← All .science files
pmid:39003404
The shared mechanism and potential diagnostic markers for premature ovarian failure and dry eye disease.
Xi Long · Zixuan Wu · Pengfei Jiang · Kang Tan · Pei Liu · Qinghua Peng
Scientific reports · 2024 doi:10.1038/s41598-024-67284-3
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
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
[1] object · 6 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 · 5 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 · 9 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 6 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 15 items
gaps array · 8 items
analysis object · 4 fields
methods array · 2 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[1] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 items
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 · 4 items
resolved_accessions array · 4 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 · 12 items
assays array · 1 item
[0] 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:39003404", "kind": "science-record", "revision": 4, "content_hash": "sha256:d3ce94b8f4d92abc254eb6d70e912ed4c06220fdee466721d9fbbeaf0286a9fa", "created_at": "2026-11-01T20:29:04Z", "updated_at": "2026-11-01T22:54:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The shared mechanism and potential diagnostic markers for premature ovarian failure and dry eye disease.", "doi": "10.1038/s41598-024-67284-3", "pmid": "39003404", "authors": ["Xi Long", "Zixuan Wu", "Pengfei Jiang", "Kang Tan", "Pei Liu", "Qinghua Peng"], "journal": "Scientific reports", "year": 2024, "abstract": "Premature ovarian failure (POF), which is often comorbid with dry eye disease (DED) is a key issue affecting female health. Here, we explored the mechanism underlying comorbid POF and DED to further elucidate disease mechanisms and improve treatment. Datasets related to POF (GSE39501) and DED (GSE44101) were identified from the Gene Expression Omnibus (GEO) database and subjected to weighted gene coexpression network (WGCNA) and differentially expressed genes (DEGs) analyses, respectively, with the intersection used to obtain 158 genes comorbid in POF and DED. Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) analyses of comorbid genes revealed that identified genes were primarily related to DNA replication and Cell cycle, respectively. Protein-Protein interaction (PPI) network analysis of comorbid genes obtained the 15 hub genes: CDC20, BIRC5, PLK1, TOP2A, MCM5, MCM6, MCM7, MCM2, CENPA, FOXM1, GINS1, TIPIN, MAD2L1, and CDCA3. To validate the analysis results, additional POF- and DED-related datasets (GSE48873 and GSE171043, respectively) were selected. miRNAs-lncRNAs-genes network and machine learning methods were used to further analysis comorbid genes. The DGIdb database identified valdecoxib, amorfrutin A, and kaempferitrin as potential drugs. Herein, the comorbid genes of POF and DED were identified from a bioinformatics perspective, providing a new strategy to explore the comorbidity mechanism, opening up a new direction for the diagnosis and treatment of comorbid POF and DED.", "claims": [{"id": "claim-method", "statement": "DEGs in DED and POF were identified using the R software limma package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39003404", "locator": "sections[17] \"Identification of DEGs\" paragraph 2", "quote": "DEGs in DED and POF were identified using the R software limma package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39003404", "locator": "sections[31] \"notes\" paragraph 1", "quote": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study identified 158 genes comorbid in premature ovarian failure and dry eye disease.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39003404", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Datasets related to POF (GSE39501) and DED (GSE44101) were identified from the Gene Expression Omnibus (GEO) database and subjected to weighted gene coexpression network (WGCNA) and differentially expressed genes (DEGs) analyses, respectively, with the intersection used to obtain 158 genes comorbid in POF and DED."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study identified 158 genes comorbid in premature ovarian failure and dry eye disease.", "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:39003404"], "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:GSE171043"], "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:GSE171043"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39003404", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-024-67284-3", "sha256": "sha256:0cd4a432ada9f2b8b90da38299b2a9ff25594eb3eafc18fe85be5a34d1030160", "bytes": 51052, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-024-67284-3", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11246504", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE171043", "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=GSE171043", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE171043", "version": null, "note": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5217341", "GSM5217342", "GSM5217343", "GSM5217344", "GSM5217345", "GSM5217346"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "28441", "taxon": "Oryctolagus cuniculus", "title": "The transcriptome of rabbit conjunctiva in dry eye disease: Large-scale changes and similarity to the human dry eye", "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:GSE39501", "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=GSE39501", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE39501", "version": null, "note": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM970248", "GSM970249", "GSM970250", "GSM970251", "GSM970252", "GSM970253", "GSM970254", "GSM970255", "GSM970256"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "6887", "taxon": "Mus musculus", "title": "Genomic profiling of SSCs (spermatogonial stem cells) transplanted recipients (SSCTR), premature ovarian failure (POF) and wild-type (WT) control ovaries.", "resolution_checked_at": "2026-11-01T19:09:46Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE44101", "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=GSE44101", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE44101", "version": null, "note": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1078942", "GSM1078943", "GSM1078944", "GSM1078945", "GSM1078946", "GSM1078947"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "1261", "taxon": "Mus musculus", "title": "Expression data from Spdef +/+ and Spdef -/- mice", "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:GSE48873", "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=GSE48873", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE48873", "version": null, "note": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1186211", "GSM1186212", "GSM1186213", "GSM1186214", "GSM1186215", "GSM1186216", "GSM1186217", "GSM1186218", "GSM1186219", "GSM1186220", "GSM1186221", "GSM1186222", "GSM1186223", "GSM1186224", "GSM1186225"], "sample_count": 15, "group_sizes": null, "group_sizes_basis": null, "platform": "13607", "taxon": "Homo sapiens", "title": "Blood expression profiles of fragile X premutation carriers identify genes involved in neurodegenerative and infertility phenotypes [FXTAS]", "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:GSE171043 not downloaded", "asset:data:geo:GSE171043 licence not read", "asset:data:geo:GSE39501 not downloaded", "asset:data:geo:GSE39501 licence not read", "asset:data:geo:GSE44101 not downloaded", "asset:data:geo:GSE44101 licence not read", "asset:data:geo:GSE48873 not downloaded", "asset:data:geo:GSE48873 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "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": "DEGs in DED and POF were identified using the R software limma package."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "Protein-Protein interaction"}}], "targets": [], "gaps": []}, "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: limma_voom."}, "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": ["GSE44101", "GSE39501", "GSE171043", "GSE48873"], "resolved_accessions": ["GSE44101", "GSE39501", "GSE171043", "GSE48873"], "statements": ["The datasets presented in this study can be found in GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE44101, GSE39501, GSE171043, GSE48873 datasets were downloaded from the GEO database."], "basis": "The paper names GSE44101, GSE39501, GSE171043, GSE48873 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:39003404", "data:geo:GSE171043"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE171043"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:24:07Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13370, "completion_tokens": 3065, "cached_tokens": 264}}, "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:39003404", "type": "paper", "label": "pmid:39003404"}, {"id": "source:pmid:39003404", "type": "manuscript", "label": "PMID 39003404 full text"}, {"id": "data:geo:GSE171043", "type": "dataset", "label": "GEO GSE171043"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39003404", "type": "paper", "label": "pmid:39003404"}, {"id": "source:pmid:39003404", "type": "manuscript", "label": "PMID 39003404 full text"}, {"id": "data:geo:GSE171043", "type": "dataset", "label": "GEO GSE171043"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39003404", "type": "extraction", "used": ["source:pmid:39003404"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE171043", "type": "accession_resolution", "used": ["data:geo:GSE171043"], "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:39003404", "parent_hash": "sha256:2ba752195b6afcf198186447f6411e8545498da9e46e1b25c78c4a210c2b0ac9", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE171043 licence not read", "asset:data:geo:GSE171043 not downloaded", "asset:data:geo:GSE39501 licence not read", "asset:data:geo:GSE39501 not downloaded", "asset:data:geo:GSE44101 licence not read", "asset:data:geo:GSE44101 not downloaded", "asset:data:geo:GSE48873 licence not read", "asset:data:geo:GSE48873 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["DEGs in DED and POF were identified using the R software limma package."], "order_basis": "analysis_only", "id": "assay:1"}]}