← All .science files
pmid:32864408
Correlated expression analysis of genes implicated in schizophrenia: identification of putative disease-related pathways.
Erin I Liedtke · Sirey Zhang · John A Thompson · Stefan Sillau · Judith Gault
New horizons in translational medicine · 2017
Paper
partial
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 · 5 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
gaps array · 1 item
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 · 2 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 66 items
gaps array · 2 items
analysis object · 4 fields
methods array · 2 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 · 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 · 1 item
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 · 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 · 8 items
assays array · 1 item
[0] 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:32864408", "kind": "science-record", "revision": 3, "content_hash": "sha256:6645afa4536c3c0278c925d83edc09f876a4b007bee1252cf06b2d01194714f4", "created_at": "2026-11-01T17:34:01Z", "updated_at": "2026-11-01T21:23:43Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "partial", "title": "Correlated expression analysis of genes implicated in schizophrenia: identification of putative disease-related pathways.", "doi": null, "pmid": "32864408", "authors": ["Erin I Liedtke", "Sirey Zhang", "John A Thompson", "Stefan Sillau", "Judith Gault"], "journal": "New horizons in translational medicine", "year": 2017, "abstract": "Schizophrenia (SCZ) is a severe psychiatric disorder affecting 0.7% of the population.[1] When inadequately treated, subjects with SCZ experience symptoms that render them dysfunctional and unable to discern aspects of reality. Despite the fact that the majority of subjects with SCZ are sporadic cases and do not have a known family history of SCZ, a family history is one of the largest risk factors for developing SCZ.[2-4] A large genome-wide association study (GWAS) recently pinpointed 108 significant loci within the human genome that contribute to SCZ pathogenesis.[5] While some loci include genes that have been previously implicated in SCZ, the majority, due to the unbiased nature of the genetic investigation, include genes with unknown relevance to SCZ. This investigation is based on the premise that: 1) at least one of the genes at the 108 loci contribute to SCZ etiology; 2) some of the genes contributing to SCZ etiology are in a common pathway; and 3) some genes in a common pathway will have correlated gene expression. Gene expression data available in the gene expression omnibus (GEO) was used to identify correlated expression among the 369 genes (853 isoforms) found at the 108 loci associated with SCZ. Expression data came from bone marrow CD34+ selected cells isolated from 66 individuals (GSE4619). First, correlation among genes related to the DRD2 pathway was analyzed to test the hypothesis that some SCZ genes are in a common pathway and have correlated expression. Then, two pathways were generated based on correlated expression of genes at the 108 loci. One pathway consisted of the largest number of genes with correlated expression (56) and included four genes from the DRD2 pathway and seven of the 33 genes that were previously implicated in SCZ. The second pathway, a novel pathway of 12 genes, was constructed by excluding both the 33 genes that were previously implicated in SCZ and other genes that exhibited significantly correlated expression with these 33 genes. Correlated expression analysis among SCZ-associated genes at the 108 loci provides evidence implicating those genes with correlated expression in SCZ pathogenesis. In addition, these analyses will facilitate pathway identification creating starting points for targeted experiments to verify or refute the hypothetical pathways generated here. Ultimately identifying the genes and pathways at the 108 loci involved in SCZ genesis will inform novel pharmaceutical development for treatment and prevention of SCZ.", "claims": [{"id": "claim-method", "statement": "The statistical methodology applied was Spearman correlations on the pairs of gene expressions.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32864408", "locator": "sections[5] \"Processing the data\" paragraph 2", "quote": "The statistical methodology applied was Spearman correlations on the pairs of gene expressions."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The “CD34+ cells isolated from bone marrow” data set GDS2118 (GSE4619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE4619) was chosen due to the large sample size and the expectation that many genes would be expressed at detectable levels in stem cells.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32864408", "locator": "sections[3] \"GEO data set\" paragraph 2", "quote": "The “CD34+ cells isolated from bone marrow” data set GDS2118 (GSE4619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE4619) was chosen due to the large sample size and the expectation that many genes would be expressed at detectable levels in stem cells."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Correlated-expression analysis identified a 56-gene pathway and a novel 12-gene pathway.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:32864408", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "One pathway consisted of the largest number of genes with correlated expression (56) and included four genes from the DRD2 pathway and seven of the 33 genes that were previously implicated in SCZ."}, {"asset": "source:pmid:32864408", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The second pathway, a novel pathway of 12 genes, was constructed by excluding both the 33 genes that were previously implicated in SCZ and other genes that exhibited significantly correlated expression with these 33 genes."}], "state": "complete"}], "gaps": ["doi"]}, "experiment": {"state": "complete", "objective": "Correlated-expression analysis identified a 56-gene pathway and a novel 12-gene pathway.", "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:32864408"], "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:GSE4619"], "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:GSE4619"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32864408", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": null, "sha256": "sha256:b6e123adfc3db2b2f2a28999da798d125892b968ff2146536e3921160c756fe9", "bytes": 24015, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "32864408", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7454191", "source": "ncbi_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE4619", "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=GSE4619", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE4619", "version": null, "note": "The “CD34+ cells isolated from bone marrow” data set GDS2118 (GSE4619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE4619) was chosen due to the large sample size and the expectation that many genes would be expressed at detectable levels in stem cells.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The “CD34+ cells isolated from bone marrow” data set GDS2118 (GSE4619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE4619) was chosen due to the large sample size and the expectation that many genes would be expressed at detectable levels in stem cells.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM103343", "GSM103344", "GSM103345", "GSM103346", "GSM103347", "GSM103348", "GSM103349", "GSM103350", "GSM103351", "GSM103352", "GSM103353", "GSM103354", "GSM103355", "GSM103356", "GSM103357", "GSM103358", "GSM103359", "GSM103360", "GSM103361", "GSM103362", "GSM103363", "GSM103364", "GSM103365", "GSM103366", "GSM103367", "GSM103368", "GSM103369", "GSM103370", "GSM103371", "GSM103372", "GSM103373", "GSM103374", "GSM103375", "GSM103376", "GSM103377", "GSM103378", "GSM103379", "GSM103380", "GSM103381", "GSM103382", "GSM103383", "GSM103384", "GSM103385", "GSM103386", "GSM103387", "GSM103388", "GSM103389", "GSM103390", "GSM103391", "GSM103392", "GSM103393", "GSM103394", "GSM103395", "GSM103396", "GSM103397", "GSM103398", "GSM103399", "GSM103400", "GSM103401", "GSM103402", "GSM103403", "GSM103404", "GSM103405", "GSM103406", "GSM103407", "GSM103408"], "sample_count": 66, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression profiling of CD34+ cells from MDS patients and normal controls", "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:GSE4619 not downloaded", "asset:data:geo:GSE4619 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "genetic_association", "specific": "gwas", "label": "Genetic association (GWAS / linkage / MR)", "dsl_operations": ["gwas_locus_scan"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["genotype_phenotype_table"], "evidence": {"score": 0.7, "band": "medium", "quote": "genome-wide association study"}}, {"id": "method-2", "family": null, "specific": null, "label": "Spearman correlations on the pairs of gene expressions", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The statistical methodology applied was Spearman correlations on the pairs of gene expressions."}}], "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": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["gwas_locus_scan"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: gwas."}, "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": ["GSE4619"], "resolved_accessions": ["GSE4619"], "statements": ["The “CD34+ cells isolated from bone marrow” data set GDS2118 (GSE4619; https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE4619) was chosen due to the large sample size and the expectation that many genes would be expressed at detectable levels in stem cells."], "basis": "The paper names GSE4619 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["gwas_locus_scan"], "assets": ["source:pmid:32864408", "data:geo:GSE4619"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE4619"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:00:31Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 7292, "completion_tokens": 2009, "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:32864408", "type": "paper", "label": "pmid:32864408"}, {"id": "source:pmid:32864408", "type": "manuscript", "label": "PMID 32864408 full text"}, {"id": "data:geo:GSE4619", "type": "dataset", "label": "GEO GSE4619"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32864408", "type": "paper", "label": "pmid:32864408"}, {"id": "source:pmid:32864408", "type": "manuscript", "label": "PMID 32864408 full text"}, {"id": "data:geo:GSE4619", "type": "dataset", "label": "GEO GSE4619"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32864408", "type": "extraction", "used": ["source:pmid:32864408"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE4619", "type": "accession_resolution", "used": ["data:geo:GSE4619"], "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:32864408", "parent_hash": "sha256:e0578753e98f6abe9d8d6e2e1a520b10d30e718d372326ab6d3404c242d86802", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE4619 licence not read", "asset:data:geo:GSE4619 not downloaded", "doi", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "genetic_association", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["gwas_locus_scan"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["genome-wide association study"], "order_basis": "analysis_only", "id": "assay:1"}]}