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pmid:39678015

Screening and Studying of Blood miRNAs as Potential Diagnostic Markers for Papillary Thyroid Carcinoma.

Xize Li · Wen Qin · Wenting Wang · Weilin Liu · Tianyi Dong · Aixiang Liu · Haojie Cai · Zhouhan Xu · Jiping Zeng

OncoTargets and therapy · 2024 doi:10.2147/OTT.S489559

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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pmid:39678015
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title
Screening and Studying of Blood miRNAs as Potential Diagnostic Markers for Papillary Thyroid Carcinoma.
doi
10.2147/OTT.S489559
pmid
39678015
authors array · 9 items
[0]
Xize Li
[1]
Wen Qin
[2]
Wenting Wang
[3]
Weilin Liu
[4]
Tianyi Dong
[5]
Aixiang Liu
[6]
Haojie Cai
[7]
Zhouhan Xu
[8]
Jiping Zeng
journal
OncoTargets and therapy
year
2024
abstract
Objective: MiRNAs play a pivotal role in tumorigenesis and development by exerting negative regulation on the expression of target genes. In this study, bioinformatics techniques and online database were employed to investigate the specific miRNA-target gene regulatory network in PTC, which was subsequently validated using human blood samples and compared to existing tumor markers. Methods: The miRNA (GSE50901) and Gene Expression (GSE113629) chip screening data of human PTC tissues were retrieved from GEO database. A comparative analysis was conducted using the GEO2R to identify differentially expressed miRNAs and target genes of the patients with PTC. Prediction of the miRNA-target gene regulatory network, related signal transduction pathways, biological effects and their relationship to prognosis was performed based on GO, KEGG, qRT-PCR detection of human blood samples, analysis of correlation on the existing pathological tumor markers, and ROC. Results: Compared to the corresponding normal thyroid tissues, a total of 2116 miRNAs were found to be differentially expressed in PTC patients, including 1968 up-regulated and 148 down-regulated genes. The abnormally expressed genes primarily participated in signal pathways associated with tumorigenesis and abnormal gene transcription. By utilizing data from the GEO database, five miRNAs closely linked to PTC prognosis were identified, which were miR-221-3p, miR-222-3p, miR-182-5p, miR-135a-5p, and miR-34a-5p, with elucidating the target genes. Experimental validation, correlation analysis with tumor markers along with bioinformatics analysis revealed a significant increase in expression levels of miR-182-5p in PTC patients which positively correlated with poor prognosis. These molecules could play crucial roles in both initiation and progression of PTC. Conclusion: This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC.
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Using the online analysis software GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/),12 the differentially expressed miRNAs and genes in human PTC were screened with normal human thyroid tissues as control.
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sections[4] "Screening and Identification of Differentially Expressed miRNAs and Genes" paragraph 2
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Using the online analysis software GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/),12 the differentially expressed miRNAs and genes in human PTC were screened with normal human thyroid tissues as control.
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The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov).
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The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov).
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This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC.
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Compared to the corresponding normal thyroid tissues, a total of 2116 miRNAs were found to be differentially expressed in PTC patients, including 1968 up-regulated and 148 down-regulated genes.
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Experimental validation, correlation analysis with tumor markers along with bioinformatics analysis revealed a significant increase in expression levels of miR-182-5p in PTC patients which positively correlated with poor prognosis.
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This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC.
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This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC.
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The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov).
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microRNA expression profiling of papillary thyroid carcinoma (PTC) and matched adjacent normal thyroid tissues
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The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov).
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Expression profiling identifies deregulated pathways and top diagnostic markers in papillary thyroid carcinoma
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Using the online analysis software GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/),12 the differentially expressed miRNAs and genes in human PTC were screened with normal human thyroid tissues as control.
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was performed using the Evo M-MLV RT Kit for qPCR (Accurate Biology, Code: AG11707). The qPCR
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39678015", "kind": "science-record", "revision": 3, "content_hash": "sha256:df91734ddafacca9ad1f6cc319bb72ef70a5856520acdfeec73dc2ad8ddc9910", "created_at": "2026-11-01T20:29:58Z", "updated_at": "2026-11-01T22:13:20Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Screening and Studying of Blood miRNAs as Potential Diagnostic Markers for Papillary Thyroid Carcinoma.", "doi": "10.2147/OTT.S489559", "pmid": "39678015", "authors": ["Xize Li", "Wen Qin", "Wenting Wang", "Weilin Liu", "Tianyi Dong", "Aixiang Liu", "Haojie Cai", "Zhouhan Xu", "Jiping Zeng"], "journal": "OncoTargets and therapy", "year": 2024, "abstract": "Objective: MiRNAs play a pivotal role in tumorigenesis and development by exerting negative regulation on the expression of target genes. In this study, bioinformatics techniques and online database were employed to investigate the specific miRNA-target gene regulatory network in PTC, which was subsequently validated using human blood samples and compared to existing tumor markers.\nMethods: The miRNA (GSE50901) and Gene Expression (GSE113629) chip screening data of human PTC tissues were retrieved from GEO database. A comparative analysis was conducted using the GEO2R to identify differentially expressed miRNAs and target genes of the patients with PTC. Prediction of the miRNA-target gene regulatory network, related signal transduction pathways, biological effects and their relationship to prognosis was performed based on GO, KEGG, qRT-PCR detection of human blood samples, analysis of correlation on the existing pathological tumor markers, and ROC.\nResults: Compared to the corresponding normal thyroid tissues, a total of 2116 miRNAs were found to be differentially expressed in PTC patients, including 1968 up-regulated and 148 down-regulated genes. The abnormally expressed genes primarily participated in signal pathways associated with tumorigenesis and abnormal gene transcription. By utilizing data from the GEO database, five miRNAs closely linked to PTC prognosis were identified, which were miR-221-3p, miR-222-3p, miR-182-5p, miR-135a-5p, and miR-34a-5p, with elucidating the target genes. Experimental validation, correlation analysis with tumor markers along with bioinformatics analysis revealed a significant increase in expression levels of miR-182-5p in PTC patients which positively correlated with poor prognosis. These molecules could play crucial roles in both initiation and progression of PTC.\nConclusion: This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC.", "claims": [{"id": "claim-method", "statement": "Using the online analysis software GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/),12 the differentially expressed miRNAs and genes in human PTC were screened with normal human thyroid tissues as control.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39678015", "locator": "sections[4] \"Screening and Identification of Differentially Expressed miRNAs and Genes\" paragraph 2", "quote": "Using the online analysis software GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/),12 the differentially expressed miRNAs and genes in human PTC were screened with normal human thyroid tissues as control."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39678015", "locator": "sections[18] \"Data Sharing Statement\" paragraph 2", "quote": "The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39678015", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Compared to the corresponding normal thyroid tissues, a total of 2116 miRNAs were found to be differentially expressed in PTC patients, including 1968 up-regulated and 148 down-regulated genes."}, {"asset": "source:pmid:39678015", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Experimental validation, correlation analysis with tumor markers along with bioinformatics analysis revealed a significant increase in expression levels of miR-182-5p in PTC patients which positively correlated with poor prognosis."}, {"asset": "source:pmid:39678015", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "This study identified potential novel blood-based miRNA biomarkers for PTC through bioinformatics analysis combined with the detection of human blood samples, thereby offering new possibilities for significant biomarkers associated with diagnosis and prognosis of PTC.", "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:39678015"], "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:GSE113629"], "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:GSE113629"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39678015", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/OTT.S489559", "sha256": 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found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3110474", "GSM3110475", "GSM3110476", "GSM3110477", "GSM3110478", "GSM3110479", "GSM3110480", "GSM3110481", "GSM3110482", "GSM3110483"], "sample_count": 10, "group_sizes": null, "group_sizes_basis": null, "platform": "24741", "taxon": "Homo sapiens", "title": "microRNA expression profiling of papillary thyroid carcinoma (PTC) and matched adjacent normal thyroid tissues", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE50901", "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=GSE50901", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50901", "version": null, "note": "The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be 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licence not read", "asset:data:geo:GSE50901 not downloaded", "asset:data:geo:GSE50901 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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-2", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.8, "band": "high", "quote": "ROC analysis"}}, {"id": "method-3", "family": null, "specific": null, "label": 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE113629", "GSE50901"], "resolved_accessions": ["GSE113629", "GSE50901"], "statements": ["The datasets GSE113629 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GSE50901 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL24741 for this study can be found in the GEO Accession viewer (nih.gov), The datasets GPL13607 for this study can be found in the GEO Accession viewer (nih.gov)."], "basis": "The paper names GSE113629, GSE50901 in GEO Accession viewer and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:39678015", "data:geo:GSE113629"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE113629"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:41:49Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12387, "completion_tokens": 1778, "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:39678015", "type": "paper", "label": "pmid:39678015"}, {"id": "source:pmid:39678015", "type": "manuscript", "label": "PMID 39678015 full text"}, {"id": "data:geo:GSE113629", "type": "dataset", "label": "GEO GSE113629"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39678015", "type": "paper", "label": "pmid:39678015"}, {"id": "source:pmid:39678015", "type": "manuscript", "label": "PMID 39678015 full text"}, {"id": "data:geo:GSE113629", "type": "dataset", "label": "GEO GSE113629"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39678015", "type": "extraction", "used": ["source:pmid:39678015"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE113629", "type": "accession_resolution", "used": ["data:geo:GSE113629"], "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:39678015", "parent_hash": "sha256:7b7d8b95a19f9a6f860d0da630afd66c2aa270aa4f72ef2191d6d7a37df79e55", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE113629 licence not read", "asset:data:geo:GSE113629 not downloaded", "asset:data:geo:GSE50901 licence not read", "asset:data:geo:GSE50901 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["was performed using the Evo M-MLV RT Kit for qPCR (Accurate Biology, Code: AG11707). The qPCR", "qPCR (Accurate Biology, Code: AG11707). The qPCR primers for miR-221-3p, miR-222-3p, miR-182-", "ucted using the SYBR Green Premix Pro Taq HS qPCR Kit (Accurate Biology, Code: AG11701) on a B", "-PCR Primer sets (RIBOBIO, Code: MQPSCM001). Real-time PCR was conducted using the SYBR Green Premix Pr"], "order_basis": "paper_text_order:2992", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}