Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:37953800

Unravelling the sexual developmental biology of Cystoisospora suis, a model for comparative coccidian parasite studies.

Teresa Cruz-Bustos · Marlies Dolezal · Anna Sophia Feix · Bärbel Ruttkowski · Karin Hummel · Ebrahim Razzazi-Fazeli · Anja Joachim

Frontiers in cellular and infection microbiology · 2023 doi:10.3389/fcimb.2023.1271731

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:37953800
kind
science-record
content_hash
sha256:66ea701dceea1c478dd087df44915065e8e4085b981c846ae45f284642f3f662
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:51Z
updated_at
2026-11-01T22:10:38Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Unravelling the sexual developmental biology of Cystoisospora suis, a model for comparative coccidian parasite studies.
doi
10.3389/fcimb.2023.1271731
pmid
37953800
authors array · 7 items
[0]
Teresa Cruz-Bustos
[1]
Marlies Dolezal
[2]
Anna Sophia Feix
[3]
Bärbel Ruttkowski
[4]
Karin Hummel
[5]
Ebrahim Razzazi-Fazeli
[6]
Anja Joachim
journal
Frontiers in cellular and infection microbiology
year
2023
abstract
Introduction: The apicomplexan parasite Cystoisospora suis has global significance as an enteropathogen of suckling piglets. Its intricate life cycle entails a transition from an asexual phase to sexual development, ultimately leading to the formation of transmissible oocysts. Methods: To advance our understanding of the parasite's cellular development, we complemented previous transcriptome studies by delving into the proteome profiles at five distinct time points of in vitro cultivation through LC/MS-MS analysis. Results: A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed. Data are available via ProteomeXchange with identifier PXD045050. We performed BLAST, GO enrichment, and KEGG pathway analyses on the up- and downregulated proteins to elucidate correlated events in the C. suis life cycle. Our analyses revealed intriguing metabolic patterns in macromolecule metabolism, DNA- and RNA-related processes, proteins associated with sexual stages, and those involved in cell invasion, reflecting the adaptation of sexual stages to a nutrient-poor and potentially stressful extracellular environment, with a focus on enzymes involved in metabolism and energy production. Discussion: These findings have important implications for understanding the developmental biology of C. suis as well as other, related coccidian parasites, such as Eimeria spp. and Toxoplasma gondii. They also support the role of C. suis as a new model for the comparative biology of coccidian tissue cyst stages.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Differential protein expression analysis was performed with function dream in package variancePartition version 1.28.0 (Hoffman and Roussos, 2021), on log2-transformed, normalized LC-MS/MS quantifications after adding a constant of 1 via univariate linear mixed-effect model fitting timepoint of development as a fixed categorical effect with factor levels day 7, 8, 10, 12, and 14.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37953800
locator
sections[9] "Identification and analysis of differentially expressed proteins" paragraph 4
quote
Differential protein expression analysis was performed with function dream in package variancePartition version 1.28.0 (Hoffman and Roussos, 2021), on log2-transformed, normalized LC-MS/MS quantifications after adding a constant of 1 via univariate linear mixed-effect model fitting timepoint of development as a fixed categorical effect with factor levels day 7, 8, 10, 12, and 14.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37953800
locator
sections[24] "Data availability statement" paragraph 2
quote
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37953800
locator
sections[0] "Abstract" paragraph 3
quote
A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed.
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:37953800
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:PXD045050
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:PXD045050
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 · 2 items
[0] object · 15 fields
id
source:pmid:37953800
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fcimb.2023.1271731
sha256
sha256:c4c76a798e79645209bfb617c5c48224a0a18b8df5a295162becf17e8220eacc
bytes
60260
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fcimb.2023.1271731
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
PMC10635411
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD045050
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=PXD045050
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD045050
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.
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
Proteomic analysis of different developmental stages of Cystoisospora suis (Apicomplexa: Coccidia) in vitro
resolution_checked_at
2026-11-01T19:09:50Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:PXD045050 not downloaded
[1]
asset:data:geo:PXD045050 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
family
meta_analysis
specific
random_effects
label
Meta-analysis / evidence synthesis
dsl_operations array · 1 item
[0]
random_effects_pool
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
study_level_effect_estimates
evidence object · 3 fields
score
0.8
band
high
quote
random effects
[1] object · 10 fields
id
method-2
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
principal component analysis
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
GO enrichment
[3] object · 10 fields
id
method-4
family
sequence_alignment
specific
blast
label
Sequence alignment / homology
dsl_operations array · 2 items
[0]
sequence_align
[1]
alignment_identity
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
sequence_records
evidence object · 3 fields
score
0.7
band
medium
quote
BLAST
[4] object · 10 fields
id
method-5
family
null
specific
null
label
dream in package variancePartition
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
Differential protein expression analysis was performed with function dream in package variancePartition version 1.28.0 (Hoffman and Roussos, 2021), on log2-transformed, normalized LC-MS/MS quantifications after adding a constant of 1 via univariate linear mixed-effect model fitting timepoint of development as a fixed categorical effect with factor levels day 7, 8, 10, 12, and 14.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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 · 1 item
[0]
random_effects_pool
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: random_effects.
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 · 1 item
[0]
PXD045050
resolved_accessions array · 1 item
[0]
PXD045050
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.
basis
The paper names PXD045050 in ProteomeXchange Consortium and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
random_effects_pool
assets array · 2 items
[0]
source:pmid:37953800
[1]
data:geo:PXD045050
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:PXD045050
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
2026-11-01T18:58:41Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
15589
completion_tokens
1556
cached_tokens
264
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:37953800
type
paper
label
pmid:37953800
[1] object · 3 fields
id
source:pmid:37953800
type
manuscript
label
PMID 37953800 full text
[2] object · 3 fields
id
data:geo:PXD045050
type
dataset
label
GEO PXD045050
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:37953800
type
paper
label
pmid:37953800
[1] object · 3 fields
id
source:pmid:37953800
type
manuscript
label
PMID 37953800 full text
[2] object · 3 fields
id
data:geo:PXD045050
type
dataset
label
GEO PXD045050
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37953800
type
extraction
used array · 1 item
[0]
source:pmid:37953800
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD045050
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD045050
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:37953800
parent_hash
sha256:06df81dc176ed4148253fd046e364416d1377cae43ff03b01d364727df547a64
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:PXD045050 licence not read
[1]
asset:data:geo:PXD045050 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
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]
tailed in Figure S2 . Sample preparation for mass spectrometry 30 µg of the protein was filled up to 500 µl
[1]
3 µl was injected onto the LC-MS/MS system. Mass spectrometry data processing The database search was perf
[2]
ported for further statistical analysis. The mass spectrometry proteomics data have been deposited to the P
[3]
0.1% TFA of which 3 µl was injected onto the LC-MS/MS system. Mass spectrometry data processing Th
order_basis
paper_text_order:4178
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
meta_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
random_effects_pool
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
random effects
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:37953800", "kind": "science-record", "revision": 4, "content_hash": "sha256:66ea701dceea1c478dd087df44915065e8e4085b981c846ae45f284642f3f662", "created_at": "2026-11-01T19:02:51Z", "updated_at": "2026-11-01T22:10:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Unravelling the sexual developmental biology of Cystoisospora suis, a model for comparative coccidian parasite studies.", "doi": "10.3389/fcimb.2023.1271731", "pmid": "37953800", "authors": ["Teresa Cruz-Bustos", "Marlies Dolezal", "Anna Sophia Feix", "Bärbel Ruttkowski", "Karin Hummel", "Ebrahim Razzazi-Fazeli", "Anja Joachim"], "journal": "Frontiers in cellular and infection microbiology", "year": 2023, "abstract": "Introduction: The apicomplexan parasite Cystoisospora suis has global significance as an enteropathogen of suckling piglets. Its intricate life cycle entails a transition from an asexual phase to sexual development, ultimately leading to the formation of transmissible oocysts.\nMethods: To advance our understanding of the parasite's cellular development, we complemented previous transcriptome studies by delving into the proteome profiles at five distinct time points of in vitro cultivation through LC/MS-MS analysis.\nResults: A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed. Data are available via ProteomeXchange with identifier PXD045050. We performed BLAST, GO enrichment, and KEGG pathway analyses on the up- and downregulated proteins to elucidate correlated events in the C. suis life cycle. Our analyses revealed intriguing metabolic patterns in macromolecule metabolism, DNA- and RNA-related processes, proteins associated with sexual stages, and those involved in cell invasion, reflecting the adaptation of sexual stages to a nutrient-poor and potentially stressful extracellular environment, with a focus on enzymes involved in metabolism and energy production.\nDiscussion: These findings have important implications for understanding the developmental biology of C. suis as well as other, related coccidian parasites, such as Eimeria spp. and Toxoplasma gondii. They also support the role of C. suis as a new model for the comparative biology of coccidian tissue cyst stages.", "claims": [{"id": "claim-method", "statement": "Differential protein expression analysis was performed with function dream in package variancePartition version 1.28.0 (Hoffman and Roussos, 2021), on log2-transformed, normalized LC-MS/MS quantifications after adding a constant of 1 via univariate linear mixed-effect model fitting timepoint of development as a fixed categorical effect with factor levels day 7, 8, 10, 12, and 14.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37953800", "locator": "sections[9] \"Identification and analysis of differentially expressed proteins\" paragraph 4", "quote": "Differential protein expression analysis was performed with function dream in package variancePartition version 1.28.0 (Hoffman and Roussos, 2021), on log2-transformed, normalized LC-MS/MS quantifications after adding a constant of 1 via univariate linear mixed-effect model fitting timepoint of development as a fixed categorical effect with factor levels day 7, 8, 10, 12, and 14."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37953800", "locator": "sections[24] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37953800", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 1,324 proteins were identified in the in vitro developmental stages of C. suis, and 1,082 proteins were identified as significantly differentially expressed.", "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:37953800"], "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:PXD045050"], "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:PXD045050"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37953800", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fcimb.2023.1271731", "sha256": "sha256:c4c76a798e79645209bfb617c5c48224a0a18b8df5a295162becf17e8220eacc", "bytes": 60260, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fcimb.2023.1271731", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10635411", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD045050", "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=PXD045050", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD045050", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Proteomic analysis of different developmental stages of Cystoisospora suis (Apicomplexa: Coccidia) in vitro", "resolution_checked_at": "2026-11-01T19:09:50Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:PXD045050 not downloaded", "asset:data:geo:PXD045050 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "meta_analysis", "specific": "random_effects", "label": "Meta-analysis / evidence synthesis", "dsl_operations": ["random_effects_pool"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["study_level_effect_estimates"], "evidence": {"score": 0.8, "band": "high", "quote": "random effects"}}, {"id": "method-2", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "principal component analysis"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "GO enrichment"}}, {"id": "method-4", "family": "sequence_alignment", "specific": "blast", "label": "Sequence alignment / homology", "dsl_operations": ["sequence_align", "alignment_identity"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["sequence_records"], "evidence": {"score": 0.7, "band": "medium", "quote": "BLAST"}}, {"id": "method-5", "family": null, "specific": null, "label": "dream in package variancePartition", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differential protein expression analysis was performed with function dream in package variancePartition version 1.28.0 (Hoffman and Roussos, 2021), on log2-transformed, normalized LC-MS/MS quantifications after adding a constant of 1 via univariate linear mixed-effect model fitting timepoint of development as a fixed categorical effect with factor levels day 7, 8, 10, 12, and 14."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["random_effects_pool"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: random_effects."}, "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": ["PXD045050"], "resolved_accessions": ["PXD045050"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: ProteomeXchange with identifier PXD045050."], "basis": "The paper names PXD045050 in ProteomeXchange Consortium and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["random_effects_pool"], "assets": ["source:pmid:37953800", "data:geo:PXD045050"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD045050"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:58:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 15589, "completion_tokens": 1556, "cached_tokens": 264}}, "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:37953800", "type": "paper", "label": "pmid:37953800"}, {"id": "source:pmid:37953800", "type": "manuscript", "label": "PMID 37953800 full text"}, {"id": "data:geo:PXD045050", "type": "dataset", "label": "GEO PXD045050"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37953800", "type": "paper", "label": "pmid:37953800"}, {"id": "source:pmid:37953800", "type": "manuscript", "label": "PMID 37953800 full text"}, {"id": "data:geo:PXD045050", "type": "dataset", "label": "GEO PXD045050"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37953800", "type": "extraction", "used": ["source:pmid:37953800"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD045050", "type": "accession_resolution", "used": ["data:geo:PXD045050"], "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:37953800", "parent_hash": "sha256:06df81dc176ed4148253fd046e364416d1377cae43ff03b01d364727df547a64", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:PXD045050 licence not read", "asset:data:geo:PXD045050 not downloaded", "execution.not_run", "method.reader_named_unmapped", "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": ["tailed in Figure S2 . Sample preparation for mass spectrometry 30 µg of the protein was filled up to 500 µl", "3 µl was injected onto the LC-MS/MS system. Mass spectrometry data processing The database search was perf", "ported for further statistical analysis. The mass spectrometry proteomics data have been deposited to the P", "0.1% TFA of which 3 µl was injected onto the LC-MS/MS system. Mass spectrometry data processing Th"], "order_basis": "paper_text_order:4178", "id": "assay:1"}, {"role": "analysis", "definition_id": "meta_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["random_effects_pool"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["random effects"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}