← All .science files
pmid:37437243
N6AMT1 is a novel potential diagnostic, prognostic and immunotherapy response biomarker in pan-cancer.
Mingqi Wang · Jiajie Zhu · Yingquan Ye · Ping Li · Weijie Sun · Mei Zhang
Aging · 2023 doi:10.18632/aging.204868
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 · 6 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[2] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 27 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 11 items
gaps array · 4 items
analysis object · 4 fields
methods array · 5 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 · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[4] object · 10 fields
dsl_operations array · 6 items
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 · 1 item
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 · 1 item
assets array · 2 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 · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 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:37437243", "kind": "science-record", "revision": 3, "content_hash": "sha256:584fd18b4cd66bc5193371e7928b64266582a0eb416c733272ae157800a6bad0", "created_at": "2026-11-01T19:02:12Z", "updated_at": "2026-11-01T22:09:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "N6AMT1 is a novel potential diagnostic, prognostic and immunotherapy response biomarker in pan-cancer.", "doi": "10.18632/aging.204868", "pmid": "37437243", "authors": ["Mingqi Wang", "Jiajie Zhu", "Yingquan Ye", "Ping Li", "Weijie Sun", "Mei Zhang"], "journal": "Aging", "year": 2023, "abstract": "BACKGROUND: The N-6-adenine-specific DNA methyltransferase 1 (N6AMT1) is the only writer responsible for DNA 6mA modifications. At present, its role in cancer is still unclear, and further systematic pan-cancer analysis is needed to explore its value in diagnosis, prognosis and immunological function.\nMETHODS: The subcellular localization of N6AMT1 was explored by UniProt and HPA database. The expression data and prognosis data of N6AMT1 were downloaded from the UCSC (cohort: TCGA pan-cancer), and the diagnostic and prognostic value of N6AMT1 in pan-cancer was explored. The value of N6AMT1-guided immunotherapy was explored through three cohorts (GSE168204, GSE67501 and IMvigor210 cohort). The correlation between N6AMT1 expression and tumor immune microenvironment was explored using CIBERSORT and ESTIMATE calculation methods, combined with TISIDB database. The biological role of N6AMT1 in specific tumors was explored by GSEA method. Finally, we explored chemicals affecting N6AMT1 expression through the CTD.\nRESULTS: N6AMT1 is mainly localized in the nucleus and differentially expressed in 9 cancer types. In addition, N6AMT1 showed early diagnostic value in 7 cancers and showed potential prognostic value in multiple cancer types. We also demonstrated that N6AMT1 expression was significantly associated with immunomodulator-related molecules, infiltration of lymphocyte subsets, and biomarkers of immunotherapy response. Furthermore, we show that N6AMT1 is differentially expressed in the immunotherapy cohort. Finally, we explored 43 chemicals that can affect N6AMT1 expression.\nCONCLUSIONS: N6AMT1 has shown excellent diagnostic and prognostic capabilities in a variety of cancers, and it may reshape the tumor microenvironment and contribute to the ability to predict response to immunotherapy.", "claims": [{"id": "claim-method", "statement": "Univariate Cox regression analysis was performed; the results, illustrated by forest plots, showed that N6AMT1 expression was associated with OS in PAAD and PCPG patients (Figure 5A).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37437243", "locator": "sections[17] \"Pan-cancer prognostic value of N6AMT1\" paragraph 2", "quote": "Univariate Cox regression analysis was performed; the results, illustrated by forest plots, showed that N6AMT1 expression was associated with OS in PAAD and PCPG patients (Figure 5A)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Transcriptomic data and clinical profiles of 33 tumors from The Cancer Genome Atlas (TCGA) were obtained from the University of California Santa Cruz (UCSC) Xena resource (cohort: TCGA pan-cancer) (https://xena.ucsc.edu/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37437243", "locator": "sections[3] \"Data collection\" paragraph 2", "quote": "Transcriptomic data and clinical profiles of 33 tumors from The Cancer Genome Atlas (TCGA) were obtained from the University of California Santa Cruz (UCSC) Xena resource (cohort: TCGA pan-cancer) (https://xena.ucsc.edu/)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "N6AMT1 has shown excellent diagnostic and prognostic capabilities in a variety of cancers, and it may reshape the tumor microenvironment and contribute to the ability to predict response to immunotherapy.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37437243", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "N6AMT1 has shown excellent diagnostic and prognostic capabilities in a variety of cancers, and it may reshape the tumor microenvironment and contribute to the ability to predict response to immunotherapy."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "N6AMT1 has shown excellent diagnostic and prognostic capabilities in a variety of cancers, and it may reshape the tumor microenvironment and contribute to the ability to predict response to immunotherapy.", "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:37437243"], "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:GSE168204"], "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:GSE168204"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37437243", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.18632/aging.204868", "sha256": "sha256:8317c2e2ad080ad40b0cf9a71ccb0ab1215eaedb778fe1c72fc3e34b785a4b56", "bytes": 47396, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.18632/aging.204868", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10373955", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE168204", "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=GSE168204", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE168204", "version": null, "note": "Transcriptomic data and clinical profiles of 33 tumors from The Cancer Genome Atlas (TCGA) were obtained from the University of California Santa Cruz (UCSC) Xena resource (cohort: TCGA pan-cancer) (https://xena.ucsc.edu/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Transcriptomic data and clinical profiles of 33 tumors from The Cancer Genome Atlas (TCGA) were obtained from the University of California Santa Cruz (UCSC) Xena resource (cohort: TCGA pan-cancer) (https://xena.ucsc.edu/).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM5133918", "GSM5133919", "GSM5133920", "GSM5133921", "GSM5133922", "GSM5133923", "GSM5133924", "GSM5133925", "GSM5133926", "GSM5133927", "GSM5133928", "GSM5133929", "GSM5133930", "GSM5133931", "GSM5133932", "GSM5133933", "GSM5133934", "GSM5133935", "GSM5133936", "GSM5133937", "GSM5133938", "GSM5133939", "GSM5133940", "GSM5133941", "GSM5133942", "GSM5133943", "GSM5133944"], "sample_count": 27, "group_sizes": null, "group_sizes_basis": null, "platform": "18573;11154", "taxon": "Homo sapiens", "title": "Pathway Signatures Derived from On-treatment Tumor Specimens Predict Response to Anti-PD1 Blockade in Metastatic Melanoma", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE67501", "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=GSE67501", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE67501", "version": null, "note": "Transcriptomic data and clinical profiles of 33 tumors from The Cancer Genome Atlas (TCGA) were obtained from the University of California Santa Cruz (UCSC) Xena resource (cohort: TCGA pan-cancer) (https://xena.ucsc.edu/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Transcriptomic data and clinical profiles of 33 tumors from The Cancer Genome Atlas (TCGA) were obtained from the University of California Santa Cruz (UCSC) Xena resource (cohort: TCGA pan-cancer) (https://xena.ucsc.edu/).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1648114", "GSM1648115", "GSM1648116", "GSM1648117", "GSM1648118", "GSM1648119", "GSM1648120", "GSM1648121", "GSM1648122", "GSM1648123", "GSM1648124"], "sample_count": 11, "group_sizes": null, "group_sizes_basis": null, "platform": "14951", "taxon": "Homo sapiens", "title": "Expression data in human renal cell carcinoma samples from patients who did or did not respond to anti-PD-1 (Nivolumab) immunotherapy", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE168204 not downloaded", "asset:data:geo:GSE168204 licence not read", "asset:data:geo:GSE67501 not downloaded", "asset:data:geo:GSE67501 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Univariate Cox regression analysis was performed; the results, illustrated by forest plots, showed that N6AMT1 expression was associated with OS in PAAD and PCPG patients (Figure 5A)."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "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-4", "family": "correlation_analysis", "specific": "spearman", "label": "Correlation analysis", "dsl_operations": ["spearman_rho"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Spearman correlation"}}, {"id": "method-5", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.8, "band": "high", "quote": "ROC curve"}}], "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": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "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": ["GSE168204", "GSE67501"], "resolved_accessions": ["GSE168204", "GSE67501"], "statements": ["Transcriptomic data and clinical profiles of 33 tumors from The Cancer Genome Atlas (TCGA) were obtained from the University of California Santa Cruz (UCSC) Xena resource (cohort: TCGA pan-cancer) (https://xena.ucsc.edu/)."], "basis": "The paper names GSE168204, GSE67501 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": ["cox_ph"], "assets": ["source:pmid:37437243", "data:geo:GSE168204"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE168204"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:46:56Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 14825, "completion_tokens": 2966, "cached_tokens": 128}}, "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:37437243", "type": "paper", "label": "pmid:37437243"}, {"id": "source:pmid:37437243", "type": "manuscript", "label": "PMID 37437243 full text"}, {"id": "data:geo:GSE168204", "type": "dataset", "label": "GEO GSE168204"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37437243", "type": "paper", "label": "pmid:37437243"}, {"id": "source:pmid:37437243", "type": "manuscript", "label": "PMID 37437243 full text"}, {"id": "data:geo:GSE168204", "type": "dataset", "label": "GEO GSE168204"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37437243", "type": "extraction", "used": ["source:pmid:37437243"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE168204", "type": "accession_resolution", "used": ["data:geo:GSE168204"], "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:37437243", "parent_hash": "sha256:9b8e8fb1bf034e7a7775acff627b8d6e504c768e227a779c34acc3c0f1aef387", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE168204 licence not read", "asset:data:geo:GSE168204 not downloaded", "asset:data:geo:GSE67501 licence not read", "asset:data:geo:GSE67501 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": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["free open database containing various tissue immunohistochemical (IHC) images and various cell immunofluoresc", "ohistochemical (IHC) images and various cell immunofluorescence (IF) images [17]. We analyzed the subcellula", "ntaining various tissue immunohistochemical (IHC) images and various cell immunofluorescence", "431 were obtained from HPA. In addition, the IHC images of N6AMT1 protein expression in 7 nor"], "order_basis": "paper_text_order:2195", "id": "assay:1"}, {"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": ["ve real-timePCR (qRT-PCR) All HCC cell lines HEPG2, BEL7402, HCCLM3 and normal liver cell line"], "order_basis": "paper_text_order:3761", "id": "assay:2"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Univariate Cox regression analysis was performed; the results, illustrated by forest plots, showed that N6AMT1 expression was associated with OS in PAAD and PCPG patients (Figure 5A)."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}