← All .science files
pmid:40313617
LINC01559 drives osimertinib resistance in NSCLC through a ceRNA network regulating miR-320a/IGF2BP3 axis.
Leidi Xu · Yibo Zhang · Liangliang Xing · Ying Zhou · Ning Chang · Hangtian Xi · Xiangrui Xu · Jian Zhang
Frontiers in pharmacology · 2025 doi:10.3389/fphar.2025.1592846
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 · 8 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 · 2 items
[0] object · 3 fields
[1] 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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 6 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 8 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 82 items
gaps array · 6 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 · 4 items
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 · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[4] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 1 field
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 · 3 items
resolved_accessions array · 3 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 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 · 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 · 6 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 · 0 items
source_hashes object · 1 field
evidence array · 1 item
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 3 items
[3] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[4] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[5] 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:40313617", "kind": "science-record", "revision": 4, "content_hash": "sha256:fe221d805df53eb710d13b21749fac07d2992035795ac4cbb512d28b81008231", "created_at": "2026-11-01T20:30:28Z", "updated_at": "2026-11-01T22:56:28Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "LINC01559 drives osimertinib resistance in NSCLC through a ceRNA network regulating miR-320a/IGF2BP3 axis.", "doi": "10.3389/fphar.2025.1592846", "pmid": "40313617", "authors": ["Leidi Xu", "Yibo Zhang", "Liangliang Xing", "Ying Zhou", "Ning Chang", "Hangtian Xi", "Xiangrui Xu", "Jian Zhang"], "journal": "Frontiers in pharmacology", "year": 2025, "abstract": "Background: Osimertinib resistance remains a major challenge in the treatment of lung adenocarcinoma. Long non-coding RNAs (lncRNAs) have emerged as key regulators of drug resistance, but their roles in osimertinib resistance are poorly understood. This study aimed to identify lncRNAs driving osimertinib resistance and elucidate their molecular mechanisms.\nMethods: Multi-cohort analysis (GSE222820, GSE232890, GSE255958) identified osimertinib resistance-associated lncRNAs. Functional validation employed in vitro assays (proliferation, migration, invasion, drug sensitivity) and xenograft models. Mechanistic studies involved luciferase reporter assays, RNA immunoprecipitation (RIP), and Western blotting. Clinical correlations were analyzed using TCGA-LUAD data.\nResults: Our findings demonstrated that LINC01559 was markedly upregulated in LUAD tissues and osimertinib-resistant cell lines, correlating with poor patient survival. Functional analyses revealed that LINC01559 critically regulates processes linked to drug resistance, enhancing tumor cell proliferation, migration, and invasive capabilities. Knockdown of LINC01559 sensitized resistant cells to osimertinib, significantly reducing colony-forming potential and suppressing migratory/invasive behaviors. In contrast, overexpression of LINC01559 exacerbated therapeutic resistance. Mechanistically, LINC01559 functions as a competing endogenous RNA (ceRNA) by sponging miR-320a, promote osimertinib -resistance and upregulate the expression of the miR-320a target IGF2BP3. Rescue experiments and xenograft models confirmed that Linc01559 drives resistance via the miR-320a/IGF2BP3 axis.\nConclusion: This study identifies LINC01559 as a novel ceRNA that drives osimertinib resistance in lung adenocarcinoma by sponging miR-320a to enhance IGF2BP3 expression. Targeting the LINC01559/miR-320a/IGF2BP3 axis may provide a therapeutic strategy to overcome osimertinib resistance.", "claims": [{"id": "claim-method", "statement": "Differentially expressed lncRNAs (DELs) in osimertinib-resistant cells and osimertinib-sensitive cells were identified from three public transcriptomic datasets (GSE222820, GSE232890, GSE255958) using DESeq2 and limma R package (|log2 fold change| >1, adjusted p < 0.05).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40313617", "locator": "sections[15] \"Bioinformatics analysis and target gene prediction\" paragraph 2", "quote": "Differentially expressed lncRNAs (DELs) in osimertinib-resistant cells and osimertinib-sensitive cells were identified from three public transcriptomic datasets (GSE222820, GSE232890, GSE255958) using DESeq2 and limma R package (|log2 fold change| >1, adjusted p < 0.05)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40313617", "locator": "sections[26] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The LINC01559/miR-320a/IGF2BP3 axis drives osimertinib resistance in lung adenocarcinoma.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40313617", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "This study identifies LINC01559 as a novel ceRNA that drives osimertinib resistance in lung adenocarcinoma by sponging miR-320a to enhance IGF2BP3 expression."}, {"asset": "source:pmid:40313617", "locator": "sections[22] \"The LINC01559/miR-320a/IGF2BP3 axis promotes osimertinib resistance in vitro and in vivo\" paragraph 5", "quote": "These findings collectively establish the LINC01559/miR-320a/IGF2BP3 axis as a critical driver of tumor growth and osimertinib resistance, highlighting its potential as a therapeutic target in NSCLC (Figure 6)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The LINC01559/miR-320a/IGF2BP3 axis drives osimertinib resistance in lung adenocarcinoma.", "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:40313617"], "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:GSE222820"], "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:GSE222820"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40313617", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fphar.2025.1592846", "sha256": "sha256:403eb000cab9a562fb16ba72f2059003358a1750d18ebde211a20b5785ca080c", "bytes": 53696, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fphar.2025.1592846", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12043721", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE222820", "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=GSE222820", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE222820", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM6932737", "GSM6932738", "GSM6932739", "GSM6932740", "GSM6932741", "GSM6932742"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "24676", "taxon": "Homo sapiens", "title": "Gene expression of PC9 and PC9-OR cell line [JXQ_RNA]", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE232890", "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=GSE232890", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE232890", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM7385478", "GSM7385479", "GSM7385480", "GSM7385481", "GSM7385482", "GSM7385483", "GSM7385484", "GSM7385485"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "28038", "taxon": "Homo sapiens", "title": "Relation between TP53 GOF mutation and Osimertinib treatment in EGFR mutant lung cancer", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE255958", "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=GSE255958", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE255958", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM8083374", "GSM8083375", "GSM8083376", "GSM8083377", "GSM8083378", "GSM8083379", "GSM8083380", "GSM8083381", "GSM8083382", "GSM8083383", "GSM8083384", "GSM8083385", "GSM8083386", "GSM8083387", "GSM8083388", "GSM8083389", "GSM8083390", "GSM8083391", "GSM8083392", "GSM8083393", "GSM8083394", "GSM8083395", "GSM8083396", "GSM8083397", "GSM8083398", "GSM8083399", "GSM8083400", "GSM8083401", "GSM8083402", "GSM8083403", "GSM8083404", "GSM8083405", "GSM8083406", "GSM8083407", "GSM8083408", "GSM8083409", "GSM8083410", "GSM8083411", "GSM8083412", "GSM8083413", "GSM8083414", "GSM8083415", "GSM8083416", "GSM8083417", "GSM8083418", "GSM8083419", "GSM8083420", "GSM8083421", "GSM8083422", "GSM8083423", "GSM8083424", "GSM8083425", "GSM8083426", "GSM8083427", "GSM8083428", "GSM8083429", "GSM8083430", "GSM8083431", "GSM8083432", "GSM8083433", "GSM8083434", "GSM8083435", "GSM8083436", "GSM8083437", "GSM8083438", "GSM8083439", "GSM8083440", "GSM8083441", "GSM8083442", "GSM8083443", "GSM8083444", "GSM8083445", "GSM8083446", "GSM8083447", "GSM8083448", "GSM8083449", "GSM8083450", "GSM8083451", "GSM8083452", "GSM8083453", "GSM8083454", "GSM8083455"], "sample_count": 82, "group_sizes": null, "group_sizes_basis": null, "platform": "24676", "taxon": "Homo sapiens", "title": "Focal adhesion kinase-YAP signaling axis drives drug-tolerant persister cells and residual disease in NSCLC", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE222820 not downloaded", "asset:data:geo:GSE222820 licence not read", "asset:data:geo:GSE232890 not downloaded", "asset:data:geo:GSE232890 licence not read", "asset:data:geo:GSE255958 not downloaded", "asset:data:geo:GSE255958 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "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": "verbatim", "quote": "Differentially expressed lncRNAs (DELs) in osimertinib-resistant cells and osimertinib-sensitive cells were identified from three public transcriptomic datasets (GSE222820, GSE232890, GSE255958) using DESeq2 and limma R package (|log2 fold change| >1, adjusted p < 0.05)."}}, {"id": "method-2", "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-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": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-5", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {"fold_change": "limma R package (|log2 fold change| >1, adjusted p < 0"}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.8, "band": "high", "quote": "limma"}}], "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: deseq2."}, "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": ["GSE222820", "GSE232890", "GSE255958"], "resolved_accessions": ["GSE222820", "GSE232890", "GSE255958"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: https://www.ncbi.nlm.nih.gov/geo/, GSE222820 https://www.ncbi.nlm.nih.gov/geo/, GSE232890 https://www.ncbi.nlm.nih.gov/geo/, GSE255958."], "basis": "The paper names GSE222820, GSE232890, GSE255958 in https://www.ncbi.nlm.nih.gov/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:40313617", "data:geo:GSE222820"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE222820"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:51:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 15887, "completion_tokens": 2588, "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:40313617", "type": "paper", "label": "pmid:40313617"}, {"id": "source:pmid:40313617", "type": "manuscript", "label": "PMID 40313617 full text"}, {"id": "data:geo:GSE222820", "type": "dataset", "label": "GEO GSE222820"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40313617", "type": "paper", "label": "pmid:40313617"}, {"id": "source:pmid:40313617", "type": "manuscript", "label": "PMID 40313617 full text"}, {"id": "data:geo:GSE222820", "type": "dataset", "label": "GEO GSE222820"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40313617", "type": "extraction", "used": ["source:pmid:40313617"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE222820", "type": "accession_resolution", "used": ["data:geo:GSE222820"], "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:40313617", "parent_hash": "sha256:7d1dbd97d2f126633b3dd507f431dbea8c6c7608a824a03cb25275857b41dca1", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE222820 licence not read", "asset:data:geo:GSE222820 not downloaded", "asset:data:geo:GSE232890 licence not read", "asset:data:geo:GSE232890 not downloaded", "asset:data:geo:GSE255958 licence not read", "asset:data:geo:GSE255958 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": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["r assays, RNA immunoprecipitation (RIP), and Western blotting. Clinical correlations were analyzed using T"], "order_basis": "paper_text_order:756", "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": 0.85, "evidence": ["ation, migration, and invasive capabilities. Knockdown of LINC01559 sensitized resistant cells to o"], "order_basis": "paper_text_order:1177", "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": 0.99, "evidence": ["ciences (CAS, Shanghai, China), and all were cultured in RPMI-1640 (H1975, PC9, HCC827) or DMEM (A549", "resistant cell line establishment Cell lines A549, H1299, H1975, PC9, HCC827, HEK-293t, and BE", "d in RPMI-1640 (H1975, PC9, HCC827) or DMEM (A549, H1299, BEAS-2B, HEK293T) supplemented with"], "order_basis": "paper_text_order:2096", "id": "assay:3"}, {"role": "data_generation", "definition_id": "clinical_trial", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["NU/NU nude mice (6 weeks old, Charles River) were randomized into four groups (n = 6/group) and housed under s"], "order_basis": "paper_text_order:2807", "id": "assay:4"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": [", with volume calculated as length×width22 . Mice were sacrificed at Day 30, and tumors were excised and weigh", ", with volume calculated as length×width22 . Mice were sacrificed at Day 30, and tumors were excise"], "order_basis": "paper_text_order:3237", "id": "assay:5"}, {"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": ["Differentially expressed lncRNAs (DELs) in osimertinib-resistant cells and osimertinib-sensitive cells were identified from three public transcriptomic datasets (GSE222820, GSE232890, GSE255958) using DESeq2 and limma R package (|log2 fold change| >1, adjusted p < 0.05)."], "order_basis": "consumes_earlier_output", "id": "assay:6"}]}