← All .science files
pmid:33881940
APLN: A potential novel biomarker for cervical cancer.
Yusha Chen · Xiaoqian Lin · Jinwen Zheng · Jiancui Chen · Huifeng Xue · Xiangqin Zheng
Science progress · 2021 doi:10.1177/00368504211011341
Paper
complete
Experiment
partial
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 6 items
claims array · 2 items
[0] object · 6 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 · 1 item
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 · 62 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 45 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 30 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 3 items
[4] array · 5 items
[5] array · 3 items
[6] array · 5 items
[7] array · 3 items
[8] array · 5 items
[9] array · 3 items
[10] array · 5 items
[11] array · 3 items
[12] array · 3 items
[13] array · 3 items
[14] array · 5 items
[15] array · 3 items
[16] array · 3 items
[17] array · 5 items
[18] array · 3 items
[19] array · 5 items
[20] array · 3 items
[21] array · 3 items
[22] array · 3 items
[23] array · 5 items
[24] array · 3 items
[25] array · 3 items
[26] array · 5 items
[27] array · 3 items
[28] array · 5 items
[29] array · 3 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 8 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
[6] array · 4 items
[7] array · 4 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 12 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
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 12 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
[7] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 12 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
[8] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 7 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
[6] array · 4 items
gaps array · 4 items
analysis object · 4 fields
methods array · 6 items
[0] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 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
[4] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[5] 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 · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 0 items
missing_operations array · 1 item
capability object · 4 fields
data object · 6 fields
accessions array · 2 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 8 items
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
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 · 10 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 0 items
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:33881940", "kind": "science-record", "revision": 8, "content_hash": "sha256:30ccdace1b843f75b13128a4488210bbecebdadef15ad805fb41f62eede34350", "created_at": "2026-11-01T15:41:33Z", "updated_at": "2026-11-01T22:03:36Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "APLN: A potential novel biomarker for cervical cancer.", "doi": "10.1177/00368504211011341", "pmid": "33881940", "authors": ["Yusha Chen", "Xiaoqian Lin", "Jinwen Zheng", "Jiancui Chen", "Huifeng Xue", "Xiangqin Zheng"], "journal": "Science progress", "year": 2021, "abstract": "Apelin (APLN) is recently demonstrated a direct association with many malignant diseases. However, its effects on cervical cancer remain unclear. This study therefore aims to evaluate the association between APLN expression and cervical cancer using publicly available data from The Cancer Genome Atlas (TCGA). The Pearson χ2 test and Fish exact test, as well as logistic regression, were used to evaluate the relationship between clinicopathological factors in cervical cancer and the expression of APLN. Additionally, the Cox regression and Kaplan-Meier methods were conducted to analyze the Overall Survival (OS) of cervical cancer patients in TCGA. Finally, gene set enrichment analysis (GSEA) was performed to establish its biological functions. High expression of APLN in cervical cancer was significantly associated with a more advanced clinical stage (OR = 1.91 (1.21-3.05) for Stage II, Stage III, and Stage IV vs Stage I, p = 0.006). Additionally, it was associated with poor outcome after primary therapy (OR = 2.14 (1.03-4.59) for Progressive Disease (PD), Stable Disease (SD), and Partial Response (PR) vs Complete Remission (CR), p = 0.045) and high histologic grade (OR = 1.67 (1.03-2.72) for G3 and G4 vs G1 and G2, p = 0.037). Moreover, multivariate analysis showed that high expression of APLN was associated with a shorter OS. GSEA demonstrated that six KEGG pathways, including PPAR signaling, ECM-receptor interaction, focal adhesion, MAPK signaling, TGF-beta signaling, and Gap junction pathways were differentially enriched in the high expression APLN phenotype. The recent study suggests that APLN plays an important role in the progression of cervical cancer and might be a promising prognostic biomarker of the disease.", "claims": [{"id": "claim-method", "statement": "The expression levels of APLN in tumor and no-paired normal cervical tissue samples were compared using the Wilcoxon rank-sum test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33881940", "locator": "sections[7] \"Statistical analysis\" paragraph 2", "quote": "The expression levels of APLN in tumor and no-paired normal cervical tissue samples were compared using the Wilcoxon rank-sum test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The RNA-seq data (Workflow Type: HTSeq-Counts) and corresponding clinical information were downloaded from the TCGA-Cervical Adenocarcinoma and Cervical Squamous Cell Carcinoma datasets.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33881940", "locator": "sections[3] \"RNA-sequencing data preprocessing\" paragraph 2", "quote": "The RNA-seq data (Workflow Type: HTSeq-Counts) and corresponding clinical information were downloaded from the TCGA-Cervical Adenocarcinoma and Cervical Squamous Cell Carcinoma datasets."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "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:33881940"], "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:GSE29570"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE29570"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33881940", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1177/00368504211011341", "sha256": "sha256:3a89ca44d2026b74bc95797f1a6fc7325081f82d9e1dc7822ea1f604c62b355f", "bytes": 29617, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1177/00368504211011341", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10454995", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE29570", "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=GSE29570", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29570", "version": null, "note": "The RNA-seq data (Workflow Type: HTSeq-Counts) and corresponding clinical information were downloaded from the TCGA-Cervical Adenocarcinoma and Cervical Squamous Cell Carcinoma datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The RNA-seq data (Workflow Type: HTSeq-Counts) and corresponding clinical information were downloaded from the TCGA-Cervical Adenocarcinoma and Cervical Squamous Cell Carcinoma datasets.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM732034", "GSM732035", "GSM732037", "GSM732038", "GSM732039", "GSM732040", "GSM732041", "GSM732042", "GSM732044", "GSM732045", "GSM732046", "GSM732047", "GSM732049", "GSM732050", "GSM732051", "GSM732052", "GSM732054", "GSM732055", "GSM732056", "GSM732057", "GSM732059", "GSM732060", "GSM732061", "GSM732062", "GSM732065", "GSM732066", "GSM732067", "GSM732068", "GSM732069", "GSM732070", "GSM732071", "GSM732072", "GSM732073", "GSM732074", "GSM732075", "GSM732076", "GSM732077", "GSM732078", "GSM732079", "GSM732080", "GSM732081", "GSM732082", "GSM732083", "GSM732084", "GSM732085", "GSM732086", "GSM732087", "GSM732088", "GSM732089", "GSM732090", "GSM732091", "GSM732092", "GSM732093", "GSM732094", "GSM732095", "GSM732096", "GSM732097", "GSM732098", "GSM732099", "GSM732100", "GSM732101", "GSM732102"], "sample_count": 62, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "The mtDNA Amerindian Haplogroup B2 enhances the risk for Cervical Cancer of HPV: de-regulation of mitochondrial genes may be involved.", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE7410", "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=GSE7410", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7410", "version": null, "note": "The RNA-seq data (Workflow Type: HTSeq-Counts) and corresponding clinical information were downloaded from the TCGA-Cervical Adenocarcinoma and Cervical Squamous Cell Carcinoma datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The RNA-seq data (Workflow Type: HTSeq-Counts) and corresponding clinical information were downloaded from the TCGA-Cervical Adenocarcinoma and Cervical Squamous Cell Carcinoma datasets.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM178828", "GSM178829", "GSM178830", "GSM178831", "GSM178832", "GSM178833", "GSM178834", "GSM178835", "GSM178836", "GSM178837", "GSM178838", "GSM178839", "GSM178840", "GSM178841", "GSM178842", "GSM178843", "GSM178844", "GSM178845", "GSM178846", "GSM178847", "GSM178848", "GSM178849", "GSM178850", "GSM178851", "GSM178852", "GSM178853", "GSM178854", "GSM178855", "GSM178856", "GSM178857", "GSM178858", "GSM178859", "GSM178860", "GSM178861", "GSM178862", "GSM178863", "GSM178864", "GSM178865", "GSM178866", "GSM178867", "GSM178868", "GSM178869", "GSM178870", "GSM178871", "GSM178872"], "sample_count": 45, "group_sizes": null, "group_sizes_basis": null, "platform": "1708", "taxon": "Homo sapiens", "title": "Gene expression in early stage cervical cancer", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33881940:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f1da9e24849c7d57d0d29772640b3afa36f8772f87b625ba44413310ca267f43", "bytes": 1678, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#table1-00368504211011341", "version": null, "note": "Association between APLN expression and clinicopathological features in the TCGA cohort.", "structure": {"pmcid": "PMC10454995", "section_index": 10, "section_title": "Association between the expression of APLN and clinicopathologic features", "row_count": 30, "column_count": 5}, "table": {"label": "Table 1.", "caption": "Association between APLN expression and clinicopathological features in the TCGA cohort.", "rows": [["Characters", "Level", "Low expression of APLN", "High expression of APLN", "p Value"], ["n", "", "152", "152", ""], ["N stage (%)", "N0", "75 (68.2%)", "58 (69.9%)", "0.924"], ["N1", "35 (31.8%)", "25 (30.1%)"], ["M stage (%)", "M0", "63 (96.9%)", "53 (86.9%)", "0.049a,b"], ["M1", "2 (3.1%)", "8 (13.1%)"], ["Clinical stage (%)", "Stage I", "92 (62.6%)", "70 (46.7%)", "0.006 a"], ["Stage II–IV", "55 (37.4%)", "80 (53.3%)"], ["Radiation therapy (%)", "No", "73 (48.0%)", "49 (32.2%)", "0.007 a"], ["Yes", "79 (52.0%)", "103 (67.8%)"], ["Primary therapy outcome (%)", "CR", "99 (88.4%)", "82 (78.1%)", "0.129 b"], ["PD", "8 (7.1%)", "14 (13.3%)"], ["PR", "4 (3.6%)", "4 (3.8%)"], ["SD", "1 (0.9%)", "5 (4.8%)"], ["Race (%)", "Asian", "15 (11.2%)", "5 (4.0%)", "0.054 b"], ["Black or African American", "12 (9.0%)", "18 (14.4%)"], ["White", "107 (79.9%)", "102 (81.6%)"], ["Histological type (%)", "Adenosquamous", "29 (19.1%)", "23 (15.1%)", "0.446"], ["Squamous cell carcinoma", "123 (80.9%)", "129 (84.9%)"], ["Histologic grade (%)", "G1", "11 (7.7%)", "7 (5.4%)", "0.120 b"], ["G2", "78 (54.5%)", "57 (44.2%)"], ["G3", "54 (37.8%)", "64 (49.6%)"], ["G4", "0 (0.0%)", "1 (0.8%)"], ["Menopause status (%)", "Peri", "15 (12.9%)", "10 (8.7%)", "0.230"], ["Post", "45 (38.8%)", "37 (32.2%)"], ["Pre", "56 (48.3%)", "68 (59.1%)"], ["PIK3CA status (%)", "Mut", "40 (27.8%)", "42 (29.6%)", "0.837"], ["WT", "104 (72.2%)", "100 (70.4%)"], ["Age (%)", "≤50", "91 (59.9%)", "95 (62.5%)", "0.724"], [">50", "61 (40.1%)", "57 (37.5%)"]], "row_count": 30, "column_count": 5, "numeric_cells": 71, "header_rows": 1, "locator": "section[10]/table-wrap[1]#table1-00368504211011341"}}, {"id": "asset:table:pmid:33881940:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:129043df5baa093cf9a30c36f70e3f77705eb686e3f892a19324f551bb4d0e21", "bytes": 902, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[2]#table2-00368504211011341", "version": null, "note": "APLN expression a associated with clinical pathological characteristic (logistic regression).", "structure": {"pmcid": "PMC10454995", "section_index": 10, "section_title": "Association between the expression of APLN and clinicopathologic features", "row_count": 8, "column_count": 4}, "table": {"label": "Table 2.", "caption": "APLN expression a associated with clinical pathological characteristic (logistic regression).", "rows": [["Characteristics", "Odds ratio in APLN expression", "Odds ratio (OR)", "p Value"], ["N stage (N1 vs N0)", "193", "0.92 (0.50–1.71)", "0.801"], ["M stage (M1 vs M0)", "126", "4.75 (1.13–32.42)", "0.055"], ["Clinical stage (stage II and stage III and stage IV vs stage I)", "297", "1.91 (1.21–3.05)", "0.006 b"], ["Histological type (squamous vs adenosquamous cell carcinoma)", "304", "1.32 (0.73–2.43)", "0.362"], ["Histologic grade (G3 and G4 vs G1 and G2)", "272", "1.67 (1.03–2.72)", "0.037 b"], ["PIK3CA status (Mut vs WT)", "286", "1.09 (0.65–1.83)", "0.737"], ["Primary therapy outcome (PD, SD, and PR vs CR)", "217", "2.14 (1.03–4.59)", "0.045 b"]], "row_count": 8, "column_count": 4, "numeric_cells": 21, "header_rows": 1, "locator": "section[10]/table-wrap[2]#table2-00368504211011341"}}, {"id": "asset:table:pmid:33881940:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d953a20fdd18db180177a01b83bcee936d131c98d3de63082cec3cfc015388b5", "bytes": 1518, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#table3-00368504211011341", "version": null, "note": "Univariate and multivariate Cox proportional hazard analysis of APLN expression and OS for patients with cervical cancer in the TCGA cohort.", "structure": {"pmcid": "PMC10454995", "section_index": 11, "section_title": "Univariate and multivariate Cox analyses of survival", "row_count": 12, "column_count": 6}, "table": {"label": "Table 3.", "caption": "Univariate and multivariate Cox proportional hazard analysis of APLN expression and OS for patients with cervical cancer in the TCGA cohort.", "rows": [["Characteristics", "Total (N)", "HR (95% CI) univariate analysis", "p Value univariate analysis", "HR (95% CI) multivariate analysis", "p Value multivariate analysis"], ["N stage (N1 vs N0)", "193", "2.695 (1.358–5.349)", "0.005 a", "2.887 (1.206–6.912)", "0.017 a"], ["Clinical stage (stage II and stage III and stage IV vs stage I)", "297", "1.429 (0.896–2.280)", "0.134", "", ""], ["Radiation therapy (yes vs no)", "304", "1.153 (0.681–1.951)", "0.596", "", ""], ["Histological type (squamous vs adenosquamous cell carcinoma)", "304", "1.010 (0.530–1.926)", "0.976", "", ""], ["Menopause status (post vs pre and peri)", "231", "1.275 (0.744–2.185)", "0.376", "", ""], ["Histologic grade (G3 and G4 vs G1 and G2)", "272", "0.889 (0.527–1.502)", "0.661", "", ""], ["Age (>50 vs ≤50)", "304", "1.317 (0.825–2.101)", "0.248", "", ""], ["PIK3CA status (Mut vs WT)", "286", "1.011 (0.599–1.707)", "0.967", "", ""], ["Primary therapy outcome (PD, SD, and PR vs CR)", "217", "13.514 (7.250–25.189)", "<0.001 a", "7.877 (2.792–22.222)", "<0.001 a"], ["Race (Asian and Black or African American vs White)", "259", "0.841 (0.427–1.658)", "0.618", "", ""], ["APLN (high vs low)", "304", "1.942 (1.192–3.164)", "0.008 a", "3.428 (1.390–8.456)", "0.007 a"]], "row_count": 12, "column_count": 6, "numeric_cells": 42, "header_rows": 1, "locator": "section[11]/table-wrap[1]#table3-00368504211011341"}}, {"id": "asset:table:pmid:33881940:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:42bdf551fe5e5523728a041bdc3a1af79ac5a980eab08da59d5f56d9e45a0ae3", "bytes": 1513, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[2]#table4-00368504211011341", "version": null, "note": "Univariate and multivariate Cox proportional hazard analysis of APLN expression and PFS for patients with cervical cancer in the TCGA cohort.", "structure": {"pmcid": "PMC10454995", "section_index": 11, "section_title": "Univariate and multivariate Cox analyses of survival", "row_count": 12, "column_count": 6}, "table": {"label": "Table 4.", "caption": "Univariate and multivariate Cox proportional hazard analysis of APLN expression and PFS for patients with cervical cancer in the TCGA cohort.", "rows": [["Characteristics", "Total (N)", "HR (95% CI) univariate analysis", "p Value univariate analysis", "HR (95% CI) multivariate analysis", "p Value multivariate analysis"], ["N stage (N1 vs N0)", "193", "1.983 (0.986–3.990)", "0.055", "", ""], ["Clinical stage (stage II, stage III and stage IV vs stage I)", "297", "1.308 (0.821–2.084)", "0.258", "", ""], ["Radiation therapy (yes vs no)", "304", "1.288 (0.754–2.200)", "0.354", "", ""], ["Histological type (squamous vs adenosquamous cell carcinoma)", "304", "0.778 (0.433–1.397)", "0.400", "", ""], ["Menopause status (post vs pre and peri)", "231", "1.091 (0.640–1.861)", "0.749", "", ""], ["Histologic grade (G3 and G4 vs G1 and G2)", "272", "1.594 (0.967–2.627)", "0.067", "", ""], ["Age (>50 vs ≤50)", "304", "1.612 (1.012–2.568)", "0.044 a", "1.174 (0.688–2.002)", "0.557"], ["PIK3CA status (Mut vs WT)", "286", "0.994 (0.589–1.679)", "0.983", "", ""], ["Primary therapy outcome (PD, SD, and PR vs CR)", "217", "7.907 (4.631–13.500)", "<0.001 a", "7.461 (4.342–12.821)", "<0.001 a"], ["Race (Asian and Black or African American vs White)", "259", "1.066 (0.553–2.057)", "0.848", "", ""], ["APLN (high vs low)", "304", "1.683 (1.045–2.709)", "0.032 a", "1.741 (1.010–2.999)", "0.046 a"]], "row_count": 12, "column_count": 6, "numeric_cells": 42, "header_rows": 1, "locator": "section[11]/table-wrap[2]#table4-00368504211011341"}}, {"id": "asset:table:pmid:33881940:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:8d52a0bbcce95fbf63a97f605c4bf854584918a5b2f16e16255bebecb742559b", "bytes": 1517, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[3]#table5-00368504211011341", "version": null, "note": "Univariate and multivariate Cox proportional hazard analysis of APLN expression and DSS for patients with cervical cancer in the TCGA cohort.", "structure": {"pmcid": "PMC10454995", "section_index": 11, "section_title": "Univariate and multivariate Cox analyses of survival", "row_count": 12, "column_count": 6}, "table": {"label": "Table 5.", "caption": "Univariate and multivariate Cox proportional hazard analysis of APLN expression and DSS for patients with cervical cancer in the TCGA cohort.", "rows": [["Characteristics", "Total (N)", "HR (95% CI) univariate analysis", "p Value univariate analysis", "HR (95% CI) multivariate analysis", "p Value multivariate analysis"], ["N stage (N1 vs N0)", "191", "3.303 (1.446–7.541)", "0.005 a", "2.970 (1.187–7.430)", "0.02 a"], ["Clinical stage (stage II, stage III and stage IV vs stage I)", "293", "1.608 (0.941–2.749)", "0.082", "", ""], ["Radiation therapy (yes vs no)", "300", "1.772 (0.891–3.522)", "0.103", "", ""], ["Histological type (squamous vs adenosquamous cell carcinoma)", "300", "0.956 (0.467–1.958)", "0.901", "", ""], ["Menopause status (post vs pre and peri)", "228", "1.233 (0.678–2.243)", "0.493", "", ""], ["Histologic grade (G3 and G4 vs G1 and G2)", "269", "0.955 (0.530–1.720)", "0.877", "", ""], ["Age (>50 vs ≤50)", "300", "1.333 (0.780–2.278)", "0.292", "", ""], ["PIK3CA status (Mut vs WT)", "282", "1.097 (0.606–1.989)", "0.759", "", ""], ["Primary therapy outcome (PD, SD, and PR vs CR)", "217", "16.934 (8.629–33.235)", "<0.001 a", "10.497 (3.470–31.753)", "<0.001 a"], ["Race (Asian and Black or African American vs White)", "257", "0.770 (0.344–1.724)", "0.526", "", ""], ["APLN (high vs low)", "300", "2.178 (1.236–3.838)", "0.007 a", "5.134 (1.854–14.216)", "0.002 a"]], "row_count": 12, "column_count": 6, "numeric_cells": 42, "header_rows": 1, "locator": "section[11]/table-wrap[3]#table5-00368504211011341"}}, {"id": "asset:table:pmid:33881940:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:8fc1d098cf23e5bac943dde5a70caee06727b21b92dbd19ebbe926f1ff8526fe", "bytes": 576, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#table6-00368504211011341", "version": null, "note": "KEGG pathways enriched in the high APLN expression group using GSEA.", "structure": {"pmcid": "PMC10454995", "section_index": 12, "section_title": "APLN-related signaling pathways based on gene set enrichment analysis (GSEA)", "row_count": 7, "column_count": 4}, "table": {"label": "Table 6.", "caption": "KEGG pathways enriched in the high APLN expression group using GSEA.", "rows": [["Name", "NES", "p. adjust", "FDR"], ["KEGG_ECM_RECEPTOR_INTERACTION", "2.299", "0.017", "0.012"], ["KEGG_FOCAL_ADHESION", "2.216", "0.017", "0.012"], ["KEGG_TGF_BETA_SIGNALING", "1.976", "0.017", "0.012"], ["KEGG_MAPK_SIGNALING", "1.951", "0.017", "0.012"], ["KEGG_PPAR_SIGNALING", "1.712", "0.03", "0.021"], ["KEGG_CALCIUM_SIGNALING", "1.525", "0.028", "0.020"]], "row_count": 7, "column_count": 4, "numeric_cells": 18, "header_rows": 1, "locator": "section[12]/table-wrap[1]#table6-00368504211011341"}}], "gaps": ["asset:data:geo:GSE29570 not downloaded", "asset:data:geo:GSE29570 licence not read", "asset:data:geo:GSE7410 not downloaded", "asset:data:geo:GSE7410 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The expression levels of APLN in tumor and no-paired normal cervical tissue samples were compared using the Wilcoxon rank-sum test."}}, {"id": "method-2", "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": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox regression"}}, {"id": "method-4", "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-5", "family": "regression_modelling", "specific": "logistic", "label": "Regression modelling", "dsl_operations": ["glm_logit_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 0.7, "band": "medium", "quote": "logistic regression"}}, {"id": "method-6", "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": 0.7, "band": "medium", "quote": "χ2"}}], "targets": [], "gaps": ["method.group_comparison_wilcoxon"]}, "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": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE7410", "GSE29570"], "resolved_accessions": ["GSE7410", "GSE29570"], "statements": ["The RNA-seq data (Workflow Type: HTSeq-Counts) and corresponding clinical information were downloaded from the TCGA-Cervical Adenocarcinoma and Cervical Squamous Cell Carcinoma datasets."], "basis": "The paper names GSE7410, GSE29570 in NCBI-GEO (Gene Expression Omnibus) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:33881940", "data:geo:GSE29570", "asset:table:pmid:33881940:1", "asset:table:pmid:33881940:2", "asset:table:pmid:33881940:3", "asset:table:pmid:33881940:4", "asset:table:pmid:33881940:5", "asset:table:pmid:33881940:6"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE29570"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:29:19Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 23198, "completion_tokens": 1440, "cached_tokens": 7936}}, "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:33881940", "type": "paper", "label": "pmid:33881940"}, {"id": "source:pmid:33881940", "type": "manuscript", "label": "PMID 33881940 full text"}, {"id": "data:geo:GSE29570", "type": "dataset", "label": "GEO GSE29570"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33881940", "type": "paper", "label": "pmid:33881940"}, {"id": "source:pmid:33881940", "type": "manuscript", "label": "PMID 33881940 full text"}, {"id": "data:geo:GSE29570", "type": "dataset", "label": "GEO GSE29570"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33881940", "type": "extraction", "used": ["source:pmid:33881940"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE29570", "type": "accession_resolution", "used": ["data:geo:GSE29570"], "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:33881940", "parent_hash": "sha256:7c578271ce9857da236b1e7e16cac368516eb989effdb79b6414dd6f8098f610", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE29570 licence not read", "asset:data:geo:GSE29570 not downloaded", "asset:data:geo:GSE7410 licence not read", "asset:data:geo:GSE7410 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The expression levels of APLN in tumor and no-paired normal cervical tissue samples were compared using the Wilcoxon rank-sum test."], "order_basis": "analysis_only", "id": "assay:1"}]}