← All .science files
pmid:27081631
Transcriptional profiling of macrophage and tumor cell interactions in vitro.
Filip Roudnicky · Maija Hollmén
Genomics data · 2016 doi:10.1016/j.gdata.2016.02.009
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 · 2 items
claims array · 3 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] object · 6 fields
[2] object · 6 fields
evidence array · 5 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[3] 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 · 15 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 18 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
[16] array · 6 items
[17] array · 6 items
gaps array · 2 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 · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 0 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 · 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 · 7 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 0 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:27081631", "kind": "science-record", "revision": 4, "content_hash": "sha256:22ba21f1f22fa3db6f9046ed84a6eb88ada93ec5f30cad74100bce224de1d79f", "created_at": "2026-11-01T15:40:17Z", "updated_at": "2026-11-01T21:20:31Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Transcriptional profiling of macrophage and tumor cell interactions in vitro.", "doi": "10.1016/j.gdata.2016.02.009", "pmid": "27081631", "authors": ["Filip Roudnicky", "Maija Hollmén"], "journal": "Genomics data", "year": 2016, "abstract": "Macrophages are important mediators of tumor progression and their function is broadly influenced by different microenvironmental stimuli. To understand the molecular basis of the tumor-supporting role of macrophages in aggressive breast cancer we co-cultured human peripheral monocytes with two breast cancer cell lines representing distinct aggressive cellular phenotype and transcriptionally profiled the changes occurring in both cells during in vitro activated crosstalk. Here we provide a detailed description of the experimental design, sample identity and analysis of the Illumina RNA-Seq data, which have been deposited into Gene Expression Omnibus (GEO): GSE75130.", "claims": [{"id": "claim-method", "statement": "To identify genes differentially expressed between groups we used an algorithm based on Ref. [2] with a correction for false positive (type I) and false negative (type II) errors using the FDR method [3].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27081631", "locator": "sections[7] \"Data analysis\" paragraph 2", "quote": "To identify genes differentially expressed between groups we used an algorithm based on Ref. [2] with a correction for false positive (type I) and false negative (type II) errors using the FDR method [3]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data are publicly available", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:27081631", "locator": "sections[1] \"table-wrap\" paragraph 1", "quote": "Data are publicly available"}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study identified differential expression using an FDR-corrected algorithm, classifying genes at FDR < 0.05 and mean log2 ratio thresholds of > 0.5 or < −0.5, and deposited the underlying RNA-Seq data in GEO under accession GSE75130.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:27081631", "locator": "sections[7] \"Data analysis\" paragraph 2", "quote": "To identify genes differentially expressed between groups we used an algorithm based on Ref. [2] with a correction for false positive (type I) and false negative (type II) errors using the FDR method [3]."}, {"asset": "source:pmid:27081631", "locator": "sections[7] \"Data analysis\" paragraph 2", "quote": "The genes were regarded as differentially expressed when their FDRs were less than 0.05."}, {"asset": "source:pmid:27081631", "locator": "sections[7] \"Data analysis\" paragraph 2", "quote": "Further, genes were classified as up regulated when their mean log2 ratio was larger than 0.5 or down regulated when their log2 ratio was less than − 0.5."}, {"asset": "source:pmid:27081631", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Here we provide a detailed description of the experimental design, sample identity and analysis of the Illumina RNA-Seq data, which have been deposited into Gene Expression Omnibus (GEO): GSE75130."}, {"asset": "source:pmid:27081631", "locator": "sections[2] \"Direct link to deposited data\" paragraph 2", "quote": "http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE75130"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study identified differential expression using an FDR-corrected algorithm, classifying genes at FDR < 0.05 and mean log2 ratio thresholds of > 0.5 or < −0.5, and deposited the underlying RNA-Seq data in GEO under accession GSE75130.", "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:27081631"], "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:GSE75130"], "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:GSE75130"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:27081631", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.gdata.2016.02.009", "sha256": "sha256:2e58647641fe827dad10a54e48aad6d648b7ed86f043f641e25286bf5f9f9b90", "bytes": 8014, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.gdata.2016.02.009", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC4818341", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE75130", "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=GSE75130", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE75130", "version": null, "note": "Data are publicly available", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are publicly available", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1943687", "GSM1943688", "GSM1943689", "GSM1943690", "GSM1943691", "GSM1943692", "GSM1943693", "GSM1943694", "GSM1943695", "GSM1943696", "GSM1943697", "GSM1943698", "GSM1943699", "GSM1943700", "GSM1943701"], "sample_count": 15, "group_sizes": null, "group_sizes_basis": null, "platform": "11154", "taxon": "Homo sapiens", "title": "Characterization of macrophage - cancer cell crosstalk in estrogen receptor positive and triple-negative breast cancer", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:27081631:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:fcbcf39deb9d69107764f60762f7112ad120a35f72b95b488c0e26eac79f5611", "bytes": 1191, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[6]/table-wrap[1]#t0005", "version": null, "note": "Sample identity.", "structure": {"pmcid": "PMC4818341", "section_index": 6, "section_title": "RNA isolation and RNA-Seq", "row_count": 18, "column_count": 6}, "table": {"label": "Table 1", "caption": "Sample identity.", "rows": [["Sample name", "Source name", "Cell type", "Culture condition", "Classification", "RIN"], ["M1C", "Donor1", "Monocyte", "Single", "/", "8.20"], ["M1M", "Donor1", "Monocyte", "Co-culture", "/", "8.60"], ["M1T", "Donor1", "Monocyte", "Co-culture", "/", "7.60"], ["M2C", "Donor2", "Monocyte", "Single", "/", "9.40"], ["M2M", "Donor2", "Monocyte", "Co-culture", "/", "9.40"], ["M2T", "Donor2", "Monocyte", "Co-culture", "/", "N/A"], ["M3C", "Donor3", "Monocyte", "Single", "/", "9.50"], ["M3M", "Donor3", "Monocyte", "Co-culture", "/", "8.50"], ["M3T", "Donor3", "Monocyte", "Co-culture", "/", "9.10"], ["M", "MDA-MB-231", "Breast cancer", "Single", "TNBC", "9.10"], ["MM1", "MDA-MB-231", "Breast cancer", "Co-culture", "TNBC", "8.60"], ["MM2", "MDA-MB-231", "Breast cancer", "Co-culture", "TNBC", "8.70"], ["MM3", "MDA-MB-231", "Breast cancer", "Co-culture", "TNBC", "8.50"], ["T", "T47D", "Breast cancer", "Single", "ER pos", "9.40"], ["TM1", "T47D", "Breast cancer", "Co-culture", "ER pos", "9.10"], ["TM2", "T47D", "Breast cancer", "Co-culture", "ER pos", "9.40"], ["TM3", "T47D", "Breast cancer", "Co-culture", "ER pos", "9.00"]], "row_count": 18, "column_count": 6, "numeric_cells": 24, "header_rows": 1, "locator": "section[6]/table-wrap[1]#t0005"}}], "gaps": ["asset:data:geo:GSE75130 not downloaded", "asset:data:geo:GSE75130 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "Audic and Claverie significance algorithm with false discovery rate (FDR) correction", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To identify genes differentially expressed between groups we used an algorithm based on Ref. [2] with a correction for false positive (type I) and false negative (type II) errors using the FDR method [3]."}}], "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 (Audic and Claverie significance algorithm with false discovery rate (FDR) correction), 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": ["GSE75130"], "resolved_accessions": ["GSE75130"], "statements": ["Data are publicly available"], "basis": "The paper names GSE75130 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:27081631", "data:geo:GSE75130", "asset:table:pmid:27081631:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE75130"]}, "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": "2026-10-31T18:28:16Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 20132, "completion_tokens": 2934, "cached_tokens": 1544}}, "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:27081631", "type": "paper", "label": "pmid:27081631"}, {"id": "source:pmid:27081631", "type": "manuscript", "label": "PMID 27081631 full text"}, {"id": "data:geo:GSE75130", "type": "dataset", "label": "GEO GSE75130"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:27081631", "type": "paper", "label": "pmid:27081631"}, {"id": "source:pmid:27081631", "type": "manuscript", "label": "PMID 27081631 full text"}, {"id": "data:geo:GSE75130", "type": "dataset", "label": "GEO GSE75130"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-27081631", "type": "extraction", "used": ["source:pmid:27081631"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE75130", "type": "accession_resolution", "used": ["data:geo:GSE75130"], "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:27081631", "parent_hash": "sha256:a081625243cf09aed414b7616aeb9fc4285ba276ec623384c09a5a9c9937126b", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE75130 licence not read", "asset:data:geo:GSE75130 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["sample identity and analysis of the Illumina RNA-Seq data, which have been deposited into Gene Ex"], "order_basis": "paper_text_order:622", "id": "assay:1"}]}