← All .science files
pmid:40386354
Screening for biomarkers of bronchopulmonary dysplasia: a bioinformatics analysis.
Xiaoqun Zhang · Linzhou Zhu · Huawei Wang · Jinhui Hu · Jie Huo · Shan He · Yueping Shen · Xueping Zhu
Translational pediatrics · 2025 doi:10.21037/tp-2024-595
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 · 8 items
claims array · 2 items
[0] object · 6 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 · 4 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 11 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 11 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 23 items
gaps array · 6 items
analysis object · 4 fields
methods array · 4 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 · 0 items
missing_operations array · 1 item
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 1 item
[0] object · 8 fields
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 · 3 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 3 items
resolved_accessions array · 3 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 · 11 items
assays array · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 2 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[2] 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:40386354", "kind": "science-record", "revision": 4, "content_hash": "sha256:06a18cb167c176ac5e7ac3c793ab5bd6d080b0240ba10ca41ed0fc7a4398ef50", "created_at": "2026-11-01T20:30:31Z", "updated_at": "2026-11-01T22:56:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Screening for biomarkers of bronchopulmonary dysplasia: a bioinformatics analysis.", "doi": "10.21037/tp-2024-595", "pmid": "40386354", "authors": ["Xiaoqun Zhang", "Linzhou Zhu", "Huawei Wang", "Jinhui Hu", "Jie Huo", "Shan He", "Yueping Shen", "Xueping Zhu"], "journal": "Translational pediatrics", "year": 2025, "abstract": "Background: Bronchopulmonary dysplasia (BPD) is a common chronic respiratory disease in preterm infants, and its incidence has gradually increased with advances in medical technology. BPD is associated with multiple complications, significantly impacting the quality of life of affected infants and imposing substantial economic burdens on families and society. Currently, the molecular mechanisms of BPD are not fully understood, and effective treatments are lacking. MicroRNAs (miRNAs), as important gene regulatory molecules, play a critical role in lung development and BPD. This study aims to investigate the potential role of miRNAs in BPD, with a particular focus on miR-9-5p and guanosine triphosphate cyclohydrolase 1 (GCH1).\nMethods: Differential expression analysis of genes and miRNAs was conducted using the Gene Expression Omnibus (GEO) database. A hyperoxia-induced injury cell model was constructed to examine the expression of miR-9-5p. Target genes of miR-9-5p were predicted using online databases, followed by functional and protein interaction network analyses. In addition, cell culture, real-time quantitative polymerase chain reaction (RT-qPCR), western blotting, reactive oxygen species (ROS) level detection, malondialdehyde (MDA) assay, and Fe2+ detection experiments were performed.\nResults: In the GSE108755 dataset, miR-9-5p was found to be upregulated in the blood of infants with BPD. In the hyperoxia-induced injury cell model, miR-9-5p expression was significantly increased. GCH1 was identified as a target gene through intersection with ferroptosis regulatory gene sets. In the cell model, GCH1 expression was markedly downregulated, while ROS, MDA, and Fe2+ levels were significantly elevated.\nConclusions: This study provides new insights into the molecular mechanisms of BPD, suggesting that miR-9-5p and GCH1 may serve as potential therapeutic targets for BPD. The findings contribute to a deeper understanding of the molecular basis of BPD, providing theoretical and experimental support for its diagnosis and treatment strategies. Future research will further explore the regulatory relationship between miR-9-5p and GCH1 and their roles in animal models, cell models, and clinical patients.", "claims": [{"id": "claim-data-access", "statement": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40386354", "locator": "sections[26] \"Data Sharing Statement\" paragraphs 1-3", "quote": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595"}], "state": "complete"}, {"id": "claim-target-result", "statement": "Differential analysis of the merged BPD mRNA datasets identified 475 differentially expressed genes: 283 upregulated and 192 downregulated.", "kind": "quantitative", "target": {"value": 0.05, "unit": "p-value", "tolerance": null, "source": "The identification of 475 genes was based on the criteria of |logFC| >1 and P<0.05, resulting in the classification of 283 genes as upregulated and 192 genes as downregulated (Figure 1A,1B)."}, "evidence": [{"asset": "source:pmid:40386354", "locator": "sections[15] \"Identification of DEGs in BPD\" paragraph 2", "quote": "The identification of 475 genes was based on the criteria of |logFC| >1 and P<0.05, resulting in the classification of 283 genes as upregulated and 192 genes as downregulated (Figure 1A,1B)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Differential analysis of the merged BPD mRNA datasets identified 475 differentially expressed genes: 283 upregulated and 192 downregulated.", "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:40386354"], "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:GSE108754"], "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:GSE108754"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40386354", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tp-2024-595", "sha256": "sha256:5ff1e2ad51ec7e6bd3a39bcb31fb097780e3d58149d02beb26a50541c6ad66cc", "bytes": 45667, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tp-2024-595", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12079683", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE108754", "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=GSE108754", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE108754", "version": null, "note": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2912952", "GSM2912953", "GSM2912954", "GSM2912955", "GSM2912956", "GSM2912957", "GSM2912958", "GSM2912959", "GSM2912960", "GSM2912961", "GSM2912962"], "sample_count": 11, "group_sizes": null, "group_sizes_basis": null, "platform": "13497", "taxon": "Homo sapiens", "title": "Differentially expressed genes in blood of BPD and Normal preterm neonates [mRNA]", "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:GSE108755", "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=GSE108755", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE108755", "version": null, "note": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2912963", "GSM2912964", "GSM2912965", "GSM2912966", "GSM2912967", "GSM2912968", "GSM2912969", "GSM2912970", "GSM2912971", "GSM2912972", "GSM2912973"], "sample_count": 11, "group_sizes": null, "group_sizes_basis": null, "platform": "17107", "taxon": "Homo sapiens; synthetic construct", "title": "Differentially expressed genes in blood of BPD and Normal preterm neonates [miRNA]", "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:GSE188944", "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=GSE188944", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE188944", "version": null, "note": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5692152", "GSM5692153", "GSM5692154", "GSM5692155", "GSM5692156", "GSM5692157", "GSM5692158", "GSM5692159", "GSM5692160", "GSM5692161", "GSM5692162", "GSM5692163", "GSM5692164", "GSM5692165", "GSM5692166", "GSM5692167", "GSM5692168", "GSM5692169", "GSM5692170", "GSM5692171", "GSM5692172", "GSM5692173", "GSM5692174"], "sample_count": 23, "group_sizes": null, "group_sizes_basis": null, "platform": "14951", "taxon": "Homo sapiens", "title": "Cord blood gene expression profiles of bronchopulmonary dysplasia in preterm infants", "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:GSE108754 not downloaded", "asset:data:geo:GSE108754 licence not read", "asset:data:geo:GSE108755 not downloaded", "asset:data:geo:GSE108755 licence not read", "asset:data:geo:GSE188944 not downloaded", "asset:data:geo:GSE188944 licence not read"]}, "analysis": {"state": "partial", "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": "Differential gene expression analysis was conducted using the limma package in R software"}}, {"id": "method-2", "family": "group_comparison", "specific": "mann_whitney", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_mann_whitney"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Mann-Whitney"}}, {"id": "method-3", "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": 0.8, "band": "high", "quote": "pathway enrichment"}}, {"id": "method-4", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "χ2"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "chi_square_test", "expected_value": 0.05, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["GSE108755", "GSE188944", "GSE108754"], "resolved_accessions": ["GSE108755", "GSE188944", "GSE108754"], "statements": ["Available at https://tp.amegroups.com/article/view/10.21037/tp-2024-595/dss\n10.21037/tp-2024-595"], "basis": "The paper names GSE108755, GSE188944, GSE108754 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:40386354", "data:geo:GSE108754"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE108754"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:52:40Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13181, "completion_tokens": 1608, "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:40386354", "type": "paper", "label": "pmid:40386354"}, {"id": "source:pmid:40386354", "type": "manuscript", "label": "PMID 40386354 full text"}, {"id": "data:geo:GSE108754", "type": "dataset", "label": "GEO GSE108754"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40386354", "type": "paper", "label": "pmid:40386354"}, {"id": "source:pmid:40386354", "type": "manuscript", "label": "PMID 40386354 full text"}, {"id": "data:geo:GSE108754", "type": "dataset", "label": "GEO GSE108754"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40386354", "type": "extraction", "used": ["source:pmid:40386354"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE108754", "type": "accession_resolution", "used": ["data:geo:GSE108754"], "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:40386354", "parent_hash": "sha256:991da528b0c11effb200284cebcf6322067164524c7c5e50c8fa705d2d40e1b5", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE108754 licence not read", "asset:data:geo:GSE108754 not downloaded", "asset:data:geo:GSE108755 licence not read", "asset:data:geo:GSE108755 not downloaded", "asset:data:geo:GSE188944 licence not read", "asset:data:geo:GSE188944 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "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": ["time quantitative polymerase chain reaction (RT-qPCR), western blotting, reactive oxygen species", "e quantitative polymerase chain reaction (RT-qPCR), western blotting, reactive oxygen species"], "order_basis": "paper_text_order:1198", "id": "assay:1"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["itative polymerase chain reaction (RT-qPCR), western blotting, reactive oxygen species (ROS) level detecti"], "order_basis": "paper_text_order:1208", "id": "assay:2"}, {"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": ["Differential gene expression analysis was conducted using the limma package in R software"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}