Corpus Engine Towards a reproducible .science file.
← 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
id
pmid:34332122
kind
science-record
content_hash
sha256:9021dbad257606e200d13dd48d3e95c4cb4b1ebecea44466ee0c48a46d79f38f
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:46Z
updated_at
2026-11-01T22:47:13Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
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 array · 6 items
[0]
Hana Hall
[1]
Bruce R Cooper
[2]
Guihong Qi
[3]
Aruna B Wijeratne
[4]
Amber L Mosley
[5]
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 array · 2 items
[0] object · 6 fields
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 array · 1 item
[0] object · 3 fields
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
[1] object · 6 fields
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 array · 1 item
[0] object · 3 fields
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 array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:34332122
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE106652
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE106652
outputs array · 1 item
[0]
the replicated result and its comparison
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
state
partial
assets array · 6 items
[0] object · 15 fields
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 object · 4 fields
pmcid
PMC8385154
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
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 object · 15 fields
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 array · 6 items
[0]
GSM2844563
[1]
GSM2844564
[2]
GSM2844565
[3]
GSM2844566
[4]
GSM2844567
[5]
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
[2] object · 15 fields
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 object · 15 fields
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 array · 15 items
[0]
GSM2202950
[1]
GSM2202951
[2]
GSM2202952
[3]
GSM2202953
[4]
GSM2202954
[5]
GSM2202955
[6]
GSM2202956
[7]
GSM2202957
[8]
GSM2202958
[9]
GSM2202959
[10]
GSM2202960
[11]
GSM2202961
[12]
GSM2202962
[13]
GSM2202963
[14]
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
[3] object · 15 fields
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 object · 15 fields
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 array · 0 items
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
[4] object · 16 fields
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 object · 5 fields
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 object · 8 fields
label
Table 1
caption
Comparison of proteins identified in the eye in this study with previous proteomic studies in Drosophila heads
rows array · 4 items
[0] array · 5 items
[0]
Tissue
[1]
Genotype
[2]
Age (days)
[3]
# Proteins identified
[4]
Reference
[1] array · 5 items
[0]
Eye
[1]
Rh1>GFPKASH
[2]
D10/40
[3]
4344
[4]
This study
[2] array · 5 items
[0]
Head
[1]
w1118
[2]
D5/30/60
[3]
4014
[4]
(13)
[3] array · 5 items
[0]
Head
[1]
nd
[2]
D5/10/15/20/25/30
[3]
1282
[4]
(14)
locator
section[15]/table-wrap[1]#tbl1
[5] object · 16 fields
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 object · 5 fields
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 object · 8 fields
label
Table 2
caption
Selected proteins with age-associated changes in abundance
rows array · 25 items
[0] array · 5 items
[0]
Symbol
[1]
Protein
[2]
FlyBase ID
[3]
Change in abundance with age
[4]
Function
[1] array · 5 items
[0]
ScsbetaA
[1]
Succinyl-coenzyme A synthetase β subunit, ADP-forming
[2]
FBgn0037643
[3]
Increase
[4]
TCA cycle
[2] array · 5 items
[0]
Gdh
[1]
Glutamate dehydrogenase
[2]
FBgn0001098
[3]
Increase
[4]
Glutamate metabolism
[3] array · 5 items
[0]
P5CS
[1]
Delta [1]-pyrroline-5-carboxylate synthase
[2]
FBgn0037146
[3]
Increase
[4]
Glutamate metabolism
[4] array · 5 items
[0]
P5CDh1
[1]
Delta-1-pyrroline-5-carboxylate dehydrogenase 1
[2]
FBgn0037138
[3]
Increase
[4]
Glutamate metabolism
[5] array · 5 items
[0]
GC1
[1]
Glutamate carrier 1
[2]
FBgn0260743
[3]
Increase
[4]
Glutamate metabolism
[6] array · 5 items
[0]
VGlut
[1]
Vesicular glutamate transporter
[2]
FBgn0031424
[3]
Increase
[4]
Glutamate metabolism
[7] array · 5 items
[0]
Got2
[1]
Glutamate oxaloacetate transaminase 2
[2]
FBgn0001125
[3]
Increase
[4]
Glutamate metabolism
[8] array · 5 items
[0]
Gad1
[1]
Glutamic acid decarboxylase 1
[2]
FBgn0004516
[3]
Increase
[4]
Glutamate metabolism
[9] array · 5 items
[0]
Gs1
[1]
Glutamine synthetase 1
[2]
FBgn0001142
[3]
Increase
[4]
Glutamate metabolism
[10] array · 5 items
[0]
aralar1
[1]
aralar1
[2]
FBgn0028646
[3]
Increase
[4]
GABA
[11] array · 5 items
[0]
Gabat
[1]
Gamma-aminobutyric acid transaminase
[2]
FBgn0036927
[3]
Increase
[4]
GABA
[12] array · 5 items
[0]
PCB
[1]
Pyruvate carboxylase
[2]
FBgn0027580
[3]
Increase
[4]
TCA cycle
[13] array · 5 items
[0]
Cpr66D
[1]
Cuticular protein 66D
[2]
FBgn0052029
[3]
Decrease
[4]
Cuticular proteins
[14] array · 5 items
[0]
Cpr72Ec
[1]
Cuticular protein 72Ec
[2]
FBgn0036619
[3]
Decrease
[4]
Cuticular proteins
[15] array · 5 items
[0]
Crys
[1]
Crystallin
[2]
FBgn0005664
[3]
Decrease
[4]
Cuticular proteins
[16] array · 5 items
[0]
Cam
[1]
Calmodulin
[2]
FBgn0000253
[3]
Decrease
[4]
Calcium
[17] array · 5 items
[0]
ninaE
[1]
Rhodopsin 1
[2]
FBgn0002940
[3]
Increase
[4]
Phototransduction
[18] array · 5 items
[0]
Cpn
[1]
Calphotin
[2]
FBgn0261714
[3]
Decrease
[4]
Calcium
[19] array · 5 items
[0]
GstS1
[1]
Glutathione S transferase S1
[2]
FBgn0010226
[3]
Decrease
[4]
Redox homeostasis
[20] array · 5 items
[0]
DptA
[1]
Diptericin A
[2]
FBgn0004240
[3]
Increase
[4]
Innate immunity
[21] array · 5 items
[0]
DptB
[1]
Diptericin B
[2]
FBgn0034407
[3]
Increase
[4]
Innate immunity
[22] array · 5 items
[0]
Listericin
[1]
Listericin
[2]
FBgn0033593
[3]
Increase
[4]
Innate immunity
[23] array · 5 items
[0]
Gnmt
[1]
Glycine N-methyltransferase
[2]
FBgn0038074
[3]
Increase
[4]
Innate immunity/metabolism
[24] array · 5 items
[0]
Tspo
[1]
Translocator protein
[2]
FBgn0031263
[3]
Increase
[4]
Innate immunity/metabolism
locator
section[16]/table-wrap[1]#tbl2
gaps array · 6 items
[0]
asset:data:geo:GSE106652 not downloaded
[1]
asset:data:geo:GSE106652 licence not read
[2]
asset:data:geo:GSE83431 not downloaded
[3]
asset:data:geo:GSE83431 licence not read
[4]
asset:data:geo:PXD027090 not downloaded
[5]
asset:data:geo:PXD027090 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
1
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 array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova.
capability object · 4 fields
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 object · 6 fields
tier
R1
reachable
true
accessions array · 3 items
[0]
PXD027090
[1]
GSE83431
[2]
GSE106652
resolved_accessions array · 3 items
[0]
PXD027090
[1]
GSE83431
[2]
GSE106652
statements array · 1 item
[0]
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 object · 3 fields
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 4 items
[0]
source:pmid:34332122
[1]
data:geo:GSE106652
[2]
asset:table:pmid:34332122:1
[3]
asset:table:pmid:34332122:2
steps array · 1 item
[0]
run_analysis
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
[0]
data:geo:GSE106652
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:33:03Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
56434
completion_tokens
1411
cached_tokens
791
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:34332122
type
paper
label
pmid:34332122
[1] object · 3 fields
id
source:pmid:34332122
type
manuscript
label
PMID 34332122 full text
[2] object · 3 fields
id
data:geo:GSE106652
type
dataset
label
GEO GSE106652
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:34332122
type
paper
label
pmid:34332122
[1] object · 3 fields
id
source:pmid:34332122
type
manuscript
label
PMID 34332122 full text
[2] object · 3 fields
id
data:geo:GSE106652
type
dataset
label
GEO GSE106652
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34332122
type
extraction
used array · 1 item
[0]
source:pmid:34332122
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE106652
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE106652
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
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 object · 4 fields
parent_id
pmid:34332122
parent_hash
sha256:8fba9a3edcc987a005ab4a0fa02c2b88336d0deed7556519e793185b1a21742e
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE106652 licence not read
[1]
asset:data:geo:GSE106652 not downloaded
[2]
asset:data:geo:GSE83431 licence not read
[3]
asset:data:geo:GSE83431 not downloaded
[4]
asset:data:geo:PXD027090 licence not read
[5]
asset:data:geo:PXD027090 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
mass_spectrometry
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
Quantitative Proteomic and Metabolomic Profiling Reveals Altered Mi
[1]
-related phenotypes in the eye. Of note, the proteomic and metabolomic changes observed in the agin
[2]
cur in the aging fly. Our integration of the proteomic, metabolomic, and transcriptomic data reveal
[3]
gaster eyes per sample were included for all proteomic and metabolomic studies. The two experimenta
order_basis
paper_text_order:0
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
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
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"}]}