← All .science files
pmid:27926518
Higher programmed cell death 1 ligand 1 (PD-L1) mRNA level in clear cell renal cell carcinomas is associated with a favorable outcome due to the active immune responses in tumor tissues.
Xiang-Hui Ning · Yan-Qing Gong · Shi-Ming He · Teng Li · Jiang-Yi Wang · Shuang-He Peng · Jin-Chao Chen · Jia-Yuan Liu · Nie-Nie Qi · Ying-Lu Guo · Kan Gong
Oncotarget · 2017 doi:10.18632/oncotarget.13765
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 · 11 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] object · 6 fields
target object · 4 fields
evidence array · 2 items
[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 · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 144 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 24 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 1 item
[5] array · 4 items
[6] array · 4 items
[7] array · 1 item
[8] array · 4 items
[9] array · 4 items
[10] array · 4 items
[11] array · 1 item
[12] array · 4 items
[13] array · 4 items
[14] array · 4 items
[15] array · 4 items
[16] array · 1 item
[17] array · 4 items
[18] array · 4 items
[19] array · 4 items
[20] array · 4 items
[21] array · 1 item
[22] array · 4 items
[23] array · 4 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 11 items
[0] array · 3 items
[1] array · 4 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
[10] array · 5 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 40 items
[0] array · 3 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[6] array · 4 items
[7] array · 4 items
[8] array · 4 items
[9] array · 4 items
[10] array · 4 items
[11] array · 4 items
[12] array · 4 items
[13] array · 4 items
[14] array · 4 items
[15] array · 4 items
[16] array · 4 items
[17] array · 4 items
[18] array · 4 items
[19] array · 4 items
[20] array · 4 items
[21] array · 4 items
[22] array · 4 items
[23] array · 4 items
[24] array · 4 items
[25] array · 4 items
[26] array · 4 items
[27] array · 4 items
[28] array · 4 items
[29] array · 4 items
[30] array · 4 items
[31] array · 4 items
[32] array · 4 items
[33] array · 4 items
[34] array · 4 items
[35] array · 4 items
[36] array · 4 items
[37] array · 4 items
[38] array · 4 items
[39] array · 4 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 20 items
[0] array · 3 items
[1] array · 8 items
[2] array · 9 items
[3] array · 9 items
[4] array · 9 items
[5] array · 9 items
[6] array · 9 items
[7] array · 9 items
[8] array · 9 items
[9] array · 9 items
[10] array · 9 items
[11] array · 9 items
[12] array · 9 items
[13] array · 9 items
[14] array · 9 items
[15] array · 9 items
[16] array · 9 items
[17] array · 9 items
[18] array · 9 items
[19] array · 9 items
gaps array · 2 items
analysis object · 4 fields
methods array · 4 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 · 1 field
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 3 items
[0] object · 8 fields
[1] object · 8 fields
[2] object · 8 fields
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 · 6 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:27926518", "kind": "science-record", "revision": 7, "content_hash": "sha256:9255429f24ea5e323ddd448107e2f1efaf0357ba0c38e41d062c2df8241b6c81", "created_at": "2026-11-01T15:40:21Z", "updated_at": "2026-11-01T22:42:50Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Higher programmed cell death 1 ligand 1 (PD-L1) mRNA level in clear cell renal cell carcinomas is associated with a favorable outcome due to the active immune responses in tumor tissues.", "doi": "10.18632/oncotarget.13765", "pmid": "27926518", "authors": ["Xiang-Hui Ning", "Yan-Qing Gong", "Shi-Ming He", "Teng Li", "Jiang-Yi Wang", "Shuang-He Peng", "Jin-Chao Chen", "Jia-Yuan Liu", "Nie-Nie Qi", "Ying-Lu Guo", "Kan Gong"], "journal": "Oncotarget", "year": 2017, "abstract": "Renal cell carcinoma is one of the most common urological tumors. The role of programmed cell death 1 ligand 1 (PD-L1) in renal cell carcinomas in predicting outcome of the patients is yet unclear. We analyzed the clinical and RNA-seq data of 522 kidney clear cell cancer, 259 kidney papillary cell carcinoma and 66 kidney chromophobe patients from The Cancer Genome Atlas (TCGA) database. In kidney clear cell cancer patients with high PD-L1 mRNA level and low PD-L1 mRNA level in tumors, the median overall survival periods were 45.0 and 37.1 months respectively (p=0.002). Multivariate Cox regression tests found that PD-L1 mRNA level in tumor was an independent predictor for overall survival status in kidney clear cell cancer patients (HR=0.7, 95% CI 0.5-0.9, p=0.007). However, no significant difference in overall survival status was found between high and low PD-L1 groups in kidney papillary cell carcinoma and kidney chromophobe cohorts. Gene-set enrichment analysis on the data from databases of TCGA and GSE53757 dataset in Gene Expression Omnibus databases showed that several pathways relating to immunological functions were activated in kidney clear cell cancers with high PD-L1 mRNA expression, and glycolysis and epithelial-mesenchymal transition pathways relating to tumor progression and metastasis were increased in kidney clear cell cancers with low PD-L1 mRNA level. In conclusion, higher PD-L1 mRNA level in kidney clear cell cancer tissues was associated with a favorable outcome due to the higher immunological responses in tumor tissues.", "claims": [{"id": "claim-method", "statement": "Overall survival was assessed using Kaplan-Meier method and log-rank test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27926518", "locator": "sections[11] \"Statistical methods\" paragraph 2", "quote": "Overall survival was assessed using Kaplan-Meier method and log-rank test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used in this study are opened to public for access without limitation and restriction.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27926518", "locator": "sections[9] \"Patients and data collection\" paragraph 2", "quote": "The data used in this study are opened to public for access without limitation and restriction."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Using TCGA clinical and RNA-seq data analyzed with multivariate Cox regression, higher tumor PD-L1 mRNA was an independent predictor of longer overall survival in kidney clear cell cancer (HR=0.7, 95% CI 0.5–0.9, p=0.007).", "kind": "quantitative", "target": {"value": 95.0, "unit": "per cent", "tolerance": null, "source": "Multivariate Cox regression tests found that PD-L1 mRNA level in tumor was an independent predictor for overall survival status in kidney clear cell cancer patients (HR=0.7, 95% CI 0.5-0.9, p=0.007)."}, "evidence": [{"asset": "source:pmid:27926518", "locator": "sections[1] \"INTRODUCTION\" paragraph 5", "quote": "we aimed to investigate the role of PD-L1 mRNA expression in tumors in predicting the outcome of RCC based on the analyses of the clinical and RNA-seq data presented in The Cancer Genome Atlas (TCGA) database."}, {"asset": "source:pmid:27926518", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Multivariate Cox regression tests found that PD-L1 mRNA level in tumor was an independent predictor for overall survival status in kidney clear cell cancer patients (HR=0.7, 95% CI 0.5-0.9, p=0.007)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Using TCGA clinical and RNA-seq data analyzed with multivariate Cox regression, higher tumor PD-L1 mRNA was an independent predictor of longer overall survival in kidney clear cell cancer (HR=0.7, 95% CI 0.5–0.9, p=0.007).", "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:27926518"], "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:GSE53757"], "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:GSE53757"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:27926518", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.18632/oncotarget.13765", "sha256": "sha256:e3b82ed7787f0d483f5649725d636719949be41d27b7334d4b0fd3029096b900", "bytes": 22638, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.18632/oncotarget.13765", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC5356887", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE53757", "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=GSE53757", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE53757", "version": null, "note": "The data used in this study are opened to public for access without limitation and restriction.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used in this study are opened to public for access without limitation and restriction.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1300062", "GSM1300063", "GSM1300064", "GSM1300065", "GSM1300066", "GSM1300067", "GSM1300068", "GSM1300069", "GSM1300070", "GSM1300071", "GSM1300072", "GSM1300073", "GSM1300074", "GSM1300075", "GSM1300076", "GSM1300077", "GSM1300078", "GSM1300079", "GSM1300080", "GSM1300081", "GSM1300082", "GSM1300083", "GSM1300084", "GSM1300085", "GSM1300086", "GSM1300087", "GSM1300088", "GSM1300089", "GSM1300090", "GSM1300091", "GSM1300092", "GSM1300093", "GSM1300094", "GSM1300095", "GSM1300096", "GSM1300097", "GSM1300098", "GSM1300099", "GSM1300100", "GSM1300101", "GSM1300102", "GSM1300103", "GSM1300104", "GSM1300105", "GSM1300106", "GSM1300107", "GSM1300108", "GSM1300109", "GSM1300110", "GSM1300111", "GSM1300112", "GSM1300113", "GSM1300114", "GSM1300115", "GSM1300116", "GSM1300117", "GSM1300118", "GSM1300119", "GSM1300120", "GSM1300121", "GSM1300122", "GSM1300123", "GSM1300124", "GSM1300125", "GSM1300126", "GSM1300127", "GSM1300128", "GSM1300129", "GSM1300130", "GSM1300131", "GSM1300132", "GSM1300133", "GSM1300134", "GSM1300135", "GSM1300136", "GSM1300137", "GSM1300138", "GSM1300139", "GSM1300140", "GSM1300141", "GSM1300142", "GSM1300143", "GSM1300144", "GSM1300145", "GSM1300146", "GSM1300147", "GSM1300148", "GSM1300149", "GSM1300150", "GSM1300151", "GSM1300152", "GSM1300153", "GSM1300154", "GSM1300155", "GSM1300156", "GSM1300157", "GSM1300158", "GSM1300159", "GSM1300160", "GSM1300161", "GSM1300162", "GSM1300163", "GSM1300164", "GSM1300165", "GSM1300166", "GSM1300167", "GSM1300168", "GSM1300169", "GSM1300170", "GSM1300171", "GSM1300172", "GSM1300173", "GSM1300174", "GSM1300175", "GSM1300176", "GSM1300177", "GSM1300178", "GSM1300179", "GSM1300180", "GSM1300181", "GSM1300182", "GSM1300183", "GSM1300184", "GSM1300185", "GSM1300186", "GSM1300187", "GSM1300188", "GSM1300189", "GSM1300190", "GSM1300191", "GSM1300192", "GSM1300193", "GSM1300194", "GSM1300195", "GSM1300196", "GSM1300197", "GSM1300198", "GSM1300199", "GSM1300200", "GSM1300201", "GSM1300202", "GSM1300203", "GSM1300204", "GSM1300205"], "sample_count": 144, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene array analysis of clear cell renal cell carcinoma tissue versus matched normal kidney tissue", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:27926518:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7e857cdd0492add396ec5f0df35f63bf31e9e81b54003a87bfd13f6f3cdaf610", "bytes": 1228, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#T1", "version": null, "note": "Patient and tumor characteristics of the three RCC subtype cohorts in TCGA", "structure": {"pmcid": "PMC5356887", "section_index": 3, "section_title": "Description of the integrated RCC data in TCGA", "row_count": 24, "column_count": 4}, "table": {"label": "Table 1", "caption": "Patient and tumor characteristics of the three RCC subtype cohorts in TCGA", "rows": [["Variable", "KIRC", "KIRP", "KICH"], ["Sample (n)", "522", "259", "66"], ["Median age (year)", "61 (26-90)", "62 (28-88)", "50 (17-86)"], ["Median PD-L1", "40.8 (0-5361.1)", "23.6 (0-640.6)", "67.4 (0.5-2930.8)"], ["Gender"], ["Male", "337 (64.6%)", "191 (73.7%)", "39 (50.1%)"], ["Female", "185 (35.4%)", "68 (26.3%)", "27 (40.9%)"], ["Laterality"], ["Left", "248 (47.5%)", "144 (55.6%)", "30 (45.5%)"], ["Right", "273 (52.3%)", "113 (43.6%)", "36 (54.5%)"], ["Others", "1 (0.2%)", "2 (0.8%)", ""], ["Clinical stage"], ["Stage I", "260 (49.8%)", "172 (66.4%)", "21 (31.8%)"], ["Stage II", "56 (10.7%)", "21 (8.1%)", "25 (37.9%)"], ["Stage III", "123 (23.6%)", "51 (19.7%)", "14 (21.2%)"], ["Stage IV", "83 (15.9%)", "15 (5.8%)", "6 (9.1%)"], ["Tumor stage"], ["T1", "265 (50.8%)", "175 (67.6%)", "21 (31.8%)"], ["T2", "68 (13.0%)", "24 (9.3%)", "25 (37.9%)"], ["T3", "178 (34.1%)", "56 (21.6%)", "18 (27.3%)"], ["T4", "11 (2.1%)", "2 (0.8%)", "2 (3.0%)"], ["Survival status"], ["Alive", "348 (66.7%)", "218 (84.2%)", "50 (75.8%)"], ["Died", "174 (33.3%)", "41 (15.8%)", "16 (24.2%)"]], "row_count": 24, "column_count": 4, "numeric_cells": 53, "header_rows": 1, "locator": "section[3]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:27926518:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:fcaa43d149a4ae59bb36f1e42595ec4f22e21597f0f6431dbfb4eb2ff322876e", "bytes": 938, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[4]/table-wrap[1]#T2", "version": null, "note": "Univariate and multivariate regression analyses for predicting overall survival in KIRC cohort", "structure": {"pmcid": "PMC5356887", "section_index": 4, "section_title": "PD-L1 mRNA level and survival status", "row_count": 11, "column_count": 5}, "table": {"label": "Table 2", "caption": "Univariate and multivariate regression analyses for predicting overall survival in KIRC cohort", "rows": [["Variable", "Univariate", "Multivariate"], ["HR (95% CI)", "p-value", "HR (95% CI)", "p-value"], ["Age", "1.8 (1.3-2.4)", "<0.001*", "1.6 (1.2-2.1)", "0.003*"], ["Gender", "1.1 (0.8-1.4)", "0.741", "1.2 (0.9-1.6)", "0.326"], ["Laterality", "0.7 (0.5-1.0)", "0.024*", "0.8 (0.6-1.0)", "0.070"], ["Tumor grade", "2.2 (1.8-2.7)", "<0.001*", "1.5 (1.2-1.9)", "<0.001*"], ["Clinical stage", "1.9 (1.6-2.1)", "<0.001*", "1.6 (1.4-1.9)", "<0.001*"], ["Tumor stage", "1.9 (1.6-2.2)", "<0.001*", "0.8 (0.6-1.1)", "0.109"], ["Lymph node metastasis", "0.9 (0.8-1.1)", "0.267", "0.9 (0.8-1.1)", "0.187"], ["Distant metastasis", "2.3 (1.8-2.9)", "<0.001*", "1.1 (0.7-1.8)", "0.643"], ["PD-L1 mRNA level", "0.6 (0.5-0.8)", "0.002*", "0.7 (0.5-0.9)", "0.007*"]], "row_count": 11, "column_count": 5, "numeric_cells": 38, "header_rows": 2, "locator": "section[4]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:27926518:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:83e75fb0bae1154de3dd7852c0d2e0d1572df5b9e4d513bba387a9976fc05361", "bytes": 1673, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[1]#T3", "version": null, "note": "Comparison of clinical characteristics between low PD-L1 group and high PD-L1 group in KIRC cohort", "structure": {"pmcid": "PMC5356887", "section_index": 5, "section_title": "PD-L1 mRNA level and clinical features of KIRC cohort", "row_count": 40, "column_count": 4}, "table": {"label": "Table 3", "caption": "Comparison of clinical characteristics between low PD-L1 group and high PD-L1 group in KIRC cohort", "rows": [["", "Group", "p-Value"], ["", "Low PD-L1", "High PD-L1", ""], ["Sample (n)", "261", "261", ""], ["Age (year)", "", "", "0.381"], ["≤61", "133 (51.0%)", "143 (54.8%)", ""], [">61", "128 (49.0%)", "118 (45.2%)", ""], ["Gender", "", "", "0.022*"], ["Male", "181 (69.3%)", "156 (59.8%)", ""], ["Female", "80 (30.7%)", "105 (40.2%)", ""], ["Laterality", "", "", "0.601"], ["Left", "123 (47.1%)", "125 (47.9%)", ""], ["Right", "137 (52.5%)", "136 (52.1%)", ""], ["Others", "1 (0.4%)", "0", ""], ["Clinical stage", "", "", "0.082"], ["Stage I", "133 (50.9%)", "127 (48.7%)", ""], ["Stage II", "19 (7.3%)", "37 (14.2%)", ""], ["Stage III", "66 (25.3%)", "57 (21.8%)", ""], ["Stage IV", "43 (16.5%)", "40 (15.3%)", ""], ["Tumor stage", "", "", "0.056"], ["T1", "135 (51.7%)", "130 (49.8%)", ""], ["T2", "26 (10.0%)", "42 (16.1%)", ""], ["T3", "97 (37.2%)", "81 (31.0%)", ""], ["T4", "3 (1.1%)", "8 (3.1%)", ""], ["Lymph node metastasis", "", "", "0.208"], ["N0", "109 (41.8%)", "129 (49.4%)", ""], ["N1", "9 (3.4%)", "7 (2.7%)", ""], ["NX", "143 (54.8%)", "125 (47.9%)", ""], ["Distant metastasis", "", "", "0.620"], ["M0", "207 (79.3%)", "214 (82.0%)", ""], ["M1", "41 (15.7%)", "38 (14.6%)", ""], ["MX", "13 (5.0%)", "9 (3.4%)", ""], ["Tumor grade", "", "", "0.609"], ["G1", "6 (2.3%)", "6 (2.3%)", ""], ["G2", "104 (39.8%)", "121 (46.4%)", ""], ["G3", "110 (42.1%)", "95 (36.4%)", ""], ["G4", "39 (15.0%)", "36 (13.8%)", ""], ["GX", "2 (0.8%)", "3 (1.1%)", ""], ["Survival status", "", "", "0.002*"], ["Alive", "157 (60.2%)", "191 (73.2%)", ""], ["Died", "104 (39.8%)", "70 (26.8%)", ""]], "row_count": 40, "column_count": 4, "numeric_cells": 69, "header_rows": 2, "locator": "section[5]/table-wrap[1]#T3"}}, {"id": "asset:table:pmid:27926518:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9eb8bae9a278671cc1848cebb91c7ee01a76a7573ed4ceb0400df22df714ba91", "bytes": 2201, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[6]/table-wrap[1]#T4", "version": null, "note": "Pathway analyses for high PD-L1 group and low PD-L1 group in KIRC cohort from TCGA and GEO databases", "structure": {"pmcid": "PMC5356887", "section_index": 6, "section_title": "Gene expression signature in high PD-L1 group and low PD-L1 group of KIRC cohort", "row_count": 20, "column_count": 9}, "table": {"label": "Table 4", "caption": "Pathway analyses for high PD-L1 group and low PD-L1 group in KIRC cohort from TCGA and GEO databases", "rows": [["", "KIRC from TCGA (522 cases)", "KIRC from GSEA 53757 in GEO (72 cases)"], ["High PD-L1", "q-val.", "Low PD-L1", "q-val.", "High PD-L1", "q-val.", "Low PD-L1", "q-val."], ["1", "Interferon-γ response*", "<0.001", "DNA repair", "<0.001", "Allograft rejection*", "<0.001", "Epithelial mesenchymal transition*", "<0.001"], ["2", "Allograft rejection*", "<0.001", "MYC targets v2", "<0.001", "Interferon-γ response*", "<0.001", "Uv response down", "<0.001"], ["3", "Interferon-α response*", "<0.001", "Myogenesis*", "0.001", "Interferon-α response*", "<0.001", "Angiogenesis", "<0.001"], ["4", "Protein secretion", "<0.001", "MYC targets v1", "0.004", "IL6 JAK Stat3 signaling*", "<0.001", "Myogenesis*", "<0.001"], ["5", "Mitotic spindle", "<0.001", "Glycolysis", "0.003", "E2F targets", "<0.001", "TGF–β signaling", "<0.001"], ["6", "Inflammatory response*", "<0.001", "Epithelial mesenchymal transition*", "0.008", "Inflammatory response*", "<0.001", "Hypoxia", "<0.001"], ["7", "G2M checkpoint*", "0.001", "Coagulation*", "0.041", "G2M checkpoint*", "<0.001", "Notch signaling", "0.002"], ["8", "Androgen response", "0.002", "Oxidative phosphorylation", "0.043", "TNF-α signaling via NF-κB*", "<0.001", "Apical junction", "<0.001"], ["9", "IL6 JAK Stat3 signaling*", "0.006", "", "", "Complement*", "<0.001", "Wnt β-catenin signaling", "0.004"], ["10", "Kras signaling up", "0.005", "", "", "IL2 STAT5 signaling*", "<0.001", "Hedgehog signaling", "0.018"], ["11", "Complement*", "0.010", "", "", "PI3K AKT mTOR signaling*", "0.004", "Androgen response", "0.008"], ["12", "TNF-α signaling via NF-κB*", "0.010", "", "", "", "", "Coagulation*", "0.002"], ["13", "Uv response down", "0.014", "", "", "", "", "Bile acid metabolism", "0.002"], ["14", "IL2 Stat5 signaling*", "0.018", "", "", "", "", "Fatty acid metabolism", "0.004"], ["15", "PI3K AKT mTOR signaling*", "0.019", "", "", "", "", "Adipogenesis", "0.004"], ["16", "", "", "", "", "", "", "Xenobiotic metabolism", "0.006"], ["17", "", "", "", "", "", "", "Kras signaling up", "0.008"], ["18", "", "", "", "", "", "", "Estrogen response early", "0.012"]], "row_count": 20, "column_count": 9, "numeric_cells": 72, "header_rows": 2, "locator": "section[6]/table-wrap[1]#T4"}}], "gaps": ["asset:data:geo:GSE53757 not downloaded", "asset:data:geo:GSE53757 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Overall survival was assessed using Kaplan-Meier method and log-rank test."}}, {"id": "method-2", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {"hazard_ratio": "r cell cancer patients (HR=0"}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox regression"}}, {"id": "method-3", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-4", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency 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": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "chi_square_test", "expected_value": 95.0, "unit": "per cent", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}, {"id": "target-published-estimate-hazard-ratio", "claim_id": "claim-target-result", "operation": "chi_square_test", "expected_value": 0.7, "unit": "hazard ratio", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}, {"id": "target-published-estimate-p-value", "claim_id": "claim-target-result", "operation": "chi_square_test", "expected_value": 0.007, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE53757"], "resolved_accessions": ["GSE53757"], "statements": ["The data used in this study are opened to public for access without limitation and restriction."], "basis": "The paper names GSE53757 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:27926518", "data:geo:GSE53757", "asset:table:pmid:27926518:1", "asset:table:pmid:27926518:2", "asset:table:pmid:27926518:3", "asset:table:pmid:27926518:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE53757"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:30:07Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 52973, "completion_tokens": 2888, "cached_tokens": 2089}}, "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:27926518", "type": "paper", "label": "pmid:27926518"}, {"id": "source:pmid:27926518", "type": "manuscript", "label": "PMID 27926518 full text"}, {"id": "data:geo:GSE53757", "type": "dataset", "label": "GEO GSE53757"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:27926518", "type": "paper", "label": "pmid:27926518"}, {"id": "source:pmid:27926518", "type": "manuscript", "label": "PMID 27926518 full text"}, {"id": "data:geo:GSE53757", "type": "dataset", "label": "GEO GSE53757"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-27926518", "type": "extraction", "used": ["source:pmid:27926518"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE53757", "type": "accession_resolution", "used": ["data:geo:GSE53757"], "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:27926518", "parent_hash": "sha256:8f0b2f01099acbcc1f42ff2484c278186be07f286155b145a2ae20d947f4b23a", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE53757 licence not read", "asset:data:geo:GSE53757 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["is yet unclear. We analyzed the clinical and RNA-seq data of 522 kidney clear cell cancer, 259 ki", "and data collection Clinical, follow-up and RNA-seq data of the 536 KIRC, 291 KIRP and 66 KICH p"], "order_basis": "paper_text_order:369", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Overall survival was assessed using Kaplan-Meier method and log-rank test."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}