← All .science files
pmid:33149622
Desmoglein 3 and Keratin 14 for Distinguishing Between Lung Adenocarcinoma and Lung Squamous Cell Carcinoma.
Yanting Dong · Shicheng Li · Xiao Sun · Yuanyong Wang · Tong Lu · Yang Wo · Xiaoliang Leng · Dezhi Kong · Wenjie Jiao
OncoTargets and therapy · 2020 doi:10.2147/OTT.S270398
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 · 9 items
claims array · 1 item
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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 58 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 100 items
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 4 items
[0] array · 3 items
[1] array · 3 items
[2] array · 3 items
[3] array · 3 items
gaps array · 4 items
analysis object · 4 fields
methods array · 5 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
[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 · 3 items
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
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 · 3 items
missing_operations array · 0 items
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 · 3 items
assets array · 3 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 · 9 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 3 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:33149622", "kind": "science-record", "revision": 8, "content_hash": "sha256:0b0172f2695cdbd5445c6cd2ab9391165e9634bf81f4082c21bab5bf9b052120", "created_at": "2026-11-01T15:41:14Z", "updated_at": "2026-11-01T22:45:33Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Desmoglein 3 and Keratin 14 for Distinguishing Between Lung Adenocarcinoma and Lung Squamous Cell Carcinoma.", "doi": "10.2147/OTT.S270398", "pmid": "33149622", "authors": ["Yanting Dong", "Shicheng Li", "Xiao Sun", "Yuanyong Wang", "Tong Lu", "Yang Wo", "Xiaoliang Leng", "Dezhi Kong", "Wenjie Jiao"], "journal": "OncoTargets and therapy", "year": 2020, "abstract": "BACKGROUND: Lung adenocarcinoma (LUAD) and lung squamous cell carcinoma (LUSC) are the leading major histological phenotypes of all non-small cell lung cancer (NSCLC). In this study, the candidate genes and the potential tumorigenesis distinguishing between LUAD and LUSC were analyzed.\nMETHODS: The present study investigated two microarray datasets (GSE28571 and GSE10245) downloaded from the Gene Expression Omnibus (GEO) database. A protein-protein interaction (PPI) network was applied to screen out the candidate genes. In addition, differently expressed genes (DEGs) between lung adenocarcinoma and lung squamous cell carcinoma of the two datasets were functionally analyzed by Gene Ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment. R 4.0.2 was used to perform Kaplan-Meier analysis of DSG3 (desmoglein 3) and KRT14 (keratin 14) by analyzing the expression and clinical data from The Cancer Genome Atlas (TCGA) database.\nRESULTS: The results revealed that 47 DEGs of the two datasets were ascertained in our study. It was found that the DEGs were mainly involved in pathways related to p63 transcription factor network and validated transcriptional factor targeting TAp63, etc. Based on the analysis, we finally identified DSG3 and KRT14 as potential biomarkers for distinguishing between LUAD and LUSC. These results suggested that DSG3 and KRT14 could have the potential to play an important role in NSCLC patients, as diagnostic markers. At the same time, DSG3 or KRT14 indicated a worse prognosis in LUSC patients, which were associated with pathways relevant to the TRAIL signaling pathway and TNF receptor signaling pathway according to bioinformatic analysis.\nCONCLUSION: The DSG3 and KRT14 have the potential to be used as diagnostic markers, which presented here may facilitate improvements in distinguishing between LUAD and LUSC in advanced NSCLC patients.", "claims": [{"id": "claim-data-access", "statement": "All data generated or analyzed during this study are included in this published article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33149622", "locator": "sections[23] \"Data Sharing Statement\" paragraph 2", "quote": "All data generated or analyzed during this study are included in this published article."}], "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:33149622"], "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:GSE10245"], "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:GSE10245"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33149622", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/OTT.S270398", "sha256": "sha256:6342264a2bfd31f13cad0f2f513f382d9715b8787b973545740f5c66ee9c2467", "bytes": 32496, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/OTT.S270398", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7605657", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE10245", "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=GSE10245", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE10245", "version": null, "note": "All data generated or analyzed during this study are included in this published article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analyzed during this study are included in this published article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM258551", "GSM258552", "GSM258553", "GSM258554", "GSM258555", "GSM258556", "GSM258557", "GSM258558", "GSM258559", "GSM258560", "GSM258561", "GSM258562", "GSM258563", "GSM258564", "GSM258565", "GSM258566", "GSM258567", "GSM258568", "GSM258569", "GSM258570", "GSM258571", "GSM258572", "GSM258573", "GSM258574", "GSM258575", "GSM258576", "GSM258577", "GSM258578", "GSM258579", "GSM258580", "GSM258581", "GSM258582", "GSM258583", "GSM258584", "GSM258585", "GSM258586", "GSM258587", "GSM258588", "GSM258589", "GSM258590", "GSM258591", "GSM258592", "GSM258593", "GSM258594", "GSM258595", "GSM258596", "GSM258597", "GSM258598", "GSM258599", "GSM258600", "GSM258601", "GSM258602", "GSM258603", "GSM258604", "GSM258605", "GSM258606", "GSM258607", "GSM258608"], "sample_count": 58, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression differences between adenocarcinoma and squamous cell carcinoma in human 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:GSE28571", "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=GSE28571", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE28571", "version": null, "note": "All data generated or analyzed during this study are included in this published article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analyzed during this study are included in this published article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM707333", "GSM707334", "GSM707335", "GSM707336", "GSM707337", "GSM707338", "GSM707339", "GSM707340", "GSM707341", "GSM707342", "GSM707343", "GSM707344", "GSM707345", "GSM707346", "GSM707347", "GSM707348", "GSM707349", "GSM707350", "GSM707351", "GSM707352", "GSM707353", "GSM707354", "GSM707355", "GSM707356", "GSM707357", "GSM707358", "GSM707359", "GSM707360", "GSM707361", "GSM707362", "GSM707363", "GSM707364", "GSM707365", "GSM707366", "GSM707367", "GSM707368", "GSM707369", "GSM707370", "GSM707371", "GSM707372", "GSM707373", "GSM707374", "GSM707375", "GSM707376", "GSM707377", "GSM707378", "GSM707379", "GSM707380", "GSM707381", "GSM707382", "GSM707383", "GSM707384", "GSM707385", "GSM707386", "GSM707387", "GSM707388", "GSM707389", "GSM707390", "GSM707391", "GSM707392", "GSM707393", "GSM707394", "GSM707395", "GSM707396", "GSM707397", "GSM707398", "GSM707399", "GSM707400", "GSM707401", "GSM707402", "GSM707403", "GSM707404", "GSM707405", "GSM707406", "GSM707407", "GSM707408", "GSM707409", "GSM707410", "GSM707411", "GSM707412", "GSM707413", "GSM707414", "GSM707415", "GSM707416", "GSM707417", "GSM707418", "GSM707419", "GSM707420", "GSM707421", "GSM707422", "GSM707423", "GSM707424", "GSM707425", "GSM707426", "GSM707427", "GSM707428", "GSM707429", "GSM707430", "GSM707431", "GSM707432"], "sample_count": 100, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene Copy Number Aberrations are Associated with Survival in Histological Subgroups of Non-Small Cell Lung Cancer (expression data)", "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:33149622:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c80140ad244bf7125e85a5eb1fa78686835ce3f4b9d145f2bd034f00df81893a", "bytes": 419, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[8]/table-wrap[1]#t0001", "version": null, "note": "The Primer Sequence of Related Genes", "structure": {"pmcid": "PMC7605657", "section_index": 8, "section_title": "Total RNA Extraction and Quantitative Real-Time PCR", "row_count": 4, "column_count": 3}, "table": {"label": "Table 1", "caption": "The Primer Sequence of Related Genes", "rows": [["Gene", "Sense (5ʹ-3ʹ)", "Antisense (5ʹ-3ʹ)"], ["Desmoglein 3", "TATGAACAACTACAAAGCGTGAAAC", "TTGGAAGCAGGACGGAAT"], ["Keratin 14", "AGGAGATCGCCACCTACCGC", "GCTGGGCAGCCTCAGTTCTTG"], ["GAPDH", "CTGACTTCAACAGCGACACC", "TGCTGTAGCCAAATTCGTTGT"]], "row_count": 4, "column_count": 3, "numeric_cells": 4, "header_rows": 1, "locator": "section[8]/table-wrap[1]#t0001"}}], "gaps": ["asset:data:geo:GSE10245 not downloaded", "asset:data:geo:GSE10245 licence not read", "asset:data:geo:GSE28571 not downloaded", "asset:data:geo:GSE28571 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "reordered", "quote": "“The two gene expression profiles, GSE10245 and GSE28571, were obtained from the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/), which were submitted by Ruprecht Kuner and Anders Isaksson, respectively.” “The LUAD and LUSC samples were compared by the limma package, a linear regression model.” “Furthermore, the P-value was accessed by the Benjamini-Hochberg method.”"}}, {"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": "regression_modelling", "specific": "ols", "label": "Regression modelling", "dsl_operations": ["ols_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["predictors_and_outcome"], "evidence": {"score": 0.8, "band": "high", "quote": "linear regression"}}, {"id": "method-4", "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-5", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE10245", "GSE28571"], "resolved_accessions": ["GSE10245", "GSE28571"], "statements": ["All data generated or analyzed during this study are included in this published article."], "basis": "The paper names GSE10245, GSE28571 in NCBI Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:33149622", "data:geo:GSE10245", "asset:table:pmid:33149622:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE10245"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:23:50Z", "independence": "single_reader"}, "evidence_check": {"method": "reordered", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 25807, "completion_tokens": 1347, "cached_tokens": 784}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:33149622", "type": "paper", "label": "pmid:33149622"}, {"id": "source:pmid:33149622", "type": "manuscript", "label": "PMID 33149622 full text"}, {"id": "data:geo:GSE10245", "type": "dataset", "label": "GEO GSE10245"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33149622", "type": "paper", "label": "pmid:33149622"}, {"id": "source:pmid:33149622", "type": "manuscript", "label": "PMID 33149622 full text"}, {"id": "data:geo:GSE10245", "type": "dataset", "label": "GEO GSE10245"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33149622", "type": "extraction", "used": ["source:pmid:33149622"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE10245", "type": "accession_resolution", "used": ["data:geo:GSE10245"], "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:33149622", "parent_hash": "sha256:b91c0eeaadad55b038211fe4f8e2d8d371302b20fbbc9a1ffcc3fa6b8b1b9fc1", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE10245 licence not read", "asset:data:geo:GSE10245 not downloaded", "asset:data:geo:GSE28571 licence not read", "asset:data:geo:GSE28571 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["METHODS: The present study investigated two microarray datasets (GSE28571 and GSE10245) downloaded"], "order_basis": "paper_text_order:396", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["“The two gene expression profiles, GSE10245 and GSE28571, were obtained from the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/), which were submitted by Ruprecht Kuner and Anders Isaksson, respectively.” “The LUAD and LUSC samples were compared by the limma package, a linear regression model.” “Furthermore, the P-value was accessed by the Benjamini-Hochberg method.”"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}