← All .science files
pmid:32411179
PKMYT1 as a Potential Target to Improve the Radiosensitivity of Lung Adenocarcinoma.
Huan-Ping Long · Jia-Qing Liu · Yang-Yang Yu · Qiao Qiao · Guang Li
Frontiers in genetics · 2020 doi:10.3389/fgene.2020.00376
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 · 5 items
claims array · 2 items
[0] object · 6 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 · 8 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 116 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 100 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 110 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 16 items
[0] array · 6 items
[1] array · 6 items
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
[5] array · 6 items
[6] array · 6 items
[7] array · 6 items
[8] array · 6 items
[9] array · 6 items
[10] array · 6 items
[11] array · 6 items
[12] array · 6 items
[13] array · 6 items
[14] array · 6 items
[15] array · 6 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 3 items
[0] array · 2 items
[1] array · 2 items
[2] array · 2 items
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 3 items
[0] array · 2 items
[1] array · 2 items
[2] array · 2 items
[7] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 4 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
gaps array · 6 items
analysis object · 4 fields
methods array · 4 items
[0] object · 10 fields
dsl_operations array · 4 items
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
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 · 4 items
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 · 4 items
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 · 11 items
assays array · 4 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[3] object · 11 fields
required_operations array · 4 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:32411179", "kind": "science-record", "revision": 7, "content_hash": "sha256:9f809c2d074746707b5df7334025c5a6b412ad5f0f54a431e6e26fb95c35c0d2", "created_at": "2026-11-01T15:41:01Z", "updated_at": "2026-11-01T22:01:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "PKMYT1 as a Potential Target to Improve the Radiosensitivity of Lung Adenocarcinoma.", "doi": "10.3389/fgene.2020.00376", "pmid": "32411179", "authors": ["Huan-Ping Long", "Jia-Qing Liu", "Yang-Yang Yu", "Qiao Qiao", "Guang Li"], "journal": "Frontiers in genetics", "year": 2020, "abstract": "OBJECTIVE: This article is dedicated to finding important genes related to the prognosis of lung adenocarcinoma (LUAD), looking for a new gene that may affect tumor radiosensitivity, and conducting basic experiments to verify the relationship between this gene and the radiosensitivity of LUAD.\nMETHODS: The gene expression profiles GSE32863, GSE33532, and GSE43458 were obtained from NCBI-GEO. GEO2R and a Venn diagram were used to identify upregulated genes. STRING and Cytoscape were applied to develop a protein-protein interaction network (PPI) and analyze the modules. The Database for Annotation, Visualization and Integrated Discovery (DAVID) was used to process the GO and KEGG pathway analysis. The Kaplan Meier plotter and Gene Expression Profiling Interactive Analysis (GEPIA) were applied to get the significant prognostic information and differential expression between LUAD tissues and normal lung tissues. Western blotting and Q-PCR were used to detect the expression of PKMYT1 in tissues. Small interfering RNAs (siRNAs) were used to knockdown PKMYT1. The colony survival experiment was used to assess the effect of PMYT1 on the radiosensitivity of tumor cells. Cell cycle analysis was used to assess cell cycle distribution.\nRESULTS: We identified 14 genes (PKMYT1, TTK, CHEK1, CDC20, PTTG1, MCM2, CDC25C, MCM4, CCNB1, CDC45, MAD2L1, CCNB2, BUB1, and CCNA2) that are important for LUAD and may be potential therapeutic targets. We confirmed that PKMYT1 is highly expressed in LUAD and firstly demonstrated that artificially silencing the expression of PKMYT1 can abrogate IR-induced G2/M phase arrest and increase the sensitivity of cancer cells to radiation.\nCONCLUSION: In summary, we obtained 14 core genes related to the poor prognosis of LUAD via bioinformatical analysis. We identified that PKMYT1 was significantly upregulated in LUAD tissues and firstly demonstrated that knockdown of PKMYT1 can eliminate the radiation-induced G2/M arrest, resulting in a lower survival rate for cells receiving radiation therapy. Our findings suggested that PKMYT1 is a promising target to improve the radiosensitivity of LUAD.", "claims": [{"id": "claim-method", "statement": "Kaplan Meier plotter was used to analyze the overall survival (OS) of 72 hub genes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32411179", "locator": "sections[16] \"Identification of Core Genes\" paragraph 2", "quote": "Kaplan Meier plotter was used to analyze the overall survival (OS) of 72 hub genes."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32411179", "locator": "sections[24] \"Data Availability Statement\" paragraph 2", "quote": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32411179"], "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:GSE32863"], "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:GSE32863"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32411179", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fgene.2020.00376", "sha256": "sha256:a25f9ac9bc4b26e8da4f7f881a3f4c65dcb8cb3c2bc1d72240d039ba8d5a7a4c", "bytes": 19904, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fgene.2020.00376", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7201004", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE32863", "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=GSE32863", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32863", "version": null, "note": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM813411", "GSM813412", "GSM813413", "GSM813414", "GSM813415", "GSM813416", "GSM813417", "GSM813418", "GSM813419", "GSM813420", "GSM813421", "GSM813422", "GSM813423", "GSM813424", "GSM813425", "GSM813426", "GSM813427", "GSM813428", "GSM813429", "GSM813430", "GSM813431", "GSM813432", "GSM813433", "GSM813434", "GSM813435", "GSM813436", "GSM813437", "GSM813438", "GSM813439", "GSM813440", "GSM813441", "GSM813442", "GSM813443", "GSM813444", "GSM813445", "GSM813446", "GSM813447", "GSM813448", "GSM813449", "GSM813450", "GSM813451", "GSM813452", "GSM813453", "GSM813454", "GSM813455", "GSM813456", "GSM813457", "GSM813458", "GSM813459", "GSM813460", "GSM813461", "GSM813462", "GSM813463", "GSM813464", "GSM813465", "GSM813466", "GSM813467", "GSM813468", "GSM813469", "GSM813470", "GSM813471", "GSM813472", "GSM813473", "GSM813474", "GSM813475", "GSM813476", "GSM813477", "GSM813478", "GSM813479", "GSM813480", "GSM813481", "GSM813482", "GSM813483", "GSM813484", "GSM813485", "GSM813486", "GSM813487", "GSM813488", "GSM813489", "GSM813490", "GSM813491", "GSM813492", "GSM813493", "GSM813494", "GSM813495", "GSM813496", "GSM813497", "GSM813498", "GSM813499", "GSM813500", "GSM813501", "GSM813502", "GSM813503", "GSM813504", "GSM813505", "GSM813506", "GSM813507", "GSM813508", "GSM813509", "GSM813510", "GSM813511", "GSM813512", "GSM813513", "GSM813514", "GSM813515", "GSM813516", "GSM813517", "GSM813518", "GSM813519", "GSM813520", "GSM813521", "GSM813522", "GSM813523", "GSM813524", "GSM813525", "GSM813526"], "sample_count": 116, "group_sizes": null, "group_sizes_basis": null, "platform": "6884", "taxon": "Homo sapiens", "title": "Gene expression analysis of lung adenocarcinoma and matched adjacent non-tumor lung 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": "data:geo:GSE33532", "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=GSE33532", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE33532", "version": null, "note": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM835268", "GSM835269", "GSM835270", "GSM835271", "GSM835272", "GSM835273", "GSM835274", "GSM835275", "GSM835276", "GSM835277", "GSM835278", "GSM835279", "GSM835280", "GSM835281", "GSM835282", "GSM835283", "GSM835284", "GSM835285", "GSM835286", "GSM835287", "GSM835288", "GSM835289", "GSM835290", "GSM835291", "GSM835292", "GSM835293", "GSM835294", "GSM835295", "GSM835296", "GSM835297", "GSM835298", "GSM835299", "GSM835300", "GSM835301", "GSM835302", "GSM835303", "GSM835304", "GSM835305", "GSM835306", "GSM835307", "GSM835308", "GSM835309", "GSM835310", "GSM835311", "GSM835312", "GSM835313", "GSM835314", "GSM835315", "GSM835316", "GSM835317", "GSM835318", "GSM835319", "GSM835320", "GSM835321", "GSM835322", "GSM835323", "GSM835324", "GSM835325", "GSM835326", "GSM835327", "GSM835328", "GSM835329", "GSM835330", "GSM835331", "GSM835332", "GSM835333", "GSM835334", "GSM835335", "GSM835336", "GSM835337", "GSM835338", "GSM835339", "GSM835340", "GSM835341", "GSM835342", "GSM835343", "GSM835344", "GSM835345", "GSM835346", "GSM835347", "GSM835348", "GSM835349", "GSM835350", "GSM835351", "GSM835352", "GSM835353", "GSM835354", "GSM835355", "GSM835356", "GSM835357", "GSM835358", "GSM835359", "GSM835360", "GSM835361", "GSM835362", "GSM835363", "GSM835364", "GSM835365", "GSM835366", "GSM835367"], "sample_count": 100, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Intratumor heterogeneity of gene expression profiles in early stage non-small cell lung cancer (NSCLC)", "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:GSE43458", "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=GSE43458", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE43458", "version": null, "note": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1062765", "GSM1062766", "GSM1062767", "GSM1062768", "GSM1062769", "GSM1062770", "GSM1062771", "GSM1062772", "GSM1062773", "GSM1062774", "GSM1062775", "GSM1062776", "GSM1062777", "GSM1062778", "GSM1062779", "GSM1062780", "GSM1062781", "GSM1062782", "GSM1062783", "GSM1062784", "GSM1062785", "GSM1062786", "GSM1062787", "GSM1062788", "GSM1062789", "GSM1062790", "GSM1062791", "GSM1062792", "GSM1062793", "GSM1062794", "GSM1062795", "GSM1062796", "GSM1062797", "GSM1062798", "GSM1062799", "GSM1062800", "GSM1062801", "GSM1062802", "GSM1062803", "GSM1062804", "GSM1062805", "GSM1062806", "GSM1062807", "GSM1062808", "GSM1062809", "GSM1062810", "GSM1062811", "GSM1062812", "GSM1062813", "GSM1062814", "GSM1062815", "GSM1062816", "GSM1062817", "GSM1062818", "GSM1062819", "GSM1062820", "GSM1062821", "GSM1062822", "GSM1062823", "GSM1062824", "GSM1062825", "GSM1062826", "GSM1062827", "GSM1062828", "GSM1062829", "GSM1062830", "GSM1062831", "GSM1062832", "GSM1062833", "GSM1062834", "GSM1062835", "GSM1062836", "GSM1062837", "GSM1062838", "GSM1062839", "GSM1062840", "GSM1062841", "GSM1062842", "GSM1062843", "GSM1062844", "GSM1062845", "GSM1062846", "GSM1062847", "GSM1062848", "GSM1062849", "GSM1062850", "GSM1062851", "GSM1062852", "GSM1062853", "GSM1062854", "GSM1062855", "GSM1062856", "GSM1062857", "GSM1062858", "GSM1062859", "GSM1062860", "GSM1062861", "GSM1062862", "GSM1062863", "GSM1062864", "GSM1062865", "GSM1062866", "GSM1062867", "GSM1062868", "GSM1062869", "GSM1062870", "GSM1062871", "GSM1062872", "GSM1062873", "GSM1062874"], "sample_count": 110, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Gene expression profiling of lung adenocarcinomas and normal lung 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:32411179:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:ef2ee89f8e23b89ac827b462efd2c4b11351b97287ac4e17bb5ca3da4a1b5fe5", "bytes": 1592, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#T1", "version": null, "note": "Gene ontology analysis of 324 genes.", "structure": {"pmcid": "PMC7201004", "section_index": 14, "section_title": "Analyses of Gene Ontology and Pathway Enrichment", "row_count": 16, "column_count": 6}, "table": {"label": "TABLE 1", "caption": "Gene ontology analysis of 324 genes.", "rows": [["Categories", "Term", "Count", "%", "p-value", "FDR"], ["GOTERM_BP_DIRECT", "GO:0006268~DNA unwinding involved in DNA replication", "5", "0.009586073", "9.71E-06", "0.015322831"], ["", "GO:0030199~collagen fibril organization", "7", "0.013420503", "1.80E-05", "0.028344256"], ["", "GO:0007018~microtubule-based movement", "9", "0.017254932", "2.75E-05", "0.043412072"], ["", "GO:0006270~DNA replication initiation", "5", "0.009586073", "6.78E-04", "1.065044432"], ["", "GO:0090307~mitotic spindle assembly", "5", "0.009586073", "0.001347575", "2.105625858"], ["", "GO:0007080~mitotic metaphase plate congression", "5", "0.009586073", "0.001568185", "2.446354599"], ["GOTERM_CC_DIRECT", "GO:0005871~kinesin complex", "9", "0.017254932", "2.72E-06", "0.003474135"], ["", "GO:0030496~midbody", "11", "0.021089361", "2.88E-06", "0.003685049"], ["", "GO:0032133~chromosome passenger complex", "4", "0.007668859", "6.78E-05", "0.086752849"], ["GOTERM_MF_DIRECT", "GO:0005524~ATP binding", "44", "0.084357446", "5.39E-06", "0.007214573"], ["", "GO:0003777~microtubule motor activity", "7", "0.013420503", "6.96E-04", "0.927666683"], ["", "GO:0046923~ER retention sequence binding", "3", "0.005751644", "0.00101958", "1.355274839"], ["KEGG_PATHWAY", "cfa04110:Cell cycle", "17", "0.032592649", "2.86E-09", "3.49E-06"], ["", "cfa01230:Biosynthesis of amino acids", "11", "0.021089361", "1.68E-06", "0.002040968"], ["", "cfa00051:Fructose and mannose metabolism", "6", "0.011503288", "3.68E-04", "0.446985975"]], "row_count": 16, "column_count": 6, "numeric_cells": 75, "header_rows": 1, "locator": "section[14]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:32411179:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:64fb6d44e5fc2b4321c525ed4bb0da864a0729a6386cc6b5c77ef70316491fb2", "bytes": 750, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#T2", "version": null, "note": "The overall survival analysis of the 72 hub genes.", "structure": {"pmcid": "PMC7201004", "section_index": 16, "section_title": "Identification of Core Genes", "row_count": 3, "column_count": 2}, "table": {"label": "TABLE 2", "caption": "The overall survival analysis of the 72 hub genes.", "rows": [["Categories", "Genes names"], ["Genes with significantly poor OS (P < 0.05)", "MAD2L1 PKMYT1 KIF2C TTK CCNA2 BUB1 KIF20A CKAP2L BIRC5 CCNB2 EXO1 CDCA3 CDKN3 CDC20 OIP5 HJURP KIF14 MCM2 MCM10 PRC1 MELK KIF15 NCAPG PTTG1 TK1 KIF4A UBE2C FOXM1 AURKA KIFC1 CEP55 CDC25C TYMS ASF1B KIAA0101 EZH2 CENPF DLGAP5 CHEK1 CDCA5 ZWINT ANLN POLQ CDC45 GINS2 TIMELESS SHCBP1 RFC4 NEK2 AURKB UBE2T CCNB1 TPX2 MCM4 TOP2A PBK ASPM CDCA8"], ["Genes without significantly poor OS (P > 0.05)", "KNTC1 HMMR RAD51 POLE2 ECT2 RAD51AP1 STIL ATAD2 PLK4 CDK1 KIF11 MCM6 CDCA7 CKS1B"]], "row_count": 3, "column_count": 2, "numeric_cells": 4, "header_rows": 1, "locator": "section[16]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:32411179:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e980342a7a1c972e20df2205f39fe175a182003d1cf0a7cacb4811abc2a36bb5", "bytes": 724, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[2]#T3", "version": null, "note": "Differential expression of 53 genes between LUAD and normal lung tissues.", "structure": {"pmcid": "PMC7201004", "section_index": 16, "section_title": "Identification of Core Genes", "row_count": 3, "column_count": 2}, "table": {"label": "TABLE 3", "caption": "Differential expression of 53 genes between LUAD and normal lung tissues.", "rows": [["Categories", "Genes names"], ["Genes with significantly high expression in LUAD (P < 0.05)", "MAD2L1 PKMYT1 KIF2C TTK CCNA2 BUB1 KIF20A CKAP2L BIRC5 CCNB2 EXO1 CDCA3 CDKN3 CDC20 OIP5 HJURP MCM2 MCM10 PRC1 MELK KIF15 NCAPG PTTG1 TK1 KIF4A UBE2C FOXM1 AURKA KIFC1 CEP55 CDC25C TYMS ASF1B KIAA0101 CENPF DLGAP5 CHEK1 CDCA5 ZWINT ANLN CDC45 GINS2 SHCBP1 NEK2 AURKB UBE2T CCNB1 TPX2 MCM4 TOP2A PBK ASPM CDCA8"], ["Genes without significantly high expression in LUAD (P < 0.05)", "KIF14 EZH2 POLQ TIMELESS RFC4"]], "row_count": 3, "column_count": 2, "numeric_cells": 4, "header_rows": 1, "locator": "section[16]/table-wrap[2]#T3"}}, {"id": "asset:table:pmid:32411179:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:0a301d03f686305acf148292a98896b49cd6bd4f3ae916e6b4c522ba9bdfcfc2", "bytes": 632, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[17]/table-wrap[1]#T4", "version": null, "note": "KEGG pathway enrichment analysis of 53 genes.", "structure": {"pmcid": "PMC7201004", "section_index": 17, "section_title": "KEGG Pathway Analysis", "row_count": 4, "column_count": 5}, "table": {"label": "TABLE 4", "caption": "KEGG pathway enrichment analysis of 53 genes.", "rows": [["Term", "Count", "%", "p-value", "genes"], ["cfa04110:Cell cycle", "14", "0.15171218", "2.29E-18", "PKMYT1, TTK, CHEK1, CDC20, PTTG1, MCM2, CDC25C, MCM4, CCNB1, CDC45, MAD2L1, CCNB2, BUB1, CCNA2"], ["cfa04114:Oocyte meiosis", "8", "0.086692674", "2.13E-08", "CCNB2, MAD2L1, BUB1, PKMYT1, CDC20, AURKA, PTTG1, CDC25C"], ["cfa04914: Progesterone-mediated oocyte maturation", "7", "0.07585609", "1.67E-07", "CCNB1, CCNB2, MAD2L1, BUB1, PKMYT1, CDC25C, CCNA2"]], "row_count": 4, "column_count": 5, "numeric_cells": 15, "header_rows": 1, "locator": "section[17]/table-wrap[1]#T4"}}], "gaps": ["asset:data:geo:GSE32863 not downloaded", "asset:data:geo:GSE32863 licence not read", "asset:data:geo:GSE33532 not downloaded", "asset:data:geo:GSE33532 licence not read", "asset:data:geo:GSE43458 not downloaded", "asset:data:geo:GSE43458 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"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": "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": "protein-protein interaction"}}, {"id": "method-4", "family": null, "specific": null, "label": "Kaplan–Meier survival analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Kaplan Meier plotter was used to analyze the overall survival (OS) of 72 hub genes."}}], "targets": [], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE32863", "GSE33532", "GSE43458"], "resolved_accessions": ["GSE32863", "GSE33532", "GSE43458"], "statements": ["The datasets generated for this study can be found in the data is available at NCBI GEO under accession numbers GSE33532, GSE32863, and GSE43458."], "basis": "The paper names GSE32863, GSE33532, GSE43458 in NCBI GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:32411179", "data:geo:GSE32863", "asset:table:pmid:32411179:1", "asset:table:pmid:32411179:2", "asset:table:pmid:32411179:3", "asset:table:pmid:32411179:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE32863"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:19:44Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 17266, "completion_tokens": 1279, "cached_tokens": 792}}, "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:32411179", "type": "paper", "label": "pmid:32411179"}, {"id": "source:pmid:32411179", "type": "manuscript", "label": "PMID 32411179 full text"}, {"id": "data:geo:GSE32863", "type": "dataset", "label": "GEO GSE32863"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32411179", "type": "paper", "label": "pmid:32411179"}, {"id": "source:pmid:32411179", "type": "manuscript", "label": "PMID 32411179 full text"}, {"id": "data:geo:GSE32863", "type": "dataset", "label": "GEO GSE32863"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32411179", "type": "extraction", "used": ["source:pmid:32411179"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE32863", "type": "accession_resolution", "used": ["data:geo:GSE32863"], "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:32411179", "parent_hash": "sha256:c797070bdb0f3a0fc2765a3bed4fd8542158ba99ef06a4f8e1e7bd6074e73e11", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE32863 licence not read", "asset:data:geo:GSE32863 not downloaded", "asset:data:geo:GSE33532 licence not read", "asset:data:geo:GSE33532 not downloaded", "asset:data:geo:GSE43458 licence not read", "asset:data:geo:GSE43458 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["etween LUAD tissues and normal lung tissues. Western blotting and Q-PCR were used to detect the expression", "compared to matched normal lung tissues via western blotting. Figure 5B shows that the mRNA levels of PKM", "ir matched normal tissues were determined by western blotting. (B) Relative PKMYT1 mRNA levels in 33 pairs"], "order_basis": "paper_text_order:962", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Small interfering RNAs (siRNAs) were used to knockdown PKMYT1. The colony survival experiment was u", "n LUAD tissues and firstly demonstrated that knockdown of PKMYT1 can eliminate the radiation-induce"], "order_basis": "paper_text_order:1091", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["ls and Methods Cell Culture LUAD cell lines: A549, H299, H1975, H1650, and H441 were cultured"], "order_basis": "paper_text_order:2231", "id": "assay:3"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["ANOVA"], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}