← All .science files
pmid:34332122
Quantitative Proteomic and Metabolomic Profiling Reveals Altered Mitochondrial Metabolism and Folate Biosynthesis Pathways in the Aging Drosophila Eye.
Hana Hall · Bruce R Cooper · Guihong Qi · Aruna B Wijeratne · Amber L Mosley · Vikki M Weake
Molecular & cellular proteomics : MCP · 2021 doi:10.1016/j.mcpro.2021.100127
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 · 2 items
[0] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
[1] 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 · 6 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 15 items
[3] object · 15 fields
structure object · 15 fields
sample_accessions array · 0 items
[4] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 4 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[5] object · 16 fields
structure object · 5 fields
table object · 8 fields
rows array · 25 items
[0] array · 5 items
[1] array · 5 items
[2] array · 5 items
[3] array · 5 items
[4] array · 5 items
[5] array · 5 items
[6] array · 5 items
[7] array · 5 items
[8] array · 5 items
[9] array · 5 items
[10] array · 5 items
[11] array · 5 items
[12] array · 5 items
[13] array · 5 items
[14] array · 5 items
[15] array · 5 items
[16] array · 5 items
[17] array · 5 items
[18] array · 5 items
[19] array · 5 items
[20] array · 5 items
[21] array · 5 items
[22] array · 5 items
[23] array · 5 items
[24] array · 5 items
gaps array · 6 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 4 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
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 · 4 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 · 4 items
assets array · 4 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 · 10 items
assays array · 2 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[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:34332122", "kind": "science-record", "revision": 8, "content_hash": "sha256:9021dbad257606e200d13dd48d3e95c4cb4b1ebecea44466ee0c48a46d79f38f", "created_at": "2026-11-01T15:41:46Z", "updated_at": "2026-11-01T22:47:13Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Quantitative Proteomic and Metabolomic Profiling Reveals Altered Mitochondrial Metabolism and Folate Biosynthesis Pathways in the Aging Drosophila Eye.", "doi": "10.1016/j.mcpro.2021.100127", "pmid": "34332122", "authors": ["Hana Hall", "Bruce R Cooper", "Guihong Qi", "Aruna B Wijeratne", "Amber L Mosley", "Vikki M Weake"], "journal": "Molecular & cellular proteomics : MCP", "year": 2021, "abstract": "Aging is associated with increased risk of ocular disease, suggesting that age-associated molecular changes in the eye increase its vulnerability to damage. Although there are common pathways involved in aging at an organismal level, different tissues and cell types exhibit specific changes in gene expression with advanced age. Drosophila melanogaster is an established model system for studying aging and neurodegenerative disease that also provides a valuable model for studying age-associated ocular disease. Flies, like humans, exhibit decreased visual function and increased risk of retinal degeneration with age. Here, we profiled the aging proteome and metabolome of the Drosophila eye and compared these data with age-associated transcriptomic changes from both eyes and photoreceptors to identify alterations in pathways that could lead to age-related phenotypes in the eye. Of note, the proteomic and metabolomic changes observed in the aging eye are distinct from those observed in the head or whole fly, suggesting that tissue-specific changes in protein abundance and metabolism occur in the aging fly. Our integration of the proteomic, metabolomic, and transcriptomic data reveals that changes in metabolism, potentially due to decreases in availability of B vitamins, together with chronic activation of the immune response, may underpin many of the events observed in the aging Drosophila eye. We propose that targeting these pathways in the genetically tractable Drosophila system may help to identify potential neuroprotective approaches for neurodegenerative and age-related ocular diseases. Data are available via ProteomeXchange with identifier PXD027090.", "claims": [{"id": "claim-method", "statement": "For metabolomic studies: significance analysis was performed using an unpaired t test with Benjamini–Hochberg FDR correction and metabolites with p ≤ 0.01 and fold change ≥2 were considered significant. For proteomic studies: significance analysis was performed using ANOVA (ProteomeDiscover) and proteins with p ≤ 0.05 and fold change ≥1.5 were considered significant.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34332122", "locator": "sections[6] \"Experimental Design and Statistical Rationale\" paragraph 2", "quote": "For metabolomic studies: significance analysis was performed using an unpaired t test with Benjamini–Hochberg FDR correction and metabolites with p ≤ 0.01 and fold change ≥2 were considered significant. For proteomic studies: significance analysis was performed using ANOVA (ProteomeDiscover) and proteins with p ≤ 0.05 and fold change ≥1.5 were considered significant."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34332122", "locator": "sections[22] \"Data Availability\" paragraph 2", "quote": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652."}], "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:34332122"], "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:GSE106652"], "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:GSE106652"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34332122", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.mcpro.2021.100127", "sha256": "sha256:fae041816d7a0c01daa130cf46727366347af33ddbac58fe1cd7688407586aff", "bytes": 77548, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.mcpro.2021.100127", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8385154", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE106652", "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=GSE106652", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE106652", "version": null, "note": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2844563", "GSM2844564", "GSM2844565", "GSM2844566", "GSM2844567", "GSM2844568"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "17275", "taxon": "Drosophila melanogaster", "title": "Differential splicing events in aging Drosophila eye", "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:GSE83431", "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=GSE83431", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE83431", "version": null, "note": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2202950", "GSM2202951", "GSM2202952", "GSM2202953", "GSM2202954", "GSM2202955", "GSM2202956", "GSM2202957", "GSM2202958", "GSM2202959", "GSM2202960", "GSM2202961", "GSM2202962", "GSM2202963", "GSM2445257"], "sample_count": 15, "group_sizes": null, "group_sizes_basis": null, "platform": "17275", "taxon": "Drosophila melanogaster", "title": "Transcriptional profiling of aged Drosophila photoreceptors", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PXD027090", "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=PXD027090", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD027090", "version": null, "note": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Global quantitative proteomic analysis of aging Drosophila eyes", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34332122:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b5fd481cb660fd3ab786f032809be25dc34582e6405513adbe6726dd0c02dd50", "bytes": 471, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#tbl1", "version": null, "note": "Comparison of proteins identified in the eye in this study with previous proteomic studies in Drosophila heads", "structure": {"pmcid": "PMC8385154", "section_index": 15, "section_title": "Tissue-specific Changes in Protein Abundance Occur in the Aging Eye", "row_count": 4, "column_count": 5}, "table": {"label": "Table 1", "caption": "Comparison of proteins identified in the eye in this study with previous proteomic studies in Drosophila heads", "rows": [["Tissue", "Genotype", "Age (days)", "# Proteins identified", "Reference"], ["Eye", "Rh1>GFPKASH", "D10/40", "4344", "This study"], ["Head", "w1118", "D5/30/60", "4014", "(13)"], ["Head", "nd", "D5/10/15/20/25/30", "1282", "(14)"]], "row_count": 4, "column_count": 5, "numeric_cells": 9, "header_rows": 1, "locator": "section[15]/table-wrap[1]#tbl1"}}, {"id": "asset:table:pmid:34332122:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5362f201a0721f5a4fb5272cb07105aba2184d9cc6cb25044dc7697d1b22511f", "bytes": 2207, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#tbl2", "version": null, "note": "Selected proteins with age-associated changes in abundance", "structure": {"pmcid": "PMC8385154", "section_index": 16, "section_title": "Mitochondrial Enzymes Involved in Metabolism Are Upregulated in the Aging Eye", "row_count": 25, "column_count": 5}, "table": {"label": "Table 2", "caption": "Selected proteins with age-associated changes in abundance", "rows": [["Symbol", "Protein", "FlyBase ID", "Change in abundance with age", "Function"], ["ScsbetaA", "Succinyl-coenzyme A synthetase β subunit, ADP-forming", "FBgn0037643", "Increase", "TCA cycle"], ["Gdh", "Glutamate dehydrogenase", "FBgn0001098", "Increase", "Glutamate metabolism"], ["P5CS", "Delta [1]-pyrroline-5-carboxylate synthase", "FBgn0037146", "Increase", "Glutamate metabolism"], ["P5CDh1", "Delta-1-pyrroline-5-carboxylate dehydrogenase 1", "FBgn0037138", "Increase", "Glutamate metabolism"], ["GC1", "Glutamate carrier 1", "FBgn0260743", "Increase", "Glutamate metabolism"], ["VGlut", "Vesicular glutamate transporter", "FBgn0031424", "Increase", "Glutamate metabolism"], ["Got2", "Glutamate oxaloacetate transaminase 2", "FBgn0001125", "Increase", "Glutamate metabolism"], ["Gad1", "Glutamic acid decarboxylase 1", "FBgn0004516", "Increase", "Glutamate metabolism"], ["Gs1", "Glutamine synthetase 1", "FBgn0001142", "Increase", "Glutamate metabolism"], ["aralar1", "aralar1", "FBgn0028646", "Increase", "GABA"], ["Gabat", "Gamma-aminobutyric acid transaminase", "FBgn0036927", "Increase", "GABA"], ["PCB", "Pyruvate carboxylase", "FBgn0027580", "Increase", "TCA cycle"], ["Cpr66D", "Cuticular protein 66D", "FBgn0052029", "Decrease", "Cuticular proteins"], ["Cpr72Ec", "Cuticular protein 72Ec", "FBgn0036619", "Decrease", "Cuticular proteins"], ["Crys", "Crystallin", "FBgn0005664", "Decrease", "Cuticular proteins"], ["Cam", "Calmodulin", "FBgn0000253", "Decrease", "Calcium"], ["ninaE", "Rhodopsin 1", "FBgn0002940", "Increase", "Phototransduction"], ["Cpn", "Calphotin", "FBgn0261714", "Decrease", "Calcium"], ["GstS1", "Glutathione S transferase S1", "FBgn0010226", "Decrease", "Redox homeostasis"], ["DptA", "Diptericin A", "FBgn0004240", "Increase", "Innate immunity"], ["DptB", "Diptericin B", "FBgn0034407", "Increase", "Innate immunity"], ["Listericin", "Listericin", "FBgn0033593", "Increase", "Innate immunity"], ["Gnmt", "Glycine N-methyltransferase", "FBgn0038074", "Increase", "Innate immunity/metabolism"], ["Tspo", "Translocator protein", "FBgn0031263", "Increase", "Innate immunity/metabolism"]], "row_count": 25, "column_count": 5, "numeric_cells": 35, "header_rows": 1, "locator": "section[16]/table-wrap[1]#tbl2"}}], "gaps": ["asset:data:geo:GSE106652 not downloaded", "asset:data:geo:GSE106652 licence not read", "asset:data:geo:GSE83431 not downloaded", "asset:data:geo:GSE83431 licence not read", "asset:data:geo:PXD027090 not downloaded", "asset:data:geo:PXD027090 licence not read"]}, "analysis": {"state": "complete", "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": 1.0, "band": "verbatim", "quote": "For metabolomic studies: significance analysis was performed using an unpaired t test with Benjamini–Hochberg FDR correction and metabolites with p ≤ 0.01 and fold change ≥2 were considered significant. For proteomic studies: significance analysis was performed using ANOVA (ProteomeDiscover) and proteins with p ≤ 0.05 and fold change ≥1.5 were considered significant."}}], "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": ["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": ["PXD027090", "GSE83431", "GSE106652"], "resolved_accessions": ["PXD027090", "GSE83431", "GSE106652"], "statements": ["The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE (59) partner repository with the dataset identifier PXD027090 and 10.6019/PXD027090. Previously published RNA-seq expression data are accessible through Gene Expression Omnibus repository under series accession numbers GSE83431 and GSE106652."], "basis": "The paper names PXD027090, GSE83431, GSE106652 in ProteomeXchange Consortium via the PRIDE partner repository 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:34332122", "data:geo:GSE106652", "asset:table:pmid:34332122:1", "asset:table:pmid:34332122:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE106652"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:33:03Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 56434, "completion_tokens": 1411, "cached_tokens": 791}}, "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:34332122", "type": "paper", "label": "pmid:34332122"}, {"id": "source:pmid:34332122", "type": "manuscript", "label": "PMID 34332122 full text"}, {"id": "data:geo:GSE106652", "type": "dataset", "label": "GEO GSE106652"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34332122", "type": "paper", "label": "pmid:34332122"}, {"id": "source:pmid:34332122", "type": "manuscript", "label": "PMID 34332122 full text"}, {"id": "data:geo:GSE106652", "type": "dataset", "label": "GEO GSE106652"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34332122", "type": "extraction", "used": ["source:pmid:34332122"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE106652", "type": "accession_resolution", "used": ["data:geo:GSE106652"], "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:34332122", "parent_hash": "sha256:8fba9a3edcc987a005ab4a0fa02c2b88336d0deed7556519e793185b1a21742e", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE106652 licence not read", "asset:data:geo:GSE106652 not downloaded", "asset:data:geo:GSE83431 licence not read", "asset:data:geo:GSE83431 not downloaded", "asset:data:geo:PXD027090 licence not read", "asset:data:geo:PXD027090 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "mass_spectrometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Quantitative Proteomic and Metabolomic Profiling Reveals Altered Mi", "-related phenotypes in the eye. Of note, the proteomic and metabolomic changes observed in the agin", "cur in the aging fly. Our integration of the proteomic, metabolomic, and transcriptomic data reveal", "gaster eyes per sample were included for all proteomic and metabolomic studies. The two experimenta"], "order_basis": "paper_text_order:0", "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": 1.0, "evidence": ["For metabolomic studies: significance analysis was performed using an unpaired t test with Benjamini–Hochberg FDR correction and metabolites with p ≤ 0.01 and fold change ≥2 were considered significant. For proteomic studies: significance analysis was performed using ANOVA (ProteomeDiscover) and proteins with p ≤ 0.05 and fold change ≥1.5 were considered significant."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}