← All .science files
pmid:41227338
Integrated Bioinformatics and Experimental Analysis Revealed Crosstalk Between IL-6, Autophagy, Ubiquitination, and Key miRNAs in Female Infertility: Insights from Ovarian Endometriosis and Polycystic Ovary Syndrome.
Saber Nahdi · Maria Arafah · Abdel Halim Harrath
Cells · 2025 doi:10.3390/cells14211693
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 · 3 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
target object · 4 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 · 6 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 61 items
gaps array · 4 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
evidence object · 3 fields
targets array · 1 item
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 · 2 items
resolved_accessions array · 2 items
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 · 9 items
assays array · 5 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[2] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 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 · 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:41227338", "kind": "science-record", "revision": 2, "content_hash": "sha256:8f5b67fb30425ee21308d2d82d395d86ef8bb9d77fc98aff8d6bcd2d26287892", "created_at": "2026-11-01T20:31:15Z", "updated_at": "2026-11-01T21:36:02Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrated Bioinformatics and Experimental Analysis Revealed Crosstalk Between IL-6, Autophagy, Ubiquitination, and Key miRNAs in Female Infertility: Insights from Ovarian Endometriosis and Polycystic Ovary Syndrome.", "doi": "10.3390/cells14211693", "pmid": "41227338", "authors": ["Saber Nahdi", "Maria Arafah", "Abdel Halim Harrath"], "journal": "Cells", "year": 2025, "abstract": "Female infertility, affecting millions worldwide, involves complex molecular mechanisms such as chronic inflammation, impaired cellular death, and protein regulation. This study explores how the cytokine IL-6, the autophagy marker LC3, ubiquitination process, and three miRNAs, miR-146a-5p, miR-9-5p, and miR-9-3p, contribute to the control of ovarian function and female infertility. Two expression profile datasets (GSE199225 and GSE146856) were screened and downloaded from GEO. DEGs were screened using the GEO2R and ggVennDiagram tools. The three miRNAs were retrieved from datasets using the multiMiR tool, and IL6-targeted genes were retrieved from MSigDB. IL6 and miRNA interaction networks were constructed. Further, the cross-correlation of LC3 and ubiquitination with the DEGs associated miRNAs was demonstrated. Meanwhile, GO/KEGG pathway enrichment analyses and molecular network interaction analysis were performed. Lastly, immunohistochemistry and quantitative PCR (qPCR) were used to confirm the expression of IL6, LC3, and miRNA in ovarian endometrial tissues compared to control tissues. The results showed that IL-6 drives inflammation in conditions of PCOS and ovarian endometriosis, which then disrupts ovulation and embryo implantation. miR-146a-5p reduced inflammation by targeting the gene TRAF6, while miR-9-5p regulated protein degradation via SQSTM1. In agreement with the bioinformatic approach, experimental analysis revealed reduced IL6 protein expression in ovarian endometriosis tissues while the mRNA IL6 level was increased, suggesting the presence of post-transcriptional regulatory mechanisms that act to limit excessive inflammation, probably through miRNAs. Indeed, the levels of miR-146a-5, which plays a role in immune modulation and inflammatory signaling, were significantly upregulated. Interestingly, an alteration in autophagic markers revealed by elevated LC3 was also observed. Aligned with these experimental data, bioinformatic analysis showed that autophagy genes LC3 and ATG5 and ubiquitination processes were tightly linked to ovarian health, with disruptions accelerating follicle loss and oxidative damage. In conclusion, the results showed that IL-6, miRNAs, and autophagy processes work together to control inflammation and cellular repair in ovarian disorders. This study opens new avenues for targeted treatments to improve fertility outcomes by connecting molecular networks to clinical insights.", "claims": [{"id": "claim-method", "statement": "Raw expression data and metadata were extracted by using GEO2R [29,30]. Normalization and log2 conversion were carried out for each dataset to filter out the DEGs, which are displayed as volcano plots. The filtering conditions were as follows: |log2-fold change| ≥ 1 and adjusted p-value (adj. P) < 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41227338", "locator": "sections[4] \"2.2. Analysis of Microarray Datasets\" paragraph 2", "quote": "Raw expression data and metadata were extracted by using GEO2R [29,30]. Normalization and log2 conversion were carried out for each dataset to filter out the DEGs, which are displayed as volcano plots. The filtering conditions were as follows: |log2-fold change| ≥ 1 and adjusted p-value (adj. P) < 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that support the findings of this study are available from the corresponding author (Abdel Halim Harrath) upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41227338", "locator": "sections[31] \"notes\" paragraph 1", "quote": "The data that support the findings of this study are available from the corresponding author (Abdel Halim Harrath) upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Finally, a total of 2312 DEGs were screened (|log2-fold change| ≥ 1 and adjusted p-value (adj. P) < 0.05) after the deletion of duplicated genes, including 1148 upregulated and 1164 downregulated expression genes.", "kind": "quantitative", "target": {"value": 2.0, "unit": "fold change", "tolerance": null, "source": "Finally, a total of 2312 DEGs were screened (|log2-fold change| ≥ 1 and adjusted p-value (adj. P) < 0.05) after the deletion of duplicated genes, including 1148 upregulated and 1164 downregulated expression genes."}, "evidence": [{"asset": "source:pmid:41227338", "locator": "sections[15] \"3.1. Identification of DEGs\" paragraph 2", "quote": "Finally, a total of 2312 DEGs were screened (|log2-fold change| ≥ 1 and adjusted p-value (adj. P) < 0.05) after the deletion of duplicated genes, including 1148 upregulated and 1164 downregulated expression genes."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Finally, a total of 2312 DEGs were screened (|log2-fold change| ≥ 1 and adjusted p-value (adj. P) < 0.05) after the deletion of duplicated genes, including 1148 upregulated and 1164 downregulated expression genes.", "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:41227338"], "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:GSE146856"], "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:GSE146856"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41227338", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/cells14211693", "sha256": "sha256:84152ef7a5f66332b2ab33bcacb244076978fb5e014bc47f025c0d5c14b458ea", "bytes": 43353, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/cells14211693", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12610108", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE146856", "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=GSE146856", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE146856", "version": null, "note": "The data that support the findings of this study are available from the corresponding author (Abdel Halim Harrath) upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author (Abdel Halim Harrath) upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4407908", "GSM4407909", "GSM4407910", "GSM4407911", "GSM4407912", "GSM4407913"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "20795", "taxon": "Homo sapiens", "title": "Novel PGK1 determines AR stability dependent on Spk2 and reprograms granular cell glucose metabolism to facilitate ovulation dysfunction", "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:GSE199225", "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=GSE199225", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE199225", "version": null, "note": "The data that support the findings of this study are available from the corresponding author (Abdel Halim Harrath) upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that support the findings of this study are available from the corresponding author (Abdel Halim Harrath) upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5967063", "GSM5967064", "GSM5967065", "GSM5967066", "GSM5967067", "GSM5967068", "GSM5967069", "GSM5967070", "GSM5967071", "GSM5967072", "GSM5967073", "GSM5967074", "GSM5967075", "GSM5967076", "GSM5967077", "GSM5967078", "GSM5967079", "GSM5967080", "GSM5967081", "GSM5967082", "GSM5967083", "GSM5967084", "GSM5967085", "GSM5967086", "GSM5967087", "GSM5967088", "GSM5967089", "GSM5967090", "GSM5967091", "GSM5967092", "GSM5967093", "GSM5967094", "GSM5967095", "GSM5967096", "GSM5967097", "GSM5967098", "GSM5967099", "GSM5967100", "GSM5967101", "GSM5967102", "GSM5967103", "GSM5967104", "GSM5967105", "GSM5967106", "GSM5967107", "GSM5967108", "GSM5967109", "GSM5967110", "GSM5967111", "GSM5967112", "GSM5967113", "GSM5967114", "GSM5967115", "GSM5967116", "GSM5967117", "GSM5967118", "GSM5967119", "GSM5967120", "GSM5967121", "GSM5967122", "GSM5967123"], "sample_count": 61, "group_sizes": null, "group_sizes_basis": null, "platform": "24676", "taxon": "Homo sapiens", "title": "TGFβ1 impairs the transcriptomic response to contraction in myotubes from women with polycystic ovary syndrome", "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:GSE146856 not downloaded", "asset:data:geo:GSE146856 licence not read", "asset:data:geo:GSE199225 not downloaded", "asset:data:geo:GSE199225 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-2", "family": null, "specific": null, "label": "GEO2R differential-expression analysis with normalization and log2 conversion, filtering by |log2-fold change| ≥ 1 and adjusted p-value < 0.05", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Raw expression data and metadata were extracted by using GEO2R [29,30]. Normalization and log2 conversion were carried out for each dataset to filter out the DEGs, which are displayed as volcano plots. The filtering conditions were as follows: |log2-fold change| ≥ 1 and adjusted p-value (adj. P) < 0.05."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "pathway_enrich", "expected_value": 2.0, "unit": "fold change", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "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": ["pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pathway_enrichment."}, "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": ["GSE199225", "GSE146856"], "resolved_accessions": ["GSE199225", "GSE146856"], "statements": ["The data that support the findings of this study are available from the corresponding author (Abdel Halim Harrath) upon reasonable request."], "basis": "The paper names GSE199225, GSE146856 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": ["pathway_enrich"], "assets": ["source:pmid:41227338", "data:geo:GSE146856"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE146856"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:05:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12588, "completion_tokens": 1376, "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:41227338", "type": "paper", "label": "pmid:41227338"}, {"id": "source:pmid:41227338", "type": "manuscript", "label": "PMID 41227338 full text"}, {"id": "data:geo:GSE146856", "type": "dataset", "label": "GEO GSE146856"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41227338", "type": "paper", "label": "pmid:41227338"}, {"id": "source:pmid:41227338", "type": "manuscript", "label": "PMID 41227338 full text"}, {"id": "data:geo:GSE146856", "type": "dataset", "label": "GEO GSE146856"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41227338", "type": "extraction", "used": ["source:pmid:41227338"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE146856", "type": "accession_resolution", "used": ["data:geo:GSE146856"], "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:41227338", "parent_hash": "sha256:18919af3ff7b5c022c4fcbff1af81bd04030b3a2f6be77d1f0e60cc48c653210", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE146856 licence not read", "asset:data:geo:GSE146856 not downloaded", "asset:data:geo:GSE199225 licence not read", "asset:data:geo:GSE199225 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["interaction analysis were performed. Lastly, immunohistochemistry and quantitative PCR (qPCR) were used to con", "metriosis. Protein expression analysis using immunohistochemistry (IHC) revealed a paradoxical downregulation", "ression analysis using immunohistochemistry (IHC) revealed a paradoxical downregulation of IL", "restingly, protein expression analysis using IHC consistently showed a notable increase in LC"], "order_basis": "paper_text_order:1110", "id": "assay:1"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": [", immunohistochemistry and quantitative PCR (qPCR) were used to confirm the expression of IL6,", "crease in IL-6 mRNA revealed by quantitative real-time PCR (qRT-PCR) analysis was observed (Figure 14H)"], "order_basis": "paper_text_order:1153", "id": "assay:2"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["according to the Human collection Biocarta, Apoptosis, and IL6 pathway gene sets category [25]. mi", "P7 were tied to hypoxia and ovarian follicle apoptosis. The MSigDB pathway analysis confirmed IL6 a"], "order_basis": "paper_text_order:4517", "id": "assay:3"}, {"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["is illustrated in Figure 1. 2.2. Analysis of Microarray Datasets Based on PCOS’s role in female infe"], "order_basis": "paper_text_order:5166", "id": "assay:4"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["pathway enrichment"], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}