← All .science files
pmid:28623929
The potential regulatory mechanisms of the gonadotropin-releasing hormone in gonadotropin transcriptions identified with bioinformatics analyses.
Wei Xiang · Baoyun Zhang · Fenglin Lv · Guangde Feng · Long Chen · Fang Yang · Ke Zhang · Chunyu Cao · Pingqing Wang · Mingxing Chu
Reproductive biology and endocrinology : RB&E · 2017 doi:10.1186/s12958-017-0264-3
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 · 10 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 · 7 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 20 items
[2] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 12 items
[0] array · 3 items
[1] array · 3 items
[2] array · 1 item
[3] array · 3 items
[4] array · 1 item
[5] array · 3 items
[6] array · 1 item
[7] array · 3 items
[8] array · 1 item
[9] array · 3 items
[10] array · 1 item
[11] array · 1 item
[3] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 21 items
[0] array · 6 items
[1] array · 4 items
[2] array · 6 items
[3] array · 6 items
[4] array · 6 items
[5] array · 6 items
[6] array · 6 items
[7] array · 6 items
[8] array · 6 items
[9] array · 6 items
[10] array · 6 items
[11] array · 6 items
[12] array · 6 items
[13] array · 6 items
[14] array · 6 items
[15] array · 6 items
[16] array · 1 item
[17] array · 6 items
[18] array · 6 items
[19] array · 6 items
[20] array · 6 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 8 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[6] array · 4 items
[7] array · 4 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 6 items
[0] array · 4 items
[1] array · 4 items
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[6] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 16 items
[0] array · 4 items
[1] array · 1 item
[2] array · 4 items
[3] array · 4 items
[4] array · 4 items
[5] array · 4 items
[6] array · 4 items
[7] array · 1 item
[8] array · 4 items
[9] array · 4 items
[10] array · 4 items
[11] array · 4 items
[12] array · 4 items
[13] array · 1 item
[14] array · 4 items
[15] array · 4 items
gaps array · 2 items
analysis object · 4 fields
methods array · 4 items
[0] object · 10 fields
dsl_operations array · 4 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
[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 · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
targets array · 0 items
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 · 4 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 1 item
resolved_accessions array · 1 item
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 4 items
assets array · 7 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 · 0 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 · 7 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 1 item
[1] object · 11 fields
required_operations array · 4 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:28623929", "kind": "science-record", "revision": 7, "content_hash": "sha256:4ba0ec8405713c932529961a3300c5b7438f3b63bb17ddc81f5dfd2bbad3f711", "created_at": "2026-11-01T15:40:26Z", "updated_at": "2026-11-01T21:59:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The potential regulatory mechanisms of the gonadotropin-releasing hormone in gonadotropin transcriptions identified with bioinformatics analyses.", "doi": "10.1186/s12958-017-0264-3", "pmid": "28623929", "authors": ["Wei Xiang", "Baoyun Zhang", "Fenglin Lv", "Guangde Feng", "Long Chen", "Fang Yang", "Ke Zhang", "Chunyu Cao", "Pingqing Wang", "Mingxing Chu"], "journal": "Reproductive biology and endocrinology : RB&E", "year": 2017, "abstract": "BACKGROUND: The regulation of gonadotropin synthesis and release by gonadotropin-releasing hormone (GnRH) plays an essential role in the neuroendocrine control of reproduction. However, the mechanisms underlying gonadotropin regulation by GnRH pulse frequency and amplitude are still ambiguous. This study aimed to explore the molecular mechanisms and biological pathways associated with gonadotropin synthesis by GnRH pulse frequencies and amplitudes.\nMETHODS: Using GSE63251 datasets downloaded from the Gene Expression Omnibus (GEO), differentially expressed genes (DEGs) were screened by comparing the RNA expression from the GnRH pulse group, the GnRH tonic group and the control group. Pathway enrichment analyses of DEGs was performed, followed by protein-protein interaction (PPI) network construction. Furthermore, sub-network modules were constructed by ClusterONE and GO function and pathways analysed by DAVID. In addition, the relationship between the metabolic pathways and the GnRH pathway was verified in vitro.\nRESULTS: In total, 531 common DEGs were identified in GnRH groups, including 290 up-regulated and 241 down-regulated genes. DEGs predominantly enriched in 16 Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways, including 11 up-regulated pathways (signallingsignallingmetabolic pathways, signallingand GnRH signalling pathway) and 5 down-regulated pathways (type II diabetes mellitus). Moreover, FBJ osteosarcoma oncogene (FOS) and jun proto-oncogene (JUN) had higher connectivity degrees in the PPI network. Three modules in the PPI were identified with ClusterONE. The genes in module 1 were significantly enriched in five pathways, including signallingthe insulin resistance and GnRH signalling pathway. The genes in modules 2 and 3 were mainly enriched in metabolic pathways and steroid hormone biosynthesis, respectively. Finally, knockdown leptin receptor (LEPR) and insulin receptor (INSR) reversed the GnRH-modulated metabolic related-gene expression.\nCONCLUSIONS: The present study revealed the involvement of GnRH in the regulation of gonadotropin biosynthesis and metabolism in the maintenance of reproduction, achieved by bioinformatics analyses. This, indicates that the GnRH signalling pathway played a central linkings role in reproductive function and metabolic balance. In addition, the present study identified the difference response between GnRH pulse and GnRH tone, indicated that abnormal GnRH pulse and amplitude may cause disease, which may provide an improved understanding of the GnRH pathway and a new insight for disease diagnosis and treatment.", "claims": [{"id": "claim-method", "statement": "Multiple testing was corrected using the Benjamini–Hochberg [20] procedure to obtain the adjusted P-value.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:28623929", "locator": "sections[4] \"Data preprocessing and differential expression analysis\" paragraph 2", "quote": "Multiple testing was corrected using the Benjamini–Hochberg [20] procedure to obtain the adjusted P-value."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:28623929", "locator": "sections[20] \"ack\" paragraph 1", "quote": "The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:28623929"], "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:GSE63251"], "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:GSE63251"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:28623929", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12958-017-0264-3", "sha256": "sha256:ddccc88b4ccae5dc0fed8f5b3ae4b3e209180503e949665ee25cdfc734df3f09", "bytes": 34809, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12958-017-0264-3", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC5474292", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE63251", "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=GSE63251", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE63251", "version": null, "note": "The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1544454", "GSM1544455", "GSM1544456", "GSM1544457", "GSM1544458", "GSM1544459", "GSM1544460", "GSM1544461", "GSM1544462", "GSM1544463", "GSM1544464", "GSM1544465", "GSM1544466", "GSM1544467", "GSM1544468", "GSM1544469", "GSM1544470", "GSM1544471", "GSM1544472", "GSM1544473"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "81", "taxon": "Mus musculus", "title": "Regulation of LbetaT2 gonadotrope gene expression by GnRH pulses", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:28623929:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:94a59d32a32c9aa58b02d4ec13cd6bd3b8ac8053d88a0378acdf62445281f274", "bytes": 743, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#Tab1", "version": null, "note": "The sequences of primers for quantitative fluorescent RT-PCR", "structure": {"pmcid": "PMC5474292", "section_index": 9, "section_title": "Reverse transcription quantitative real-time PCR (RT-qPCR)", "row_count": 12, "column_count": 3}, "table": {"label": "Table 1", "caption": "The sequences of primers for quantitative fluorescent RT-PCR", "rows": [["Genes", "Primers", "Length of target fragment, bp"], ["β-Actin", "F: 5′- ACTCCTATGTGGGTGACGAGG-3′", "137"], ["R: 5′-CACACGCAGCTCATTGTAGAAG-3′"], ["NPY", "F:5′- CCAGACAGAGATATGGCAAG-3′", "110"], ["R:5′- CATGGAAGGGTCTTCAAGCC-3′"], ["PTPN11", "F:5′- TACGGGGTCATGCGTGTTAG-3′", "125"], ["R:5′- GAAAGTGGTACTGCCAGACG-3′"], ["GYS1", "F:5′- TGGTGGGACCATACACGGA-3′", "113"], ["R:5′- TCAGCCAACGCCCAAAATAC-3′"], ["PKLR", "F:5′- GCCGCATCTACATTGACGAC-3′", "127"], ["R:5′- GCATTTGGCAAGTTCACACC-3′"], ["F, Forward; R, reverse."]], "row_count": 12, "column_count": 3, "numeric_cells": 16, "header_rows": 1, "locator": "section[9]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:28623929:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c1deddf2ab5e39f4e459786aa06c3c58664e507135a0a8cb20d03302eba942b4", "bytes": 1571, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#Tab2", "version": null, "note": "The enriched KEGG pathway jof DEGs", "structure": {"pmcid": "PMC5474292", "section_index": 13, "section_title": "Pathway enrichment analysis", "row_count": 21, "column_count": 6}, "table": {"label": "Table 2", "caption": "The enriched KEGG pathway jof DEGs", "rows": [["Up-Regulated", "", "", "", "", ""], ["ID", "Term", "Counts", "P-value"], ["", "", "Pulse", "Constant", "Pulse", "Constant"], ["mmu04010", "MAPK signalling pathway", "25", "34", "3.03E-05", "6.49E-09"], ["mmu05412", "Arrhythmogenic right ventricular cardiomyopathy (ARVC)", "11", "9", "3.60E-04", "0.011371"], ["mmu04520", "Adherens junction", "11", "11", "4.01E-04", "1.00E-03"], ["mmu04115", "p53 signalling pathway", "10", "10", "8.34E-04", "1.90E-03"], ["mmu04510", "Focal adhesion", "17", "15", "0.002282", "0.032455"], ["mmu05200", "Pathways in cancer", "23", "21", "0.003327", "0.04242"], ["mmu01100", "Metabolic pathways", "83", "111", "0.015105", "0.008450594"], ["mmu04060", "Cytokine-cytokine receptor interaction", "19", "11", "0.033202668", "0.048153254"], ["mmu04920", "Adipocytokine signalling pathway", "7", "8", "0.034984", "0.019396"], ["mmu05020", "Prion diseases", "5", "6", "0.037602", "0.013348"], ["mmu05416", "Viral myocarditis", "8", "9", "0.045733", "0.038737"], ["mmu04912", "GnRH signalling pathway", "11", "11", "0.046921", "0.045341"], ["mmu04012", "ErbB signalling pathway", "7", "9", "0.048712", "0.025918"], ["Down-Regulated"], ["mmu00280", "Valine, leucine and isoleucine degradation", "8", "0.004814562", "6", "0.049249252"], ["mmu04114", "Oocyte meiosis", "13", "0.006667", "12", "0.03641"], ["mmu04914", "Progesterone-mediated oocyte maturation", "10", "0.016259", "10", "0.031867499"], ["mmu04930", "Type II diabetes mellitus", "7", "0.024595", "8", "0.012683147"]], "row_count": 21, "column_count": 6, "numeric_cells": 86, "header_rows": 3, "locator": "section[13]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:28623929:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:cb58a46b63d72dabe719d26c0487559bc5255f7f553cf5748824b51aefbb205f", "bytes": 725, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[2]#Tab3", "version": null, "note": "The enriched KEGG pathway of DEGs which exist in pulse GnRH group while not exist in tonic GnRH group", "structure": {"pmcid": "PMC5474292", "section_index": 13, "section_title": "Pathway enrichment analysis", "row_count": 8, "column_count": 4}, "table": {"label": "Table 3", "caption": "The enriched KEGG pathway of DEGs which exist in pulse GnRH group while not exist in tonic GnRH group", "rows": [["ID", "Term", "Count", "P-value"], ["mmu05410", "Hypertrophic cardiomyopathy (HCM)", "10", "0.003372782"], ["mmu05414", "Dilated cardiomyopathy", "10", "0.00618965"], ["mmu04670", "Leukocyte transendothelial migration", "9", "0.049331716"], ["mmu04640", "Hematopoietic cell lineage", "11", "0.005141872"], ["mmu05010", "Alzheimer’s disease", "15", "0.042214081"], ["mmu00860", "Porphyrin and chlorophyll metabolism", "5", "0.047944857"], ["mmu04020", "Calcium signalling pathway", "15", "0.048934483"]], "row_count": 8, "column_count": 4, "numeric_cells": 21, "header_rows": 1, "locator": "section[13]/table-wrap[2]#Tab3"}}, {"id": "asset:table:pmid:28623929:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5d8093c230d62bbdb910f453a18e1d1fe1f444b9ae5545fada8736caa4613fc9", "bytes": 377, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#Tab4", "version": null, "note": "The hub proteins in protein–protein interaction network (top 10)", "structure": {"pmcid": "PMC5474292", "section_index": 14, "section_title": "PPI network construction and hub gene identification", "row_count": 6, "column_count": 4}, "table": {"label": "Table 4", "caption": "The hub proteins in protein–protein interaction network (top 10)", "rows": [["ID", "Degree", "ID", "Degree"], ["Fos", "59", "Mapk1", "34"], ["Jun", "56", "Mapk3", "34"], ["Myc", "40", "Atf3", "29"], ["Egfr", "37", "Egr1", "27"], ["Cdkn1a", "36", "Junb", "26"]], "row_count": 6, "column_count": 4, "numeric_cells": 10, "header_rows": 1, "locator": "section[14]/table-wrap[1]#Tab4"}}, {"id": "asset:table:pmid:28623929:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e28150e5564a787e3605bf89388152164c2b78a0bb34b9eb1a3ce43d654ac7ee", "bytes": 973, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#Tab5", "version": null, "note": "Enriched pathways of DEGs in sub-network", "structure": {"pmcid": "PMC5474292", "section_index": 15, "section_title": "Functional module analysis", "row_count": 16, "column_count": 4}, "table": {"label": "Table 5", "caption": "Enriched pathways of DEGs in sub-network", "rows": [["Category", "Term", "Count", "P-value"], ["Module 1"], ["KEGG_PATHWAY", "FoxO signalling pathway", "12", "2.21E-08"], ["KEGG_PATHWAY", "MAPK signalling pathway", "15", "3.56E-08"], ["KEGG_PATHWAY", "GnRH signalling pathway", "6", "0.04375722"], ["KEGG_PATHWAY", "Estrogen signalling pathway", "5", "0.046988099"], ["KEGG_PATHWAY", "Insulin resistance", "5", "0.045070173"], ["Module 2"], ["KEGG_PATHWAY", "Homologous recombination", "3", "0.001471"], ["KEGG_PATHWAY", "DNA replication", "3", "0.00239"], ["KEGG_PATHWAY", "Glycolysis / Gluconeogenesis", "3", "0.00723"], ["KEGG_PATHWAY", "Biosynthesis of antibiotics", "4", "0.007747"], ["KEGG_PATHWAY", "Metabolic pathways", "7", "0.023793"], ["Module 3"], ["KEGG_PATHWAY", "Steroid hormone biosynthesis", "2", "0.069411"], ["KEGG_PATHWAY", "Ovarian steroidogenesis", "2", "0.073434"]], "row_count": 16, "column_count": 4, "numeric_cells": 27, "header_rows": 1, "locator": "section[15]/table-wrap[1]#Tab5"}}], "gaps": ["asset:data:geo:GSE63251 not downloaded", "asset:data:geo:GSE63251 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"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"}}, {"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": 0.7, "band": "medium", "quote": "Pathway enrichment"}}, {"id": "method-4", "family": null, "specific": null, "label": "Benjamini–Hochberg procedure", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Multiple testing was corrected using the Benjamini–Hochberg [20] procedure to obtain the adjusted P-value."}}], "targets": [], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE63251"], "resolved_accessions": ["GSE63251"], "statements": ["The datasets used and/or analyzed during the current study available from the corresponding author on reasonable request."], "basis": "The paper names GSE63251 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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:28623929", "data:geo:GSE63251", "asset:table:pmid:28623929:1", "asset:table:pmid:28623929:2", "asset:table:pmid:28623929:3", "asset:table:pmid:28623929:4", "asset:table:pmid:28623929:5"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE63251"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": null, "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 0, "usage": {}}, "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:28623929", "type": "paper", "label": "pmid:28623929"}, {"id": "source:pmid:28623929", "type": "manuscript", "label": "PMID 28623929 full text"}, {"id": "data:geo:GSE63251", "type": "dataset", "label": "GEO GSE63251"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:28623929", "type": "paper", "label": "pmid:28623929"}, {"id": "source:pmid:28623929", "type": "manuscript", "label": "PMID 28623929 full text"}, {"id": "data:geo:GSE63251", "type": "dataset", "label": "GEO GSE63251"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-28623929", "type": "extraction", "used": ["source:pmid:28623929"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE63251", "type": "accession_resolution", "used": ["data:geo:GSE63251"], "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:28623929", "parent_hash": "sha256:d6f5c982799a094cbd1033caf6d4615c06ca761518c3cb32ad3af5079a59c151", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE63251 licence not read", "asset:data:geo:GSE63251 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.85, "evidence": ["hormone biosynthesis, respectively. Finally, knockdown leptin receptor (LEPR) and insulin receptor"], "order_basis": "paper_text_order:1968", "id": "assay:1"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["ANOVA"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}