← All .science files
pmid:27801851
PPIC, EMP3 and CHI3L1 Are Novel Prognostic Markers for High Grade Glioma.
Yuan-Feng Gao · Tao Zhu · Chen-Xue Mao · Zhi-Xiong Liu · Zhi-Bin Wang · Xiao-Yuan Mao · Ling Li · Ji-Ye Yin · Hong-Hao Zhou · Zhao-Qian Liu
International journal of molecular sciences · 2016 doi:10.3390/ijms17111808
Paper
complete
Experiment
complete
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 · 10 items
claims array · 2 items
[0] object · 6 fields
evidence array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[1] object · 6 fields
target object · 4 fields
evidence array · 4 items
[0] object · 3 fields
[1] object · 3 fields
[2] 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 · 7 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 180 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 170 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 84 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 12 items
[0] array · 11 items
[1] array · 12 items
[2] array · 12 items
[3] array · 2 items
[4] array · 14 items
[5] array · 11 items
[6] array · 2 items
[7] array · 14 items
[8] array · 11 items
[9] array · 2 items
[10] array · 14 items
[11] array · 11 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 16 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[4] array · 5 items
[5] array · 5 items
[6] array · 5 items
[7] array · 5 items
[8] array · 5 items
[9] array · 5 items
[10] array · 5 items
[11] array · 5 items
[12] array · 5 items
[13] array · 5 items
[14] array · 5 items
[15] array · 5 items
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 9 items
[0] array · 3 items
[1] array · 3 items
[2] array · 2 items
[3] array · 3 items
[4] array · 2 items
[5] array · 3 items
[6] array · 2 items
[7] array · 3 items
[8] array · 2 items
gaps array · 6 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 · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
targets array · 1 item
[0] object · 8 fields
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 · 1 item
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 3 items
resolved_accessions array · 3 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 5 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 · 11 items
assays array · 3 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 · 0 items
source_hashes object · 1 field
evidence array · 1 item
[2] 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:27801851", "kind": "science-record", "revision": 8, "content_hash": "sha256:9c19ea33c4bcf2a0bad2e9eb79d5393ac9cc9268d56e4b217285f9fb6d78bf77", "created_at": "2026-11-01T15:40:21Z", "updated_at": "2026-11-01T21:59:12Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "PPIC, EMP3 and CHI3L1 Are Novel Prognostic Markers for High Grade Glioma.", "doi": "10.3390/ijms17111808", "pmid": "27801851", "authors": ["Yuan-Feng Gao", "Tao Zhu", "Chen-Xue Mao", "Zhi-Xiong Liu", "Zhi-Bin Wang", "Xiao-Yuan Mao", "Ling Li", "Ji-Ye Yin", "Hong-Hao Zhou", "Zhao-Qian Liu"], "journal": "International journal of molecular sciences", "year": 2016, "abstract": "Current treatment methods for patients diagnosed with gliomas have shown limited success. This is partly due to the lack of prognostic genes available to accurately predict disease outcomes. The aim of this study was to investigate novel prognostic genes based on the molecular profile of tumor samples and their correlation with clinical parameters. In the current study, microarray data (GSE4412 and GSE7696) downloaded from Gene Expression Omnibus were used to identify differentially expressed prognostic genes (DEPGs) by significant analysis of microarray (SAM) between long-term survivors (>2 years) and short-term survivors (≤2 years). DEPGs generated from these two datasets were intersected to obtain a list of common DEPGs. The expression of a subset of common DEPGs was then independently validated by real-time reverse transcription quantitative PCR (qPCR). Survival value of the common DEPGs was validated using known survival data from the GSE4412 and TCGA dataset. After intersecting DEPGs generated from the above two datasets, three genes were identified which may potentially be used to determine glioma patient prognosis. Independent validation with glioma patients tissue (n = 70) and normal brain tissue (n = 19) found PPIC, EMP3 and CHI3L1 were up-regulated in glioma tissue. Survival value validation showed that the three genes correlated with patient survival by Kaplan-Meir analysis, including grades, age and therapy.", "claims": [{"id": "claim-data-access", "statement": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27801851", "locator": "sections[10] \"4.1. Affymetrix Microarray Data\" paragraph 2", "quote": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database."}, {"asset": "source:pmid:27801851", "locator": "sections[10] \"4.1. Affymetrix Microarray Data\" paragraph 2", "quote": "The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array."}, {"asset": "source:pmid:27801851", "locator": "sections[10] \"4.1. Affymetrix Microarray Data\" paragraph 2", "quote": "Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study identified PPIC, EMP3, and CHI3L1 as three common differentially expressed prognostic genes in glioma.", "kind": "quantitative", "target": {"value": 0.05, "unit": "p-value", "tolerance": null, "source": "Genes were considered differentially expressed when meeting the cut-off criterion of |log fold change (FC)| ≥ 1.5 and p < 0.05."}, "evidence": [{"asset": "source:pmid:27801851", "locator": "sections[3] \"2.1. Identification of DEPGs\" paragraph 2", "quote": "Intersection of the DEPGs revealed a total of three common DEPGs—PPIC, EMP3 and CHI3L1—suggesting that these common DEPGs may be potential prognostic indicators of glioma progression (Figure 1E)."}, {"asset": "source:pmid:27801851", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "In the current study, microarray data (GSE4412 and GSE7696) downloaded from Gene Expression Omnibus were used to identify differentially expressed prognostic genes (DEPGs) by significant analysis of microarray (SAM) between long-term survivors (>2 years) and short-term survivors (≤2 years)."}, {"asset": "source:pmid:27801851", "locator": "sections[11] \"4.2. Differentially Expressed Prognostic Genes (DEPGs) Analysis\" paragraph 2", "quote": "Genes were considered differentially expressed when meeting the cut-off criterion of |log fold change (FC)| ≥ 1.5 and p < 0.05."}, {"asset": "source:pmid:27801851", "locator": "sections[11] \"4.2. Differentially Expressed Prognostic Genes (DEPGs) Analysis\" paragraph 2", "quote": "The results generated from GSE4412 and GSE7696 datasets were then intersected to find DEPGs."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study identified PPIC, EMP3, and CHI3L1 as three common differentially expressed prognostic genes in glioma.", "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:27801851"], "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:GSE4290"], "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:GSE4290"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:27801851", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ijms17111808", "sha256": "sha256:33be9a55f94dbcde0315188ed3fb07a98575195d456b8d4a97a78ccefcfe9a9e", "bytes": 33682, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ijms17111808", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC5133809", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE4290", "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=GSE4290", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE4290", "version": null, "note": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM97793", "GSM97794", "GSM97795", "GSM97796", "GSM97797", "GSM97798", "GSM97799", "GSM97800", "GSM97801", "GSM97802", "GSM97803", "GSM97804", "GSM97805", "GSM97806", "GSM97807", "GSM97808", "GSM97809", "GSM97810", "GSM97811", "GSM97812", "GSM97813", "GSM97814", "GSM97815", "GSM97816", "GSM97817", "GSM97818", "GSM97819", "GSM97820", "GSM97821", "GSM97822", "GSM97823", "GSM97824", "GSM97825", "GSM97826", "GSM97827", "GSM97828", "GSM97829", "GSM97830", "GSM97831", "GSM97832", "GSM97833", "GSM97834", "GSM97835", "GSM97836", "GSM97837", "GSM97838", "GSM97839", "GSM97840", "GSM97841", "GSM97842", "GSM97843", "GSM97844", "GSM97845", "GSM97846", "GSM97847", "GSM97848", "GSM97849", "GSM97850", "GSM97851", "GSM97852", "GSM97853", "GSM97854", "GSM97855", "GSM97856", "GSM97857", "GSM97858", "GSM97859", "GSM97860", "GSM97861", "GSM97862", "GSM97863", "GSM97864", "GSM97865", "GSM97866", "GSM97867", "GSM97868", "GSM97869", "GSM97870", "GSM97871", "GSM97872", "GSM97873", "GSM97874", "GSM97875", "GSM97876", "GSM97877", "GSM97878", "GSM97879", "GSM97880", "GSM97881", "GSM97882", "GSM97883", "GSM97884", "GSM97885", "GSM97886", "GSM97887", "GSM97888", "GSM97889", "GSM97890", "GSM97891", "GSM97892", "GSM97893", "GSM97894", "GSM97895", "GSM97896", "GSM97897", "GSM97898", "GSM97899", "GSM97900", "GSM97901", "GSM97902", "GSM97903", "GSM97904", "GSM97905", "GSM97906", "GSM97907", "GSM97908", "GSM97909", "GSM97910", "GSM97911", "GSM97912", "GSM97913", "GSM97914", "GSM97915", "GSM97916", "GSM97917", "GSM97918", "GSM97919", "GSM97920", "GSM97921", "GSM97922", "GSM97923", "GSM97924", "GSM97925", "GSM97926", "GSM97927", "GSM97928", "GSM97929", "GSM97930", "GSM97931", "GSM97932", "GSM97933", "GSM97934", "GSM97935", "GSM97936", "GSM97937", "GSM97938", "GSM97939", "GSM97940", "GSM97941", "GSM97942", "GSM97943", "GSM97944", "GSM97945", "GSM97946", "GSM97947", "GSM97948", "GSM97949", "GSM97950", "GSM97951", "GSM97952", "GSM97953", "GSM97954", "GSM97955", "GSM97956", "GSM97957", "GSM97958", "GSM97959", "GSM97960", "GSM97961", "GSM97962", "GSM97963", "GSM97964", "GSM97965", "GSM97966", "GSM97967", "GSM97968", "GSM97969", "GSM97970", "GSM97971", "GSM97972"], "sample_count": 180, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data of glioma samples from Henry Ford Hospital", "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:GSE4412", "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=GSE4412", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE4412", "version": null, "note": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM99432", "GSM99433", "GSM99434", "GSM99435", "GSM99436", "GSM99437", "GSM99438", "GSM99439", "GSM99440", "GSM99441", "GSM99442", "GSM99443", "GSM99444", "GSM99445", "GSM99446", "GSM99447", "GSM99448", "GSM99449", "GSM99450", "GSM99451", "GSM99452", "GSM99453", "GSM99454", "GSM99455", "GSM99456", "GSM99457", "GSM99458", "GSM99459", "GSM99460", "GSM99461", "GSM99462", "GSM99463", "GSM99464", "GSM99465", "GSM99466", "GSM99467", "GSM99468", "GSM99469", "GSM99470", "GSM99471", "GSM99472", "GSM99473", "GSM99474", "GSM99475", "GSM99476", "GSM99477", "GSM99478", "GSM99479", "GSM99480", "GSM99481", "GSM99482", "GSM99483", "GSM99484", "GSM99485", "GSM99486", "GSM99487", "GSM99488", "GSM99489", "GSM99490", "GSM99491", "GSM99492", "GSM99493", "GSM99494", "GSM99495", "GSM99496", "GSM99497", "GSM99498", "GSM99499", "GSM99500", "GSM99501", "GSM99502", "GSM99503", "GSM99504", "GSM99505", "GSM99506", "GSM99507", "GSM99508", "GSM99509", "GSM99510", "GSM99511", "GSM99512", "GSM99513", "GSM99514", "GSM99515", "GSM99516", "GSM99517", "GSM99518", "GSM99519", "GSM99520", "GSM99521", "GSM99522", "GSM99523", "GSM99524", "GSM99525", "GSM99526", "GSM99527", "GSM99528", "GSM99529", "GSM99530", "GSM99531", "GSM99532", "GSM99533", "GSM99534", "GSM99535", "GSM99536", "GSM99537", "GSM99538", "GSM99539", "GSM99540", "GSM99541", "GSM99542", "GSM99543", "GSM99544", "GSM99545", "GSM99546", "GSM99547", "GSM99548", "GSM99549", "GSM99550", "GSM99551", "GSM99552", "GSM99553", "GSM99554", "GSM99555", "GSM99556", "GSM99557", "GSM99558", "GSM99559", "GSM99560", "GSM99561", "GSM99562", "GSM99563", "GSM99564", "GSM99565", "GSM99566", "GSM99567", "GSM99568", "GSM99569", "GSM99570", "GSM99571", "GSM99572", "GSM99573", "GSM99574", "GSM99575", "GSM99576", "GSM99577", "GSM99578", "GSM99579", "GSM99580", "GSM99581", "GSM99582", "GSM99583", "GSM99584", "GSM99585", "GSM99586", "GSM99587", "GSM99588", "GSM99589", "GSM99590", "GSM99591", "GSM99592", "GSM99593", "GSM99594", "GSM99595", "GSM99596", "GSM99597", "GSM99598", "GSM99599", "GSM99600", "GSM99601"], "sample_count": 170, "group_sizes": null, "group_sizes_basis": null, "platform": "96;97", "taxon": "Homo sapiens", "title": "freij-affy-human-91666", "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:GSE7696", "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=GSE7696", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7696", "version": null, "note": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM187153", "GSM187154", "GSM187155", "GSM187156", "GSM187157", "GSM187158", "GSM187159", "GSM187160", "GSM187161", "GSM187162", "GSM187163", "GSM187164", "GSM187165", "GSM187166", "GSM187167", "GSM187168", "GSM187169", "GSM187170", "GSM187171", "GSM187172", "GSM187173", "GSM187174", "GSM187175", "GSM187176", "GSM187177", "GSM187178", "GSM187179", "GSM187180", "GSM187181", "GSM187182", "GSM187183", "GSM187184", "GSM187185", "GSM187186", "GSM187187", "GSM187188", "GSM187189", "GSM187190", "GSM187191", "GSM187192", "GSM187193", "GSM187194", "GSM187195", "GSM187196", "GSM187197", "GSM187198", "GSM187199", "GSM187200", "GSM187201", "GSM187202", "GSM187203", "GSM187204", "GSM187205", "GSM187206", "GSM187207", "GSM187208", "GSM187209", "GSM187210", "GSM187211", "GSM187212", "GSM187213", "GSM187214", "GSM187215", "GSM187216", "GSM187217", "GSM187218", "GSM187219", "GSM187220", "GSM187221", "GSM187222", "GSM187223", "GSM187224", "GSM187225", "GSM187226", "GSM187227", "GSM187228", "GSM187229", "GSM187230", "GSM187231", "GSM187232", "GSM187233", "GSM187234", "GSM187235", "GSM187236"], "sample_count": 84, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Glioblastoma from a homogenous cohort of patients treated within clinical trial", "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:27801851:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f5ea95aec2e6114b27b3abe489ef41bb6e3d752d3271b6237528bf0e18504cb2", "bytes": 1157, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[4]/table-wrap[1]#ijms-17-01808-t001", "version": null, "note": "Correlation between PPIC/EMP3/CHI3L1 expression and glioma clinicopathologic features in 70 patients.", "structure": {"pmcid": "PMC5133809", "section_index": 4, "section_title": "2.2. Independent Validation of Glioma-Specific Markers", "row_count": 12, "column_count": 14}, "table": {"label": "Table 1", "caption": "Correlation between PPIC/EMP3/CHI3L1 expression and glioma clinicopathologic features in 70 patients.", "rows": [["", "N%", "PPIC Expression Levels", "", "", "EMP3 Expression Levels", "", "", "CHI3L1 Expression Levels", "", ""], ["High", "Low", "Ratio", "p", "High", "Low", "Ratio", "p", "High", "Low", "Ratio", "p"], ["Expression", "Expression", "(High/Low)", "", "Expression", "Expression", "(High/Low)", "", "Expression", "Expression", "(High/Low)", ""], ["Sex", ""], ["Male", "48 (68.57)", "13", "35", "0.371", "0.184", "16", "32", "0.5", "0.835", "15", "33", "0.454", "0.441"], ["Female", "22 (31.42)", "10", "12", "0.833", "5", "17", "0.294", "7", "15", "0.467"], ["Age, year", ""], ["<45", "45 (64.28)", "13", "32", "0.406", "0.068", "14", "31", "0.452", "0.762", "13", "32", "0.406", "0.965"], ["≥45", "25 (35.72)", "11", "14", "0.786", "7", "18", "0.389", "9", "16", "0.563"], ["Grade", ""], ["Low (I + II)", "38 (54.28)", "7", "31", "0.226", "0.005", "11", "27", "0.407", "0.876", "13", "25", "0.52", "0.935"], ["High (III + IV)", "32 (45.71)", "16", "16", "0.500", "10", "22", "0.454", "9", "23", "0.391"]], "row_count": 12, "column_count": 14, "numeric_cells": 71, "header_rows": 3, "locator": "section[4]/table-wrap[1]#ijms-17-01808-t001"}}, {"id": "asset:table:pmid:27801851:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:1af73da8df207080153b40bb127fe029310e029cb7ccd2cb31d44153c43cd215", "bytes": 723, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#ijms-17-01808-t002", "version": null, "note": "Clinical and histological characteristics of patients with glioma.", "structure": {"pmcid": "PMC5133809", "section_index": 10, "section_title": "4.1. Affymetrix Microarray Data", "row_count": 16, "column_count": 5}, "table": {"label": "Table 2", "caption": "Clinical and histological characteristics of patients with glioma.", "rows": [["Sequence", "GSE4412", "GSE7696", "GSE4290", "TCGA"], ["Patients (n)", "74", "60", "157", "567"], ["Male", "28", "43", "", "347"], ["Female", "46", "17", "", "220"], ["Age (years)", "46 (18–82)", "48 (33–70)", "", "58 (10–89)"], ["Grade (n)", "", "", "", ""], ["I", "", "", "", ""], ["II", "", "", "45", ""], ["III", "24", "", "31", ""], ["IV", "50", "60", "81", "567"], ["Temozolomide (TMZ) (n)", "", "", "", ""], ["Yes", "", "", "", "166"], ["No", "", "", "", "401"], ["Radiotherapy Z (n)", "", "", "", ""], ["Yes", "", "", "", "422"], ["No", "", "", "", "145"]], "row_count": 16, "column_count": 5, "numeric_cells": 27, "header_rows": 1, "locator": "section[10]/table-wrap[1]#ijms-17-01808-t002"}}, {"id": "asset:table:pmid:27801851:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:188b6a2cd3fceea60e8b3b351f2a3ffbccd46efd73c0614e1402544f5f75d259", "bytes": 530, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#ijms-17-01808-t003", "version": null, "note": "Primer sequences used for real-time PCR.", "structure": {"pmcid": "PMC5133809", "section_index": 13, "section_title": "4.4. RNA Extraction and Reverse-Transcription PCR from Human Tissue", "row_count": 9, "column_count": 3}, "table": {"label": "Table 3", "caption": "Primer sequences used for real-time PCR.", "rows": [["Gene", "Sequence", "Base"], ["PPIC", "F: AGCAAGTTTCATCGTGTCATCA", "22"], ["R: TGGAAATGTCTCACCATAGATGC", "23"], ["EMP3", "F: GGAGGTCTCTTCTATGCCACC", "21"], ["R: AGGATCTCCTCGGCGTGAAT", "20"], ["CHI3L1", "F: GTGAAGGCGTCTCAAACAGG", "20"], ["R: GAAGCGGTCAAGGGCATCT", "19"], ["GAPDH", "F: GAGTCAACGGATTTGGTCGT", "20"], ["R: TTGATTTTGGAGGGATCTCG", "20"]], "row_count": 9, "column_count": 3, "numeric_cells": 8, "header_rows": 1, "locator": "section[13]/table-wrap[1]#ijms-17-01808-t003"}}], "gaps": ["asset:data:geo:GSE4290 not downloaded", "asset:data:geo:GSE4290 licence not read", "asset:data:geo:GSE4412 not downloaded", "asset:data:geo:GSE4412 licence not read", "asset:data:geo:GSE7696 not downloaded", "asset:data:geo:GSE7696 licence not read"]}, "analysis": {"state": "partial", "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": 0.8, "band": "high", "quote": "Kaplan-Meier"}}, {"id": "method-2", "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-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "PPI"}}, {"id": "method-4", "family": null, "specific": null, "label": "Significant analysis of microarray (SAM)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "reordered", "quote": "“In the current study, microarray data (GSE4412 and GSE7696) downloaded from Gene Expression Omnibus were used to identify differentially expressed prognostic genes (DEPGs) by significant analysis of microarray (SAM) between long-term survivors (>2 years) and short-term survivors (≤2 years).”"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "build_graph", "expected_value": 0.05, "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": ["method.reader_named_unmapped"]}, "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": ["GSE4412", "GSE7696", "GSE4290"], "resolved_accessions": ["GSE4412", "GSE7696", "GSE4290"], "statements": ["Expression profiles (GSE4412, GSE7696 and GSE4290) were acquired from the Gene Expression Omnibus (GEO, http://www.ncbi.nlm.nih.gov/geo/) database. The platform of GSE4412 is GPL96 [HG-U133A] Affymetrix Human Genome U133A Array. Only grade III (n = 24) and IV (n = 50) gliomas were included in GSE4412."], "basis": "The paper names GSE4412, GSE7696, GSE4290 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": ["survival_km"], "assets": ["source:pmid:27801851", "data:geo:GSE4290", "asset:table:pmid:27801851:1", "asset:table:pmid:27801851:2", "asset:table:pmid:27801851:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE4290"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:29:59Z", "independence": "same_provider"}, "evidence_check": {"method": "reordered", "availability": null}, "calls": 8, "usage": {"prompt_tokens": 75324, "completion_tokens": 5509, "cached_tokens": 2104}}, "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:27801851", "type": "paper", "label": "pmid:27801851"}, {"id": "source:pmid:27801851", "type": "manuscript", "label": "PMID 27801851 full text"}, {"id": "data:geo:GSE4290", "type": "dataset", "label": "GEO GSE4290"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:27801851", "type": "paper", "label": "pmid:27801851"}, {"id": "source:pmid:27801851", "type": "manuscript", "label": "PMID 27801851 full text"}, {"id": "data:geo:GSE4290", "type": "dataset", "label": "GEO GSE4290"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-27801851", "type": "extraction", "used": ["source:pmid:27801851"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE4290", "type": "accession_resolution", "used": ["data:geo:GSE4290"], "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:27801851", "parent_hash": "sha256:ae9c08148f7031f3d2e01015ed1fd5b07b13222fddfc4544190680d22baa0f5e", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE4290 licence not read", "asset:data:geo:GSE4290 not downloaded", "asset:data:geo:GSE4412 licence not read", "asset:data:geo:GSE4412 not downloaded", "asset:data:geo:GSE7696 licence not read", "asset:data:geo:GSE7696 not downloaded", "execution.not_run", "method.reader_named_unmapped", "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": ["h clinical parameters. In the current study, microarray data (GSE4412 and GSE7696) downloaded from G", "tic genes (DEPGs) by significant analysis of microarray (SAM) between long-term survivors (>2 years)"], "order_basis": "paper_text_order:402", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["time reverse transcription quantitative PCR (qPCR). Survival value of the common DEPGs was val"], "order_basis": "paper_text_order:892", "id": "assay:2"}, {"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": 0.8, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}