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

pmid:41225865

Metabolic Responses to the Zinc Stress in the Roots and Leaves of Amaranthus caudatus: The Proteomics View.

Anastasia Gurina · Tatiana Bilova · Daria Gorbach · Alena Soboleva · Nataliia Stepanova · Olga Babich · Christian Ihling · Anastasia Kamionskaya · Natalia Osmolovskaya · Andrej Frolov

Plants (Basel, Switzerland) · 2025 doi:10.3390/plants14213315

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:41225865
kind
science-record
content_hash
sha256:30a422f8bd78a866531b1b4158e3f93dbfd5044d3f6b92eff09829e195a121b1
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:31:15Z
updated_at
2026-11-01T22:57:26Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Metabolic Responses to the Zinc Stress in the Roots and Leaves of Amaranthus caudatus: The Proteomics View.
doi
10.3390/plants14213315
pmid
41225865
authors array · 10 items
[0]
Anastasia Gurina
[1]
Tatiana Bilova
[2]
Daria Gorbach
[3]
Alena Soboleva
[4]
Nataliia Stepanova
[5]
Olga Babich
[6]
Christian Ihling
[7]
Anastasia Kamionskaya
[8]
Natalia Osmolovskaya
[9]
Andrej Frolov
journal
Plants (Basel, Switzerland)
year
2025
abstract
Zinc excess (Zn stress) could lead to deleterious effects in plants such as enhanced ROS production, inhibition of photosynthetic machinery, and impairment of nutrient uptake. Hence, we aimed to investigate the complexity of metabolic responses to Zn stress in Amaranthus caudatus young and mature leaves, as well as in roots by means of proteomics. Our previous metabolomics research has indicated potential involvement of gluconate and salicylate in Zn tolerance mechanisms. However, proteomics study of metabolic adjustments underlying Zn stress tolerance can give additional insight to the issue, as a lot of enzymes are known to be affected by the excess of transitional metals. The results obtained through bottom-up proteomics were complementary to our earlier metabolomics data and, furthermore, enlightened other important details in the metabolic response of A. caudatus plants to the applied Zn stress. In particular, the significant involvement of redox-related enzymes was shown, especially for the roots, and their possible interactions with salicylate and jasmonate signaling could be proposed. Furthermore, Zn2+-induced changes in roots and young leaves strongly affected sugar metabolism, enhanced protein quality control system, while mature leaves were characterized by remarkable decrease in subunits of photosynthetic electron transport complexes. Thus, this work emphasizes massive metabolic reprogramming aimed to reinforce root defense responses while supporting young leaves with sugar metabolites. Mass spectrometry proteomics data are available via ProteomeXchange with identifier PXD069557.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41225865
locator
sections[6] "2.4. Label-Free Quantification" paragraph 2
quote
At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41225865
locator
sections[26] "Data Availability Statement" paragraph 2
quote
The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The proteomic analysis identified 78 differentially expressed root proteins, 40 in young leaves, and 21 in mature leaves following Zn stress.
kind
qualitative
target
null
evidence array · 3 items
[0] object · 3 fields
asset
source:pmid:41225865
locator
sections[6] "2.4. Label-Free Quantification" paragraph 13
quote
In more detail, 78 root proteins appeared to be differentially expressed upon seven days of exposure to the Zn stress among 629 unambiguously annotated, with 34 and 44 of them up- and down-regulated in the Zn-exposed plants, respectively (t-test: p ≤ 0.05; FC ≥ 1.5, FDR correction at q ≤ 0.05; Tables S4-1 and S4-2).
[1] object · 3 fields
asset
source:pmid:41225865
locator
sections[6] "2.4. Label-Free Quantification" paragraph 16
quote
For the young leaves, 40 proteins occurred as differentially expressed among 574 totally annotated, with 17 proteins demonstrating increased abundance and 23 proteins with decreased abundance (t-test: p ≤ 0.05; FC ≥ 1.5, FDR correction at q ≤ 0.05; Tables S4-3 and S4-4).
[2] object · 3 fields
asset
source:pmid:41225865
locator
sections[6] "2.4. Label-Free Quantification" paragraph 19
quote
Mature leaf proteome accounted for 21 differentially accumulated accessions from the 483 annotated in total.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The proteomic analysis identified 78 differentially expressed root proteins, 40 in young leaves, and 21 in mature leaves following Zn stress.
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:41225865
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:PXD069557
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:PXD069557
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:41225865
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/plants14213315
sha256
sha256:fdf1437167652bd777b1264af9a61ecd142f5ecefbb37da5dbf965a2c5b75773
bytes
119720
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/plants14213315
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
PMC12609541
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD069557
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=PXD069557
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD069557
version
null
note
The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.
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
Metabolic responses to the zinc stress in the roots and leaves of Amaranthus caudatus: the proteomics view
resolution_checked_at
2026-11-01T20:16:18Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:PXD069557 not downloaded
[1]
asset:data:geo:PXD069557 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
At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control).
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 · 1 item
[0]
PXD069557
resolved_accessions array · 1 item
[0]
PXD069557
statements array · 1 item
[0]
The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.
basis
The paper names PXD069557 in PRIDE 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 · 2 items
[0]
source:pmid:41225865
[1]
data:geo:PXD069557
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:PXD069557
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
2026-11-01T20:05:31Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
31845
completion_tokens
1878
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:41225865
type
paper
label
pmid:41225865
[1] object · 3 fields
id
source:pmid:41225865
type
manuscript
label
PMID 41225865 full text
[2] object · 3 fields
id
data:geo:PXD069557
type
dataset
label
GEO PXD069557
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:41225865
type
paper
label
pmid:41225865
[1] object · 3 fields
id
source:pmid:41225865
type
manuscript
label
PMID 41225865 full text
[2] object · 3 fields
id
data:geo:PXD069557
type
dataset
label
GEO PXD069557
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-41225865
type
extraction
used array · 1 item
[0]
source:pmid:41225865
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD069557
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD069557
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:41225865
parent_hash
sha256:2a128a364d3c3ddc95034dd722dadce9f6a4db25f15775d8af46b53e36d4ebce
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:PXD069557 licence not read
[1]
asset:data:geo:PXD069557 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 1 item
[0] 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]
At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control).
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:41225865", "kind": "science-record", "revision": 4, "content_hash": "sha256:30a422f8bd78a866531b1b4158e3f93dbfd5044d3f6b92eff09829e195a121b1", "created_at": "2026-11-01T20:31:15Z", "updated_at": "2026-11-01T22:57:26Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Metabolic Responses to the Zinc Stress in the Roots and Leaves of Amaranthus caudatus: The Proteomics View.", "doi": "10.3390/plants14213315", "pmid": "41225865", "authors": ["Anastasia Gurina", "Tatiana Bilova", "Daria Gorbach", "Alena Soboleva", "Nataliia Stepanova", "Olga Babich", "Christian Ihling", "Anastasia Kamionskaya", "Natalia Osmolovskaya", "Andrej Frolov"], "journal": "Plants (Basel, Switzerland)", "year": 2025, "abstract": "Zinc excess (Zn stress) could lead to deleterious effects in plants such as enhanced ROS production, inhibition of photosynthetic machinery, and impairment of nutrient uptake. Hence, we aimed to investigate the complexity of metabolic responses to Zn stress in Amaranthus caudatus young and mature leaves, as well as in roots by means of proteomics. Our previous metabolomics research has indicated potential involvement of gluconate and salicylate in Zn tolerance mechanisms. However, proteomics study of metabolic adjustments underlying Zn stress tolerance can give additional insight to the issue, as a lot of enzymes are known to be affected by the excess of transitional metals. The results obtained through bottom-up proteomics were complementary to our earlier metabolomics data and, furthermore, enlightened other important details in the metabolic response of A. caudatus plants to the applied Zn stress. In particular, the significant involvement of redox-related enzymes was shown, especially for the roots, and their possible interactions with salicylate and jasmonate signaling could be proposed. Furthermore, Zn2+-induced changes in roots and young leaves strongly affected sugar metabolism, enhanced protein quality control system, while mature leaves were characterized by remarkable decrease in subunits of photosynthetic electron transport complexes. Thus, this work emphasizes massive metabolic reprogramming aimed to reinforce root defense responses while supporting young leaves with sugar metabolites. Mass spectrometry proteomics data are available via ProteomeXchange with identifier PXD069557.", "claims": [{"id": "claim-method", "statement": "At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41225865", "locator": "sections[6] \"2.4. Label-Free Quantification\" paragraph 2", "quote": "At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41225865", "locator": "sections[26] \"Data Availability Statement\" paragraph 2", "quote": "The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The proteomic analysis identified 78 differentially expressed root proteins, 40 in young leaves, and 21 in mature leaves following Zn stress.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:41225865", "locator": "sections[6] \"2.4. Label-Free Quantification\" paragraph 13", "quote": "In more detail, 78 root proteins appeared to be differentially expressed upon seven days of exposure to the Zn stress among 629 unambiguously annotated, with 34 and 44 of them up- and down-regulated in the Zn-exposed plants, respectively (t-test: p ≤ 0.05; FC ≥ 1.5, FDR correction at q ≤ 0.05; Tables S4-1 and S4-2)."}, {"asset": "source:pmid:41225865", "locator": "sections[6] \"2.4. Label-Free Quantification\" paragraph 16", "quote": "For the young leaves, 40 proteins occurred as differentially expressed among 574 totally annotated, with 17 proteins demonstrating increased abundance and 23 proteins with decreased abundance (t-test: p ≤ 0.05; FC ≥ 1.5, FDR correction at q ≤ 0.05; Tables S4-3 and S4-4)."}, {"asset": "source:pmid:41225865", "locator": "sections[6] \"2.4. Label-Free Quantification\" paragraph 19", "quote": "Mature leaf proteome accounted for 21 differentially accumulated accessions from the 483 annotated in total."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The proteomic analysis identified 78 differentially expressed root proteins, 40 in young leaves, and 21 in mature leaves following Zn stress.", "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:41225865"], "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:PXD069557"], "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:PXD069557"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41225865", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/plants14213315", "sha256": "sha256:fdf1437167652bd777b1264af9a61ecd142f5ecefbb37da5dbf965a2c5b75773", "bytes": 119720, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/plants14213315", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12609541", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD069557", "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=PXD069557", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD069557", "version": null, "note": "The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Metabolic responses to the zinc stress in the roots and leaves of Amaranthus caudatus: the proteomics view", "resolution_checked_at": "2026-11-01T20:16:18Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:PXD069557 not downloaded", "asset:data:geo:PXD069557 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": "At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control)."}}], "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": ["PXD069557"], "resolved_accessions": ["PXD069557"], "statements": ["The original data presented in the study are openly available via the ProteomeXchange Consortium in the PRIDE [137] database with a unique identifier PXD069557 and 10.6019/PXD069557."], "basis": "The paper names PXD069557 in PRIDE 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:41225865", "data:geo:PXD069557"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD069557"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:05:31Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 31845, "completion_tokens": 1878, "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:41225865", "type": "paper", "label": "pmid:41225865"}, {"id": "source:pmid:41225865", "type": "manuscript", "label": "PMID 41225865 full text"}, {"id": "data:geo:PXD069557", "type": "dataset", "label": "GEO PXD069557"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41225865", "type": "paper", "label": "pmid:41225865"}, {"id": "source:pmid:41225865", "type": "manuscript", "label": "PMID 41225865 full text"}, {"id": "data:geo:PXD069557", "type": "dataset", "label": "GEO PXD069557"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41225865", "type": "extraction", "used": ["source:pmid:41225865"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD069557", "type": "accession_resolution", "used": ["data:geo:PXD069557"], "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:41225865", "parent_hash": "sha256:2a128a364d3c3ddc95034dd722dadce9f6a4db25f15775d8af46b53e36d4ebce", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:PXD069557 licence not read", "asset:data:geo:PXD069557 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["At the first step, we addressed the quantitative differences within the whole dataset in glance. For this, one-way ANOVA was accomplished at the confidence level of p ≤ 0.05 and the fold change (FC) threshold of 1.5 (both for increase and decrease in abundance in comparison to control)."], "order_basis": "analysis_only", "id": "assay:1"}]}