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pmid:39763672

New insights into roles of IL-7R gene as a diagnostic biomarker for post-stroke depression.

Mengyu Liu · Haochen Sun · Qun Yao · Duohao Wang · Jihong Zhang · Xing Ye · Xinyang Qi

Frontiers in immunology · 2024 doi:10.3389/fimmu.2024.1506214

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complete

Experiment

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Data

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Analysis

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:39763672
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2026-11-01T20:30:05Z
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2026-11-01T22:55:58Z
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paper object · 10 fields
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title
New insights into roles of IL-7R gene as a diagnostic biomarker for post-stroke depression.
doi
10.3389/fimmu.2024.1506214
pmid
39763672
authors array · 7 items
[0]
Mengyu Liu
[1]
Haochen Sun
[2]
Qun Yao
[3]
Duohao Wang
[4]
Jihong Zhang
[5]
Xing Ye
[6]
Xinyang Qi
journal
Frontiers in immunology
year
2024
abstract
Background: Post-stroke depression (PSD) is the most prevalent neuropsychiatric complication following a stroke. The inflammatory theory suggests that PSD may be associated with an overactive inflammatory response. However, research findings regarding inflammation-related indicators in PSD remain inconsistent and elusive. This study aimed to screen the diagnostic markers that helps to distinguish between PSD and post-stroke non-depressed (PSND) patients. Methods: Two GEO datasets, including patients with major depression disease (MDD) and controls (CON, GSE98793), ischemic stroke (IS) and CON (GSE16561), were used to analyzed differentially expressed genes (DEGs) and perform enrichment analysis. Protein-protein interaction (PPI) network and Random Forest analysis were used to screen the candidate hub genes. CIBERSORT was performed to analyze the immune infiltration. We analyzed the proteins that interact with the hub genes using string database, circRNA-miRNA-mRNA ceRNA network of the hub genes using RNAInter, miRWalk, miRDB and Starbase databases, and the drugs that regulate the hub genes by DSigDB database. We further verified the expression of the hub genes using Quantitative Real-Time PCR from the blood of patients and CON. Results: From the screened 394 DEGs, the DEGs were found primarily related to activation of immune response. PPI network and random forest analysis obtained the hub genes: IL-7R. ROC analysis showed that IL-7R had a good diagnostic and predictive effect on MDD and IS patients. The proportions of macrophages M0 and monocytes in patients were significantly higher than those in CON. We constructed PPI network and ceRNA network that related to IL-7R. The perturbagen signatures and computational drug signatures were found that can target IL-7R. The expression of IL-7R in MDD, PSND and PSD patients was lower than that in CON, and the expression of IL-7R in PSD patients was lower than that in PSND patients. Conclusion: These findings indicate that IL-7R may serve as a diagnostic marker to distinguish between PSD and PSND patients, and targeting IL-7R as a therapeutic target could potentially improve treatment outcomes for PSD.
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The differences among four groups were evaluated using one-way analysis of variance (ANOVA) followed by Tukey post hoc tests, T-tests and χ2-tests.
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The differences among four groups were evaluated using one-way analysis of variance (ANOVA) followed by Tukey post hoc tests, T-tests and χ2-tests.
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Publicly available datasets were analyzed in this study. This data can be found here: GSE98793 and GSE16561. The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author.
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Publicly available datasets were analyzed in this study. This data can be found here: GSE98793 and GSE16561. The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author.
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The expression of IL-7R in PSD group was lower than that in PSND group (p Turkey = 0.041).
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The expression of IL-7R in PSD group was lower than that in PSND group (p Turkey = 0.041).
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The expression of IL-7R in PSD group was lower than that in PSND group (p Turkey = 0.041).
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pression of the hub genes using Quantitative Real-Time PCR from the blood of patients and CON. Results:
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The differences among four groups were evaluated using one-way analysis of variance (ANOVA) followed by Tukey post hoc tests, T-tests and χ2-tests.
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{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39763672", "kind": "science-record", "revision": 4, "content_hash": "sha256:4e1396170f141274a99b08fcb0ac0e573426d3d82970e19d90025d6490992806", "created_at": "2026-11-01T20:30:05Z", "updated_at": "2026-11-01T22:55:58Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "New insights into roles of IL-7R gene as a diagnostic biomarker for post-stroke depression.", "doi": "10.3389/fimmu.2024.1506214", "pmid": "39763672", "authors": ["Mengyu Liu", "Haochen Sun", "Qun Yao", "Duohao Wang", "Jihong Zhang", "Xing Ye", "Xinyang Qi"], "journal": "Frontiers in immunology", "year": 2024, "abstract": "Background: Post-stroke depression (PSD) is the most prevalent neuropsychiatric complication following a stroke. The inflammatory theory suggests that PSD may be associated with an overactive inflammatory response. However, research findings regarding inflammation-related indicators in PSD remain inconsistent and elusive. This study aimed to screen the diagnostic markers that helps to distinguish between PSD and post-stroke non-depressed (PSND) patients.\nMethods: Two GEO datasets, including patients with major depression disease (MDD) and controls (CON, GSE98793), ischemic stroke (IS) and CON (GSE16561), were used to analyzed differentially expressed genes (DEGs) and perform enrichment analysis. Protein-protein interaction (PPI) network and Random Forest analysis were used to screen the candidate hub genes. CIBERSORT was performed to analyze the immune infiltration. We analyzed the proteins that interact with the hub genes using string database, circRNA-miRNA-mRNA ceRNA network of the hub genes using RNAInter, miRWalk, miRDB and Starbase databases, and the drugs that regulate the hub genes by DSigDB database. We further verified the expression of the hub genes using Quantitative Real-Time PCR from the blood of patients and CON.\nResults: From the screened 394 DEGs, the DEGs were found primarily related to activation of immune response. PPI network and random forest analysis obtained the hub genes: IL-7R. ROC analysis showed that IL-7R had a good diagnostic and predictive effect on MDD and IS patients. The proportions of macrophages M0 and monocytes in patients were significantly higher than those in CON. We constructed PPI network and ceRNA network that related to IL-7R. The perturbagen signatures and computational drug signatures were found that can target IL-7R. The expression of IL-7R in MDD, PSND and PSD patients was lower than that in CON, and the expression of IL-7R in PSD patients was lower than that in PSND patients.\nConclusion: These findings indicate that IL-7R may serve as a diagnostic marker to distinguish between PSD and PSND patients, and targeting IL-7R as a therapeutic target could potentially improve treatment outcomes for PSD.", "claims": [{"id": "claim-method", "statement": "The differences among four groups were evaluated using one-way analysis of variance (ANOVA) followed by Tukey post hoc tests, T-tests and χ2-tests.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39763672", "locator": "sections[14] \"Statistical analysis\" paragraph 2", "quote": "The differences among four groups were evaluated using one-way analysis of variance (ANOVA) followed by Tukey post hoc tests, T-tests and χ2-tests."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. This data can be found here: GSE98793 and GSE16561. The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39763672", "locator": "sections[29] \"Data availability statement\" paragraph 2", "quote": "Publicly available datasets were analyzed in this study. This data can be found here: GSE98793 and GSE16561. The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The expression of IL-7R in PSD group was lower than that in PSND group (p Turkey = 0.041).", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39763672", "locator": "sections[25] \"The validation of the potential diagnostic marker\" paragraph 2", "quote": "The expression of IL-7R in PSD group was lower than that in PSND group (p Turkey = 0.041)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The expression of IL-7R in PSD group was lower than that in PSND group (p Turkey = 0.041).", "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:39763672"], "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:GSE16561"], "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:GSE16561"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39763672", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fimmu.2024.1506214", "sha256": "sha256:bf318420150e1d6a15835c3392d3fc261c4f86fad59a22094e2bf193967295f4", "bytes": 29287, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fimmu.2024.1506214", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11700794", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE16561", "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=GSE16561", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE16561", "version": null, "note": "Publicly available datasets were analyzed in this study. 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