← All .science files
pmid:34721734
Neuropeptides as the Shared Genetic Crosstalks Linking Periodontitis and Major Depression Disorder.
Changsheng Sun · Jiatong Han · Yixin Bai · Zhaowei Zhong · Yingtao Song · Yu Sun
Disease markers · 2021 doi:10.1155/2021/3683189
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
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 · 6 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] object · 6 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 · 6 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 247 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 310 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 6 items
[4] object · 15 fields
structure object · 15 fields
sample_accessions array · 36 items
[5] object · 15 fields
structure object · 15 fields
sample_accessions array · 53 items
gaps array · 10 items
analysis object · 4 fields
methods array · 3 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 · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 6 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 items
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 · 5 items
resolved_accessions array · 5 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 · 14 items
assays array · 1 item
[0] 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:34721734", "kind": "science-record", "revision": 4, "content_hash": "sha256:d424f27fb177e0636cc4cbc9be097ba619f28b7318293aa82b12740b3e1d52ee", "created_at": "2026-11-01T17:36:24Z", "updated_at": "2026-11-01T22:05:03Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Neuropeptides as the Shared Genetic Crosstalks Linking Periodontitis and Major Depression Disorder.", "doi": "10.1155/2021/3683189", "pmid": "34721734", "authors": ["Changsheng Sun", "Jiatong Han", "Yixin Bai", "Zhaowei Zhong", "Yingtao Song", "Yu Sun"], "journal": "Disease markers", "year": 2021, "abstract": "BACKGROUND: The aim of this study was at investigating the association between major depressive disorder (MDD) and periodontitis based on crosstalk genes and neuropeptides.\nMETHODS: Datasets for periodontitis (GSE10334, GSE16134, and GSE23586) and MDD (GSE38206 and GSE39653) were downloaded from GEO. Following batch correction, a differential expression analysis was applied (MDD: ∣log2FC | >0 and periodontitis ∣log2FC | ≥0.5, p < 0.05). The neuropeptide data were downloaded from NeuroPep and NeuroPedia. Intersected genes were potential crosstalk genes. The correlation between neuropeptides and crosstalk genes in MDD and periodontitis was analyzed with Pearson correlation coefficient. Subsequently, regression analysis was performed to calculate the differentially regulated link. Cytoscape was used to map the pathways of crosstalk genes and neuropeptides and to construct the protein-protein interaction network. Lasso regression was applied to screen neuropeptides, whereby boxplots were created, and receiver operating curve (ROC) analysis was conducted.\nRESULTS: The MDD dataset contained 30 case and 33 control samples, and the periodontitis dataset contained 430 case and 139 control samples. 35 crosstalk genes were obtained. A total of 102 neuropeptides were extracted from the database, which were not differentially expressed in MDD and periodontitis and had no intersection with crosstalk genes. Through lasso regression, 9 neuropeptides in MDD and 43 neuropeptides in periodontitis were obtained. Four intersected neuropeptide genes were obtained, i.e., ADM, IGF2, PDYN, and RETN. The results of ROC analysis showed that IGF2 was highly predictive in MDD and periodontitis. ADM was better than the other three genes in predicting MDD disease. A total of 13 crosstalk genes were differentially coexpressed with four neuropeptides, whereby FOSB was highly expressed in MDD and periodontitis.\nCONCLUSION: The neuropeptide genes ADM, IGF2, PDYN, and RETN were intersected between periodontitis and MDD, and FOSB was a crosstalk gene related to these neuropeptides on the transcriptomic level. These results are a basis for future research in the field, needing further validation.", "claims": [{"id": "claim-method", "statement": "Therefore, Pearson correlation coefficient was calculated to assess the direct correlation between neuropeptides and crosstalk genes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34721734", "locator": "sections[7] \"2.5. Differential Coexpression Regulation Links of Crosstalk Genes and Neuropeptides\" paragraph 2", "quote": "Therefore, Pearson correlation coefficient was calculated to assess the direct correlation between neuropeptides and crosstalk genes."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34721734", "locator": "sections[20] \"Data Availability\" paragraph 2", "quote": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Four intersected neuropeptide genes were obtained, i.e., ADM, IGF2, PDYN, and RETN. The results of ROC analysis showed that IGF2 was highly predictive in MDD and periodontitis. ADM was better than the other three genes in predicting MDD disease. A total of 13 crosstalk genes were differentially coexpressed with four neuropeptides, whereby FOSB was highly expressed in MDD and periodontitis.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34721734", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Four intersected neuropeptide genes were obtained, i.e., ADM, IGF2, PDYN, and RETN. The results of ROC analysis showed that IGF2 was highly predictive in MDD and periodontitis. ADM was better than the other three genes in predicting MDD disease. A total of 13 crosstalk genes were differentially coexpressed with four neuropeptides, whereby FOSB was highly expressed in MDD and periodontitis."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Four intersected neuropeptide genes were obtained, i.e., ADM, IGF2, PDYN, and RETN. The results of ROC analysis showed that IGF2 was highly predictive in MDD and periodontitis. ADM was better than the other three genes in predicting MDD disease. A total of 13 crosstalk genes were differentially coexpressed with four neuropeptides, whereby FOSB was highly expressed in MDD and periodontitis.", "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:34721734"], "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:GSE10334"], "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:GSE10334"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34721734", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2021/3683189", "sha256": "sha256:c31f6c57a367ac701ff3bad26e932a7de1a8d444f3b41ba0b02fcf0a55883c87", "bytes": 39833, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2021/3683189", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8553477", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE10334", "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=GSE10334", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE10334", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM261086", "GSM261087", "GSM261088", "GSM261089", "GSM261090", "GSM261091", "GSM261092", "GSM261093", "GSM261094", "GSM261095", "GSM261096", "GSM261097", "GSM261098", "GSM261099", "GSM261100", "GSM261101", "GSM261102", "GSM261103", "GSM261104", "GSM261105", "GSM261106", "GSM261107", "GSM261108", "GSM261109", "GSM261110", "GSM261111", "GSM261112", "GSM261113", "GSM261114", "GSM261115", "GSM261116", "GSM261117", "GSM261118", "GSM261119", "GSM261120", "GSM261121", "GSM261122", "GSM261123", "GSM261124", "GSM261125", "GSM261126", "GSM261127", "GSM261128", "GSM261129", "GSM261130", "GSM261131", "GSM261132", "GSM261133", "GSM261134", "GSM261135", "GSM261136", "GSM261137", "GSM261138", "GSM261139", "GSM261140", "GSM261141", "GSM261142", "GSM261143", "GSM261144", "GSM261145", "GSM261146", "GSM261147", "GSM261148", "GSM261149", "GSM261150", "GSM261151", "GSM261152", "GSM261153", "GSM261154", "GSM261155", "GSM261156", "GSM261157", "GSM261158", "GSM261159", "GSM261160", "GSM261161", "GSM261162", "GSM261163", "GSM261164", "GSM261165", "GSM261166", "GSM261167", "GSM261168", "GSM261169", "GSM261170", "GSM261171", "GSM261172", "GSM261173", "GSM261174", "GSM261175", "GSM261176", "GSM261177", "GSM261178", "GSM261179", "GSM261180", "GSM261181", "GSM261182", "GSM261183", "GSM261184", "GSM261185", "GSM261186", "GSM261187", "GSM261188", "GSM261189", "GSM261190", "GSM261191", "GSM261192", "GSM261193", "GSM261194", "GSM261195", "GSM261196", "GSM261197", "GSM261198", "GSM261199", "GSM261200", "GSM261201", "GSM261202", "GSM261203", "GSM261204", "GSM261205", "GSM261206", "GSM261207", "GSM261208", "GSM261209", "GSM261210", "GSM261211", "GSM261212", "GSM261213", "GSM261214", "GSM261215", "GSM261216", "GSM261217", "GSM261218", "GSM261219", "GSM261220", "GSM261221", "GSM261222", "GSM261223", "GSM261224", "GSM261225", "GSM261226", "GSM261227", "GSM261228", "GSM261229", "GSM261230", "GSM261231", "GSM261232", "GSM261233", "GSM261234", "GSM261235", "GSM261236", "GSM261237", "GSM261238", "GSM261239", "GSM261240", "GSM261241", "GSM261242", "GSM261243", "GSM261244", "GSM261245", "GSM261246", "GSM261247", "GSM261248", "GSM261249", "GSM261250", "GSM261251", "GSM261252", "GSM261253", "GSM261254", "GSM261255", "GSM261256", "GSM261257", "GSM261258", "GSM261259", "GSM261260", "GSM261261", "GSM261262", "GSM261263", "GSM261264", "GSM261265", "GSM261266", "GSM261267", "GSM261268", "GSM261269", "GSM261270", "GSM261271", "GSM261272", "GSM261273", "GSM261274", "GSM261275", "GSM261276", "GSM261277", "GSM261278", "GSM261279", "GSM261280", "GSM261281", "GSM261282", "GSM261283", "GSM261284", "GSM261285", "GSM261286", "GSM261287", "GSM261288", "GSM261289", "GSM261290", "GSM261291", "GSM261292", "GSM261293", "GSM261294", "GSM261295", "GSM261296", "GSM261297", "GSM261298", "GSM261299", "GSM261300", "GSM261301", "GSM261302", "GSM261303", "GSM261304", "GSM261305", "GSM261306", "GSM261307", "GSM261308", "GSM261309", "GSM261310", "GSM261311", "GSM261312", "GSM261313", "GSM261314", "GSM261315", "GSM261316", "GSM261317", "GSM261318", "GSM261319", "GSM261320", "GSM261321", "GSM261322", "GSM261323", "GSM261324", "GSM261325", "GSM261326", "GSM261327", "GSM261328", "GSM261329", "GSM261330", "GSM261331", "GSM261332"], "sample_count": 247, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptomes in Healthy and Diseased Gingival 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:GSE16134", "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=GSE16134", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE16134", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM404005", "GSM404006", "GSM404007", "GSM404008", "GSM404009", "GSM404010", "GSM404011", "GSM404012", "GSM404013", "GSM404014", "GSM404015", "GSM404016", "GSM404017", "GSM404018", "GSM404019", "GSM404020", "GSM404021", "GSM404022", "GSM404023", "GSM404024", "GSM404025", "GSM404026", "GSM404027", "GSM404028", "GSM404029", "GSM404030", "GSM404031", "GSM404032", "GSM404033", "GSM404034", "GSM404035", "GSM404036", "GSM404037", "GSM404038", "GSM404039", "GSM404040", "GSM404041", "GSM404042", "GSM404043", "GSM404044", "GSM404045", "GSM404046", "GSM404047", "GSM404048", "GSM404049", "GSM404050", "GSM404051", "GSM404052", "GSM404053", "GSM404054", "GSM404055", "GSM404056", "GSM404057", "GSM404058", "GSM404059", "GSM404060", "GSM404061", "GSM404062", "GSM404063", "GSM404064", "GSM404065", "GSM404066", "GSM404067", "GSM404068", "GSM404069", "GSM404070", "GSM404071", "GSM404072", "GSM404073", "GSM404074", "GSM404075", "GSM404076", "GSM404077", "GSM404078", "GSM404079", "GSM404080", "GSM404081", "GSM404082", "GSM404083", "GSM404084", "GSM404085", "GSM404086", "GSM404087", "GSM404088", "GSM404089", "GSM404090", "GSM404091", "GSM404092", "GSM404093", "GSM404094", "GSM404095", "GSM404096", "GSM404097", "GSM404098", "GSM404099", "GSM404100", "GSM404101", "GSM404102", "GSM404103", "GSM404104", "GSM404105", "GSM404106", "GSM404107", "GSM404108", "GSM404109", "GSM404110", "GSM404111", "GSM404112", "GSM404113", "GSM404114", "GSM404115", "GSM404116", "GSM404117", "GSM404118", "GSM404119", "GSM404120", "GSM404121", "GSM404122", "GSM404123", "GSM404124", "GSM404125", "GSM404126", "GSM404127", "GSM404128", "GSM404129", "GSM404130", "GSM404131", "GSM404132", "GSM404133", "GSM404134", "GSM404135", "GSM404136", "GSM404137", "GSM404138", "GSM404139", "GSM404140", "GSM404141", "GSM404142", "GSM404143", "GSM404144", "GSM404145", "GSM404146", "GSM404147", "GSM404148", "GSM404149", "GSM404150", "GSM404151", "GSM404152", "GSM404153", "GSM404154", "GSM404155", "GSM404156", "GSM404157", "GSM404158", "GSM404159", "GSM404160", "GSM404161", "GSM404162", "GSM404163", "GSM404164", "GSM404165", "GSM404166", "GSM404167", "GSM404168", "GSM404169", "GSM404170", "GSM404171", "GSM404172", "GSM404173", "GSM404174", "GSM404175", "GSM404176", "GSM404177", "GSM404178", "GSM404179", "GSM404180", "GSM404181", "GSM404182", "GSM404183", "GSM404184", "GSM404185", "GSM404186", "GSM404187", "GSM404188", "GSM404189", "GSM404190", "GSM404191", "GSM404192", "GSM404193", "GSM404194", "GSM404195", "GSM404196", "GSM404197", "GSM404198", "GSM404199", "GSM404200", "GSM404201", "GSM404202", "GSM404203", "GSM404204", "GSM404205", "GSM404206", "GSM404207", "GSM404208", "GSM404209", "GSM404210", "GSM404211", "GSM404212", "GSM404213", "GSM404214", "GSM404215", "GSM404216", "GSM404217", "GSM404218", "GSM404219", "GSM404220", "GSM404221", "GSM404222", "GSM404223", "GSM404224", "GSM404225", "GSM404226", "GSM404227", "GSM404228", "GSM404229", "GSM404230", "GSM404231", "GSM404232", "GSM404233", "GSM404234", "GSM404235", "GSM404236", "GSM404237", "GSM404238", "GSM404239", "GSM404240", "GSM404241", "GSM404242", "GSM404243", "GSM404244", "GSM404245", "GSM404246", "GSM404247", "GSM404248", "GSM404249", "GSM404250", "GSM404251", "GSM404252", "GSM404253", "GSM404254", "GSM404255", "GSM404256", "GSM404257", "GSM404258", "GSM404259", "GSM404260", "GSM404261", "GSM404262", "GSM404263", "GSM404264", "GSM404265", "GSM404266", "GSM404267", "GSM404268", "GSM404269", "GSM404270", "GSM404271", "GSM404272", "GSM404273", "GSM404274", "GSM404275", "GSM404276", "GSM404277", "GSM404278", "GSM404279", "GSM404280", "GSM404281", "GSM404282", "GSM404283", "GSM404284", "GSM404285", "GSM404286", "GSM404287", "GSM404288", "GSM404289", "GSM404290", "GSM404291", "GSM404292", "GSM404293", "GSM404294", "GSM404295", "GSM404296", "GSM404297", "GSM404298", "GSM404299", "GSM404300", "GSM404301", "GSM404302", "GSM404303", "GSM404304", "GSM404305", "GSM404306", "GSM404307", "GSM404308", "GSM404309", "GSM404310", "GSM404311", "GSM404312", "GSM404313", "GSM404314"], "sample_count": 310, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Bacterial Correlates of Gingival Gene Expression", "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:GSE23586", "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=GSE23586", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE23586", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM578529", "GSM578530", "GSM578531", "GSM578532", "GSM578533", "GSM578534"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Altered gene expressions of leukocyte transendothelial migration and cell communication pathways in periodontitis-affected gingival 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:GSE38206", "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=GSE38206", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE38206", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM936718", "GSM936719", "GSM936720", "GSM936721", "GSM936722", "GSM936723", "GSM936724", "GSM936725", "GSM936726", "GSM936727", "GSM936728", "GSM936729", "GSM936730", "GSM936731", "GSM936732", "GSM936733", "GSM936734", "GSM936735", "GSM936736", "GSM936737", "GSM936738", "GSM936739", "GSM936740", "GSM936741", "GSM936742", "GSM936743", "GSM936744", "GSM936745", "GSM936746", "GSM936747", "GSM936748", "GSM936749", "GSM936750", "GSM936751", "GSM936752", "GSM936753"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "13607", "taxon": "Homo sapiens", "title": "Transcription profiling of major depression peripheral blood mononuclear cells (PBMCs) at clinical remission compared to severe acute state", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE39653", "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=GSE39653", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE39653", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM973762", "GSM973763", "GSM973764", "GSM973765", "GSM973766", "GSM973767", "GSM973768", "GSM973769", "GSM973770", "GSM973771", "GSM973772", "GSM973773", "GSM973774", "GSM973775", "GSM973776", "GSM973777", "GSM973778", "GSM973779", "GSM973780", "GSM973781", "GSM973782", "GSM973783", "GSM973784", "GSM973785", "GSM973786", "GSM973787", "GSM973788", "GSM973789", "GSM973790", "GSM973791", "GSM973792", "GSM973793", "GSM973794", "GSM973795", "GSM973796", "GSM973797", "GSM973798", "GSM973799", "GSM973800", "GSM973801", "GSM973802", "GSM973803", "GSM973804", "GSM973805", "GSM973806", "GSM973807", "GSM973808", "GSM973809", "GSM973810", "GSM973811", "GSM973812", "GSM973813", "GSM973814"], "sample_count": 53, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Differential Gene Expression in Patients with Mood Disorders", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE10334 not downloaded", "asset:data:geo:GSE10334 licence not read", "asset:data:geo:GSE16134 not downloaded", "asset:data:geo:GSE16134 licence not read", "asset:data:geo:GSE23586 not downloaded", "asset:data:geo:GSE23586 licence not read", "asset:data:geo:GSE38206 not downloaded", "asset:data:geo:GSE38206 licence not read", "asset:data:geo:GSE39653 not downloaded", "asset:data:geo:GSE39653 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Therefore, Pearson correlation coefficient was calculated to assess the direct correlation between neuropeptides and crosstalk genes."}}, {"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": "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": 0.7, "band": "medium", "quote": "ROC analysis"}}], "targets": [], "gaps": []}, "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": ["pearson_r"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pearson."}, "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": ["GSE10334", "GSE16134", "GSE23586", "GSE38206", "GSE39653"], "resolved_accessions": ["GSE10334", "GSE16134", "GSE23586", "GSE38206", "GSE39653"], "statements": ["The datasets used and/or analyzed during the current study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE10334, GSE16134, GSE23586, GSE38206, GSE39653 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["pearson_r"], "assets": ["source:pmid:34721734", "data:geo:GSE10334"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE10334"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:05:22Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11809, "completion_tokens": 1791, "cached_tokens": 128}}, "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:34721734", "type": "paper", "label": "pmid:34721734"}, {"id": "source:pmid:34721734", "type": "manuscript", "label": "PMID 34721734 full text"}, {"id": "data:geo:GSE10334", "type": "dataset", "label": "GEO GSE10334"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34721734", "type": "paper", "label": "pmid:34721734"}, {"id": "source:pmid:34721734", "type": "manuscript", "label": "PMID 34721734 full text"}, {"id": "data:geo:GSE10334", "type": "dataset", "label": "GEO GSE10334"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34721734", "type": "extraction", "used": ["source:pmid:34721734"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE10334", "type": "accession_resolution", "used": ["data:geo:GSE10334"], "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:34721734", "parent_hash": "sha256:571f984c1f45eddb258a610c9a47ebb73252d8f94db5e3bf3d40a767ded44d88", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE10334 licence not read", "asset:data:geo:GSE10334 not downloaded", "asset:data:geo:GSE16134 licence not read", "asset:data:geo:GSE16134 not downloaded", "asset:data:geo:GSE23586 licence not read", "asset:data:geo:GSE23586 not downloaded", "asset:data:geo:GSE38206 licence not read", "asset:data:geo:GSE38206 not downloaded", "asset:data:geo:GSE39653 licence not read", "asset:data:geo:GSE39653 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pearson_r"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Therefore, Pearson correlation coefficient was calculated to assess the direct correlation between neuropeptides and crosstalk genes."], "order_basis": "analysis_only", "id": "assay:1"}]}