← All .science files
pmid:39525034
Clinical prognostic value of TREM1 in patients with liver cancer lung metastasis.
Yi Luo · Jie Cai · Yanze Yin · Qiang Xia
Translational cancer research · 2024 doi:10.21037/tcr-24-492
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 · 4 items
claims array · 2 items
[0] 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 · 62 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 61 items
gaps array · 4 items
analysis object · 4 fields
methods array · 1 item
[0] 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 · 0 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 · 0 items
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 · 1 item
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
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39525034", "kind": "science-record", "revision": 2, "content_hash": "sha256:eedcc9b1d4391bd413470ab9ed9a88866350892a8180a8ff0051e62c2fd88e5e", "created_at": "2026-11-01T20:29:47Z", "updated_at": "2026-11-01T21:34:19Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Clinical prognostic value of TREM1 in patients with liver cancer lung metastasis.", "doi": "10.21037/tcr-24-492", "pmid": "39525034", "authors": ["Yi Luo", "Jie Cai", "Yanze Yin", "Qiang Xia"], "journal": "Translational cancer research", "year": 2024, "abstract": "Background: Patients diagnosed with hepatocellular carcinoma (HCC) generally have an unfavorable outlook, with lung metastasis being a prevalent factor contributing to mortality. The metastatic microenvironment is critical to the tumor metastatic process. The exact impact of Triggering Receptor Expressed on Myeloid Cells 1 (TREM1) on tumor metastasis and the microenvironment of metastasis is still not known. By analyzing online databases and a clinical cohort, we evaluated the predictive significance of TREM1 and its correlation with the tumor microenvironment (TME).\nMethods: Using the Gene Expression Omnibus (GEO) dataset (GSE141016), genes differentially expressed in liver cancer and lung metastases were analyzed. Data from liver hepatocellular carcinoma (LIHC) of The Cancer Genome Atlas (TCGA) were acquired through RNA sequencing. The abundance of tumor-infiltrating immune cells was estimated using Estimation of Stromal and Immune cells in Malignant Tumor tissues using Expression data (ESTIMATE). The single sample gene set enrichment analysis (ssGSEA) algorithm was utilized to determine the association between TREM1 and immune cells. The level of TREM1 and immune cells were determined in formalin-fixed paraffin-embedding (FFPE) specimens.\nResults: Increased expression of TREM1 in HCC was linked to a poorer clinical prognosis and elevated incidence of lung metastasis. Furthermore, TREM1 was found to be associated with multiple immune cells in the TME. We noticed that lung metastases in the same patient had higher levels of TREM1 protein compared to primary liver cancer. Additionally, lung metastases exhibited increased neutrophil numbers and neutrophil extracellular traps (NETs) formation compared to primary liver cancer. Moreover, there was a positive correlation between TREM1 and both neutrophils and NETs.\nConclusions: Increased expression of TREM1 in HCC is linked to a poorer clinical outlook and elevated incidence of lung metastasis, suggesting its potential as a prognostic biomarker for patients with liver cancer lung metastasis.", "claims": [{"id": "claim-method", "statement": "In order to identify the main genes linked to liver cancer’s lung metastases, we conducted a differential gene analysis on the primary liver cancer and lung metastases using the GEO dataset (GSE141016) (Figure 1A).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39525034", "locator": "sections[10] \"TREM1 associates with a worse clinical outcome\" paragraph 2", "quote": "In order to identify the main genes linked to liver cancer’s lung metastases, we conducted a differential gene analysis on the primary liver cancer and lung metastases using the GEO dataset (GSE141016) (Figure 1A)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Available at https://tcr.amegroups.com/article/view/10.21037/tcr-24-492/dss", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39525034", "locator": "sections[21] \"Data Sharing Statement\" paragraph 2", "quote": "Available at https://tcr.amegroups.com/article/view/10.21037/tcr-24-492/dss"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "", "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:39525034"], "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:GSE141016"], "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:GSE141016"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39525034", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tcr-24-492", "sha256": "sha256:1441584295fb903da2efd3bcedef9c71a6f7a2d144aba897fd89f12634ded550", "bytes": 34454, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tcr-24-492", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11543053", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE141016", "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=GSE141016", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE141016", "version": null, "note": "Available at https://tcr.amegroups.com/article/view/10.21037/tcr-24-492/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Available at https://tcr.amegroups.com/article/view/10.21037/tcr-24-492/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4192444", "GSM4192445", "GSM4192446", "GSM4192447", "GSM4192448", "GSM4192449", "GSM4192450", "GSM4192451", "GSM4192452", "GSM4192453", "GSM4192454", "GSM4192455", "GSM4192456", "GSM4192457", "GSM4192458", "GSM4192459", "GSM4192460", "GSM4192461", "GSM4192462", "GSM4192463", "GSM4192464", "GSM4192465", "GSM4192466", "GSM4192467", "GSM4192468", "GSM4192469", "GSM4192470", "GSM4192471", "GSM4192472", "GSM4192473", "GSM4192474", "GSM4192475", "GSM4192476", "GSM4192477", "GSM4192478", "GSM4192479", "GSM4192480", "GSM4192481", "GSM4192482", "GSM4192483", "GSM4192484", "GSM4192485", "GSM4192486", "GSM4192487", "GSM4192488", "GSM4192489", "GSM4192490", "GSM4192491", "GSM4192492", "GSM4192493", "GSM4192494", "GSM4192495", "GSM4192496", "GSM4192497", "GSM4192498", "GSM4192499", "GSM4192500", "GSM4192501", "GSM4192502", "GSM4192503", "GSM4192504", "GSM4192505"], "sample_count": 62, "group_sizes": null, "group_sizes_basis": null, "platform": "19965", "taxon": "Homo sapiens", "title": "Tumor immune microenvironment difference primary and metastatic hepatocellular carcinoma", "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:GSE40367", "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=GSE40367", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE40367", "version": null, "note": "Available at https://tcr.amegroups.com/article/view/10.21037/tcr-24-492/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Available at https://tcr.amegroups.com/article/view/10.21037/tcr-24-492/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM992272", "GSM992273", "GSM992274", "GSM992275", "GSM992276", "GSM992277", "GSM992278", "GSM992279", "GSM992280", "GSM992281", "GSM992282", "GSM992283", "GSM992284", "GSM992285", "GSM992286", "GSM992287", "GSM992288", "GSM992289", "GSM992290", "GSM992291", "GSM992292", "GSM992293", "GSM992294", "GSM992295", "GSM992296", "GSM992297", "GSM992298", "GSM992299", "GSM992300", "GSM992301", "GSM992302", "GSM992303", "GSM992304", "GSM992305", "GSM992306", "GSM992307", "GSM992308", "GSM992309", "GSM992310", "GSM992311", "GSM992312", "GSM992313", "GSM992314", "GSM992315", "GSM992316", "GSM992317", "GSM992318", "GSM992319", "GSM992320", "GSM992321", "GSM992322", "GSM992323", "GSM992324", "GSM992325", "GSM992326", "GSM992327", "GSM992328", "GSM992329", "GSM992330", "GSM992331", "GSM992332"], "sample_count": 61, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression analysis of liver and colon cancer primary tumors and metastasis", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE141016 not downloaded", "asset:data:geo:GSE141016 licence not read", "asset:data:geo:GSE40367 not downloaded", "asset:data:geo:GSE40367 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "differential gene analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "In order to identify the main genes linked to liver cancer’s lung metastases, we conducted a differential gene analysis on the primary liver cancer and lung metastases using the GEO dataset (GSE141016) (Figure 1A)."}}], "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (differential gene analysis), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["GSE141016", "GSE40367"], "resolved_accessions": ["GSE141016", "GSE40367"], "statements": ["Available at https://tcr.amegroups.com/article/view/10.21037/tcr-24-492/dss"], "basis": "The paper names GSE141016, GSE40367 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": [], "assets": ["source:pmid:39525034", "data:geo:GSE141016"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE141016"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:38:07Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 10194, "completion_tokens": 1635, "cached_tokens": 256}}, "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:39525034", "type": "paper", "label": "pmid:39525034"}, {"id": "source:pmid:39525034", "type": "manuscript", "label": "PMID 39525034 full text"}, {"id": "data:geo:GSE141016", "type": "dataset", "label": "GEO GSE141016"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39525034", "type": "paper", "label": "pmid:39525034"}, {"id": "source:pmid:39525034", "type": "manuscript", "label": "PMID 39525034 full text"}, {"id": "data:geo:GSE141016", "type": "dataset", "label": "GEO GSE141016"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39525034", "type": "extraction", "used": ["source:pmid:39525034"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE141016", "type": "accession_resolution", "used": ["data:geo:GSE141016"], "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:39525034", "parent_hash": "sha256:45b5fe16cde20f718d4dc078464efbc12587003fed4e37b95b2952aa3e8fc1a5", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE141016 licence not read", "asset:data:geo:GSE141016 not downloaded", "asset:data:geo:GSE40367 licence not read", "asset:data:geo:GSE40367 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"]}