", "89 (64.49)", "92 (66.67)", "0.932"], ["Asian", "38 (22.89)", "33 (19.76)", "34 (24.64)", "27 (19.57)"], ["Others", "32 (19.28)", "20 (11.98)", "15 (10.87)", "19 (13.77)"], ["Anatomic tumor site", "", "", "", "", "", ""], ["Antrum/distal", "61 (36.75)", "63 (37.72)", "0.394", "54 (39.13)", "51 (36.96)", "0.955"], ["Fundus/body", "56 (33.73)", "62 (37.13)", "47 (34.06)", "51 (36.96)"], ["Cardia/proximal", "24 (14.46)", "20 (11.98)", "19 (13.77)", "17 (12.32)"], ["Gastroesophageal junction", "18 (10.84)", "20 (11.98)", "13 (9.42)", "18 (13.04)"], ["Others", "7 (4.22)", "2 (1.20)", "5 (3.62)", "1 (0.72)"], ["Grade", "", "", "", "", "", ""], ["G1", "4 (2.41)", "4 (2.40)", "0.930", "4 (2.90)", "4 (2.90)", "0.917"], ["G2", "60 (36.14)", "55 (32.93)", "48 (34.78)", "43 (31.16)"], ["G3", "98 (59.04)", "103 (61.68)", "83 (60.14)", "87 (63.04)"], ["Gx", "4 (2.41)", "5 (2.99)", "3 (2.17)", "4 (2.90)"], ["TNM-T", "", "", "", "", "", ""], ["T1–2", "44 (26.51)", "38 (22.75)", "0.427", "35 (25.36)", "36 (26.09)", "0.891"], ["T3–4", "122 (73.49)", "129 (77.25)", "103 (74.64)", "102 (73.91)"], ["TNM-N", "", "", "", "", "", ""], ["N0", "53 (31.93)", "55 (32.93)", "0.533", "44 (31.88)", "47 (34.06)", "0.419"], ["N1", "38 (22.89)", "46 (27.54)", "33 (23.91)", "40 (28.99)"], ["N2", "41 (24.70)", "31 (18.56)", "35 (25.36)", "24 (17.39)"], ["N3", "34 (20.48)", "35 (20.96)", "26 (18.84)", "27 (19.57)"], ["TNM-M", "", "", "", "", "", ""], ["M0", "157 (94.58)", "153 (91.62)", "0.287", "131 (94.93)", "128 (92.75)", "0.453"], ["M1", "9 (5.42)", "14 (8.38)", "7 (5.07)", "10 (7.25)"], ["Stage", "", "", "", "", "", ""], ["I", "29 (17.47)", "15 (8.98)", "0.029", "22 (15.94)", "15 (10.87)", "0.073"], ["II", "42 (25.30)", "62 (37.13)", "38 (27.54)", "55 (39.86)"], ["III", "75 (45.18)", "67 (40.12)", "63 (45.65)", "50 (36.23)"], ["IV", "14 (8.43)", "20 (11.98)", "10 (7.25)", "16 (11.59)"]], "row_count": 37, "column_count": 7, "numeric_cells": 128, "header_rows": 2, "locator": "section[10]/table-wrap[1]#t4-medscimonit-27-e929558"}}, {"id": "asset:table:pmid:33758160:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:afdf43fabfc387b9a06d411a79707e97e7690bb40a8e6dfd1c3fdf8e3f9d5c16", "bytes": 1752, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[2]#t5-medscimonit-27-e929558", "version": null, "note": "Subgroup analyses for overall survival before and after propensity score analysis.", "structure": {"pmcid": "PMC8006563", "section_index": 10, "section_title": "Risk Score and Overall Survival for Patients with Gastric Cancer", "row_count": 19, "column_count": 6}, "table": {"label": "Table 5", "caption": "Subgroup analyses for overall survival before and after propensity score analysis.", "rows": [["Factors", "Group", "Before propensity score", "Propensity score analysis"], ["HR and 95% CI", "P-value", "HR and 95%CI", "P-value"], ["Age (years)", "<65.0", "2.949 (1.283–6.774)", "0.011", "2.840 (1.161–6.945)", "0.022"], [">65.0", "1.581 (0.890–2.808)", "0.118", "1.363 (0.725–2.562)", "0.337"], ["Race", "White", "1.700 (0.907–3.186)", "0.098", "1.530 (0.781–2.997)", "0.215"], ["Asian", "8.072 (0.823–79.156)", "0.073", "6.308 (0.571–69.650)", "0.133"], ["Anatomic tumor site", "Antrum/distal", "3.278 (1.553–6.922)", "0.002", "3.018 (1.353–6.732)", "0.007"], ["Fundus/body", "1.904 (0.805–4.504)", "0.143", "1.392 (0.563–3.438)", "0.474"], ["Position-others", "1.082 (0.423–2.770)", "0.869", "1.133 (0.408–3.150)", "0.810"], ["Grade", "1–2", "1.933 (0.904–4.131)", "0.089", "1.320 (0.592–2.942)", "0.497"], ["3", "2.376 (1.275–4.428)", "0.006", "2.576 (1.267–5.238)", "0.009"], ["TNM-T", "T1–2", "3.838 (1.130–13.038)", "0.031", "3.590 (0.937–13.760)", "0.062"], ["T3–4", "1.856 (1.103–3.124)", "0.020", "1.639 (0.926–2.901)", "0.090"], ["TNM-N", "N0–1", "1.873 (0.923–3.802)", "0.082", "1.746 (0.840–3.627)", "0.135"], ["N2–3", "2.127 (1.114–4.064)", "0.022", "1.695 (0.812–3.539)", "0.160"], ["TNM-M", "M0", "2.132 (1.274–3.567)", "0.004", "1.843 (1.055–3.217)", "0.032"], ["M1", "1.103 (0.333–3.651)", "0.872", "1.149 (0.305–4.329)", "0.837"], ["Stage", "I and II", "2.305 (0.855–6.215)", "0.099", "2.291 (0.782–6.712)", "0.131"], ["III and IV", "2.095 (1.191–3.685)", "0.010", "1.652 (0.893–3.055)", "0.110"]], "row_count": 19, "column_count": 6, "numeric_cells": 78, "header_rows": 2, "locator": "section[10]/table-wrap[2]#t5-medscimonit-27-e929558"}}], "gaps": ["asset:data:geo:GSE13911 not downloaded", "asset:data:geo:GSE13911 licence not read", "asset:data:geo:GSE29272 not downloaded", "asset:data:geo:GSE29272 licence not read", "asset:data:geo:GSE79973 not downloaded", "asset:data:geo:GSE79973 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The identified DEGs were evaluated using the LIMMA package, with bayesian adjusted t-statistics from the linear models for microarray data [17]."}}, {"id": "method-2", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival 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table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "chi-square"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE13911", "GSE79973", "GSE29272"], "resolved_accessions": ["GSE13911", "GSE79973", "GSE29272"], "statements": ["Three independent gastric cancer microarray datasets – GSE13911, GSE79973, and GSE29272 – were used to identify the DEGs, with 206 pairs of gastric tumors and adjacent normal samples. These datasets were generated on the basis of GPL570 platforms (Affymetrix Human Genome U113 Plus 2.0 Array) and GPL6947 platforms (Illumina HumanHT-12 V3.0 expression beadchip). GSE13911 and GSE79973 datasets composed 62 and 10 pairs of matched primary gastric tumors and their adjacent normal tissues, respectively. The raw probe-level data in this study were downloaded in CEL files"], "basis": "The paper names GSE13911, GSE79973, GSE29272 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:33758160", "data:geo:GSE13911", "asset:table:pmid:33758160:1", "asset:table:pmid:33758160:2", "asset:table:pmid:33758160:3", "asset:table:pmid:33758160:4", "asset:table:pmid:33758160:5"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE13911"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:28:18Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 19594, "completion_tokens": 1522, "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:33758160", "type": "paper", "label": "pmid:33758160"}, {"id": "source:pmid:33758160", "type": "manuscript", "label": "PMID 33758160 full text"}, {"id": "data:geo:GSE13911", "type": "dataset", "label": "GEO GSE13911"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33758160", "type": "paper", "label": "pmid:33758160"}, {"id": "source:pmid:33758160", "type": "manuscript", "label": "PMID 33758160 full text"}, {"id": "data:geo:GSE13911", "type": "dataset", "label": "GEO GSE13911"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33758160", "type": "extraction", "used": ["source:pmid:33758160"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE13911", "type": "accession_resolution", "used": ["data:geo:GSE13911"], "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:33758160", "parent_hash": "sha256:3bff16d80642b820eb138dfede67d56dd5799475ae5111d2af66761628042a3e", "fork_of": null, "generation": 8}, "gaps": ["asset:data:geo:GSE13911 licence not read", "asset:data:geo:GSE13911 not downloaded", "asset:data:geo:GSE29272 licence not read", "asset:data:geo:GSE29272 not downloaded", "asset:data:geo:GSE79973 licence not read", "asset:data:geo:GSE79973 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ostic biomarkers. MATERIAL AND METHODS Three microarray datasets (GSE13911, GSE79973, and GSE29272)", "differentially expressed genes (DEGs). The 3 microarray datasets yielded 144 genes associated with t", "sted t-statistics from the linear models for microarray data [17]. Genes with |log2 fold change (FC)"], "order_basis": "paper_text_order:442", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The identified DEGs were evaluated using the LIMMA package, with bayesian adjusted t-statistics from the linear models for microarray data [17]."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]},"meta":{"api_version":"v1","automation_ladder_snapshot":"ba34b49490d9bfaf","automation_ladder_caveats":["Method extraction is rule-based and has no hand-judged accuracy sample. Evidence bands order textual support; method agreement intervals are null (n=0), never probabilities. Work-type validation does not validate methods.","Operation coverage describes only explicitly named methods. It does not prove a complete protocol, compatible parameters, successful compilation or re-execution. Unrecognised or ambiguous methods require review.","Data reachability is a textual accession or public-data statement. No dataset was downloaded or checked for access, completeness or licence.","Capabilities are planning states seeded from the dated equipment register. No bench ownership, completed quote or partner booking is inferred. Procurement counts are dependencies, not guaranteed replications or financial returns.","Tier and blocker counts are deterministic assessments of this corpus, not measured agreement. R3 is reserved for procurement; unresolved methods and data require human work (R4). The most restrictive axis wins, with capability, method, data as tie-breaks. Resolving one blocker can leave another at the same tier."],"engine":"corpus_engine","engine_provider":"rule_based_v1+lex99e1195c7d6f","run_id":"run-20261023T122449232913","source":"esearch","source_detail":"PubMed mirror biomed_pubmed (read-only)","run_status":"complete","imported_at":"2026-11-03T20:16:52+00:00","generated_at":"2026-11-04T01:25:47+00:00","total_papers":5529,"total_assays_tracked":29,"automatable_assay_families":6,"validated":true,"caveat_count":9,"blocking_caveats":5,"caveats":[{"code":"low_evidence_dominates","basis":["4,152 of 5,529 classifications (75.1%) matched no cue evidence and sit at the 0.05 floor.","34 of 230 data_only calls (14.8%) are in that group."],"claim":"Work type and confidence bands","gloss":"Most records were classified from their title and framing alone, with assay-cue coverage at zero.","detail":"Most classifications in this run rest on no matched evidence at all. At the evidence floor the work type comes from title framing and a fixed prior, not from anything in the paper, so the published work-type split should be read as a rough triage signal rather than a measured distribution. The impact is bounded but not removed: since 2026-10-23 the engine excludes floor-confidence records from the shortlist entirely and publishes them separately as held out, so the recommendation is unaffected even though the census is.","status":"unverified","severity":"high"},{"code":"runtime_is_modelled","basis":["Runtime is summed from published per-assay hour figures. Timing awaits the first executed replication.","4,407 of 5,529 records (79.7%) model to 0.00 hours because no assay was matched, which the ranking then reads as \"cheapest\".","0 of 10 shortlisted records carry a 0.00-hour estimate."],"claim":"Estimated replication runtime","gloss":"The hour figures are estimates built from assay mentions; timing awaits the first executed replication.","detail":"The hour figures are a cost model derived from the bench steps implied by each matched assay family. The first executed replication will supply measured timing. Records without an assay match currently receive a zero-hour model value.","status":"unverified","severity":"high"},{"code":"signal_score_without_citations","basis":["5,529 of 5,529 records (100.0%) have no citation count from the source metadata."],"claim":"Signal score","gloss":"The signal score uses publication-type weight because the mirror supplied zero citation counts.","detail":"The source supplied no citation counts for any record in this run, so the signal score is publication-type weight only. The citation term of the ranking is inert here, and the shortlist is ordered by publication type alone.","status":"unverified","severity":"high"},{"code":"abstract_absent","basis":["1,667 of 5,529 records (30.2%) carry no abstract at all."],"claim":"Evidence base for classification","gloss":"Some records contain a title and publication type only, defining the available classification evidence.","detail":"Where the mirror contains a title and publication types only, those fields define the classifier evidence. A methods section is required for fuller automated and human review.","status":"unverified","severity":"medium"},{"code":"classifier_agreement_measured","basis":["Published two-way decision agreement 77.7% (310 of 399 decidable records) from a stratified hand-check of 438 real records.","Three-way diagnostic agreement 73.9% (288 of 390 decidable records).","data_only agreement 75.2% (100 of 133 decidable).","48 record(s) could not be decided from title and abstract and were excluded from the denominator.","56 analysis-only records were published under another work type, so the data_only share is not an upper bound."],"claim":"Published automatable decision","gloss":"This figure has been checked against a human reading the same papers, so we know how often it is right.","detail":"The published automatable / not-automatable distribution comes from a rule-based classifier that was hand-checked against a fixed ground-truth definition. The agreement rates below are measured, not estimated. The three-way work type remains a diagnostic and is reported separately.","status":"measured","severity":"high"},{"code":"llm_comparison_not_measured","basis":["rule_based_v1+lex99e1195c7d6f produced 5,529 of 5,529 classifications.","Measured on 438 labelled records; these are RULE-BASED figures, not model results."],"claim":"Rule-based versus LLM agreement","gloss":"Every number here is the rule engine’s own. Model comparison begins when a working API credential is connected and measured.","detail":"The published two-way decision agreed with a human reading on 310 of 399 decidable records (77.7%). The diagnostic three-way label agreed on 288 of 390 decidable records (73.9%). Every percentage in this run belongs to the rule engine. Model comparison begins when a working API credential is connected and measured.","status":"not_measured","severity":"high"},{"code":"confidence_is_a_band","basis":["low band: 135 of 210 hand-judged records were correct, 64.3% [57.6, 70.5] (95% CI).","medium band: 80 of 104 hand-judged records were correct, 76.9% [68.0, 84.0] (95% CI).","high band: 73 of 76 hand-judged records were correct, 96.0% [89.0, 98.7] (95% CI).","A fitted calibrated probability was built, measured and withdrawn: it overstated held-out accuracy and reorders nothing."],"claim":"Confidence band and evidence score","gloss":"The confidence band carries a measured accuracy interval; 0.85 represents relative rank strength.","detail":"Confidence on this run is a BAND plus its measured accuracy interval. The number stored alongside each record is a monotone evidence score that orders records; 0.85 represents relative rank strength. A fitted probability was withdrawn after it overstated held-out accuracy. Threshold on the band.","status":"measured","severity":"medium"},{"code":"three_way_split_is_diagnostic","basis":["The corpus is published at the two-way decision: automatable or not-automatable. The three-way split (data_only / physical / mixed) is published as a diagnostic with its measured reliability attached, not as a claim, because the rule engine's `mixed` call cannot be defended.","The engine called 22 record(s) mixed; 10 matched the human judgement (45.5%, 95% CI 26.9-65.3).","The engine's `mixed` call is right on 10/22 hand-judged records (45.5%, 95% CI 26.9%-65.3%); a constant `physical` guess scores 36.4%.","The engine's `mixed` call does not reliably beat a constant `physical` guess on the hand-judged records it labels mixed.","The sign of that difference flips between two independent samples, so the three-way refinement is not demonstrably informative.","The mixed stratum contributes a disproportionate share of errors relative to its size.","At title-only depth the physical/mixed split collapses: a title says that work was done, not whether it was also analysed."],"claim":"The published decision is two-way","gloss":"The three-way split is shown for diagnosis only. The published split is two ways.","detail":"Count and filter the corpus on automatable versus not-automatable. The data_only / physical / mixed split remains an internal engine diagnostic because the mixed call has lower measured reliability.","status":"measured","severity":"medium"},{"code":"automatable_flag_unproven","basis":["6 of 29 assay families are marked automatable now: meta_analysis, machine_learning, survival_analysis, pca, molecular_docking, differential_expression.","The flag is a rule over assay family and work type; validation begins with the first executed replication.","It inherits the 75.2% data_only agreement rate, because the flag requires the record to be analysis-only."],"claim":"Automatable now","gloss":"This flag marks assay families the rules classify as data-only. The first executed replication will validate it.","detail":"This flag marks families the rules consider replicable from data alone. Its validity depends on the analysis-only classification and will be measured through an executed replication.","status":"unverified","severity":"medium"}],"confidence_policy":"band_with_measured_interval","confidence_contract":{"policy":"band_with_measured_interval","summary":"Confidence is reported as a BAND with a measured accuracy interval. The raw evidence score supplies monotone ordering. A fitted point estimate was withdrawn after it overstated held-out accuracy.","evidence_score":"A monotone evidence score in [0,1] built from cue mass, axis separation and text coverage. Use it to order records. Interpret 0.85 as relative rank strength.","confidence_band":"low | medium | high. Consumers threshold on this value.","band_accuracy":"Wilson 95% interval on the measured agreement of the hand-judged records in this band.","calibrated_confidence":"WITHDRAWN. Reintroduction requires held-out evidence demonstrating reliable estimates across every bin."},"band_accuracy":{"low":{"n":210,"low":0.576,"band":"low","high":0.7046,"agree":135,"accuracy":0.6429},"high":{"n":76,"low":0.8903,"band":"high","high":0.9865,"agree":73,"accuracy":0.9605},"medium":{"n":104,"low":0.6795,"band":"medium","high":0.8397,"agree":80,"accuracy":0.7692}},"provider":"rule_based_v1+lex99e1195c7d6f","lexicon_id":"99e1195c7d6f","contract_published_at":"2026-10-23T12:25:29.022232+00:00","confidence_is_band":true,"confidence_is_probability":false,"decision_taxonomy":"two_way","decidable_fraction_two_way":0.8854,"decidable_fraction_two_way_low":0.8565,"decidable_fraction_two_way_high":0.9143,"decidable_fraction_three_way":0.8586,"decidable_fraction_three_way_low":0.8287,"decidable_fraction_three_way_high":0.8884,"decidable_population":5529,"validation_sample_size":438,"three_way_cost_fraction":0.0268,"three_way_cost_records":148,"decision_counts":{"automatable":230,"not_automatable":5299},"decision_split":{"automatable":{"count":230,"share":0.04159884246699222},"not_automatable":{"count":5299,"share":0.9584011575330078}},"diagnostic_work_type_counts":{"mixed":24,"physical":5275,"data_only":230}}}