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

pmid:41599168

Citicoline Triggers Proteome Remodeling and Proteostatic Adaptation: Evidence from Shotgun Proteomics.

Dario Cavaterra · Sara Giammaria · Irene Pandino · Gabriele Antonio Zingale · Valerio Delli Paoli · Rebecca Fiore · Manuele Michelessi · Gloria Roberti · Carmela Carnevale · Lucia Tanga · Daniela Cazzato · Elisa Peroni · Giuseppe Grasso · Gianluca Manni · Alessio Bocedi · Francesco Oddone · Massimiliano Coletta · Diego Sbardella · Grazia Raffaella Tundo

Pharmaceutics · 2026 doi:10.3390/pharmaceutics18010061

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:41599168
kind
science-record
content_hash
sha256:68b8e27c556f71c2499cee1a0d26d741fa325cc0c008a57fcb0e4698e53feef7
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:31:33Z
updated_at
2026-11-01T22:57:49Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Citicoline Triggers Proteome Remodeling and Proteostatic Adaptation: Evidence from Shotgun Proteomics.
doi
10.3390/pharmaceutics18010061
pmid
41599168
authors array · 19 items
[0]
Dario Cavaterra
[1]
Sara Giammaria
[2]
Irene Pandino
[3]
Gabriele Antonio Zingale
[4]
Valerio Delli Paoli
[5]
Rebecca Fiore
[6]
Manuele Michelessi
[7]
Gloria Roberti
[8]
Carmela Carnevale
[9]
Lucia Tanga
[10]
Daniela Cazzato
[11]
Elisa Peroni
[12]
Giuseppe Grasso
[13]
Gianluca Manni
[14]
Alessio Bocedi
[15]
Francesco Oddone
[16]
Massimiliano Coletta
[17]
Diego Sbardella
[18]
Grazia Raffaella Tundo
journal
Pharmaceutics
year
2026
abstract
Background/Objectives: Citicoline, also known as CDP-choline, is a nootropic agent currently used in the treatment of glaucoma and is undergoing evaluation as a first-line therapy in a multi-center, international, phase III, randomized clinical trial involving citicoline eyedrops (ClinicalTrials.gov ID: NCT05710198). Numerous clinical and preclinical studies have linked the neuroenhancement and neuroprotective effects of citicoline to its role as a metabolic precursor for structural and functional components of cell membranes (such as phosphatidylcholine and sphingomyelin) and for neurotransmitters (e.g., acetylcholine and dopamine). However, compelling evidence suggests that the molecular mechanisms underlying its cytoprotective activity involve additional as-yet uncharacterized pharmacological actions. Methods: To further elucidate its pharmacology, we investigated the effect of two cytoprotective doses of citicoline (0.1 mM and 1 mM) on the global proteome of neuroblastoma cells using an unbiased shotgun proteomics approach. Results: With over 4000 unique proteins identified and quantified per experimental condition, the proteomics analysis revealed that citicoline, after 6 h of stimulation, induces a profound and robust remodeling of the intracellular proteome compared to untreated cells. Importantly, this effect was observed to significantly diminish by 18 h of stimulation, highlighting its transient nature (data are available via ProteomeXchange with identifier PXD061053). The clustering and rationalization of proteins upregulated by citicoline treatment identified the enrichment of key pathways for mRNA splicing, protein translation, proteostasis balance through the ubiquitin proteasome system (UPS), and mitochondrial metabolism. Conclusions: These proteomics findings introduce previously uncharacterized biological effects of citicoline and foster the working hypothesis that this drug may exert its cytoprotective activity through molecular mechanisms linked to the hormesis principle. These data further support the rationale for its clinical application in neurodegenerative processes and human disorders characterized by proteotoxicity.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32].
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41599168
locator
sections[6] "2.4. Raw Data Processing and Statistical Analysis" paragraph 6
quote
To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32].
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 partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41599168
locator
sections[21] "notes" paragraph 1
quote
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Citicoline induced robust but transient remodeling of the neuroblastoma-cell proteome after 6 hours, with over 4000 unique proteins identified and quantified per experimental condition.
kind
qualitative
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:41599168
locator
sections[0] "Abstract" paragraph 1
quote
With over 4000 unique proteins identified and quantified per experimental condition, the proteomics analysis revealed that citicoline, after 6 h of stimulation, induces a profound and robust remodeling of the intracellular proteome compared to untreated cells.
[1] object · 3 fields
asset
source:pmid:41599168
locator
sections[0] "Abstract" paragraph 1
quote
Importantly, this effect was observed to significantly diminish by 18 h of stimulation, highlighting its transient nature (data are available via ProteomeXchange with identifier PXD061053).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Citicoline induced robust but transient remodeling of the neuroblastoma-cell proteome after 6 hours, with over 4000 unique proteins identified and quantified per experimental condition.
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:41599168
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:PXD061053
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:PXD061053
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:41599168
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/pharmaceutics18010061
sha256
sha256:19f399829b043646e83ece19321adcc3812b19d466aa69a35966cf46323af61c
bytes
58672
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/pharmaceutics18010061
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
PMC12845156
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD061053
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=PXD061053
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD061053
version
null
note
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.
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 partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.
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
Exploring proteome perturbations by citicoline treament
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:PXD061053 not downloaded
[1]
asset:data:geo:PXD061053 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32].
[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
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
PPI
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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]
PXD061053
resolved_accessions array · 1 item
[0]
PXD061053
statements array · 1 item
[0]
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.
basis
The paper names PXD061053 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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:41599168
[1]
data:geo:PXD061053
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:PXD061053
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
2026-11-01T20:11:09Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
14906
completion_tokens
1083
cached_tokens
128
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:41599168
type
paper
label
pmid:41599168
[1] object · 3 fields
id
source:pmid:41599168
type
manuscript
label
PMID 41599168 full text
[2] object · 3 fields
id
data:geo:PXD061053
type
dataset
label
GEO PXD061053
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:41599168
type
paper
label
pmid:41599168
[1] object · 3 fields
id
source:pmid:41599168
type
manuscript
label
PMID 41599168 full text
[2] object · 3 fields
id
data:geo:PXD061053
type
dataset
label
GEO PXD061053
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-41599168
type
extraction
used array · 1 item
[0]
source:pmid:41599168
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD061053
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD061053
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:41599168
parent_hash
sha256:102efad28b71eb2b8512ba5954d7acae6fce79a1395afc89fdf8e6e35241d399
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:PXD061053 licence not read
[1]
asset:data:geo:PXD061053 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 4 items
[0] object · 11 fields
role
data_generation
definition_id
clinical_trial
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
in a multi-center, international, phase III, randomized clinical trial involving citicoline eyedrops (ClinicalTrial
[1]
ne therapy in a multi-center, international, phase III, randomized clinical trial involving citicoline eyedrops (ClinicalTrial
order_basis
paper_text_order:272
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was empl
order_basis
paper_text_order:5121
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
western_blot
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
mulus. 3.5. Validation of Proteomics Data by Western Blotting Analysis of a Selection of Proteins Stimulat
[1]
oline treatment, we conducted a confirmatory Western blotting study (Figure 8). We utilized the same cell
[2]
olism that were grouped in Clusters 1 and 2. Immunoblotting revealed a significant upregulation of the β
order_basis
paper_text_order:8703
id
assay:3
[3] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32].
order_basis
consumes_earlier_output
id
assay:4
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:41599168", "kind": "science-record", "revision": 4, "content_hash": "sha256:68b8e27c556f71c2499cee1a0d26d741fa325cc0c008a57fcb0e4698e53feef7", "created_at": "2026-11-01T20:31:33Z", "updated_at": "2026-11-01T22:57:49Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Citicoline Triggers Proteome Remodeling and Proteostatic Adaptation: Evidence from Shotgun Proteomics.", "doi": "10.3390/pharmaceutics18010061", "pmid": "41599168", "authors": ["Dario Cavaterra", "Sara Giammaria", "Irene Pandino", "Gabriele Antonio Zingale", "Valerio Delli Paoli", "Rebecca Fiore", "Manuele Michelessi", "Gloria Roberti", "Carmela Carnevale", "Lucia Tanga", "Daniela Cazzato", "Elisa Peroni", "Giuseppe Grasso", "Gianluca Manni", "Alessio Bocedi", "Francesco Oddone", "Massimiliano Coletta", "Diego Sbardella", "Grazia Raffaella Tundo"], "journal": "Pharmaceutics", "year": 2026, "abstract": "Background/Objectives: Citicoline, also known as CDP-choline, is a nootropic agent currently used in the treatment of glaucoma and is undergoing evaluation as a first-line therapy in a multi-center, international, phase III, randomized clinical trial involving citicoline eyedrops (ClinicalTrials.gov ID: NCT05710198). Numerous clinical and preclinical studies have linked the neuroenhancement and neuroprotective effects of citicoline to its role as a metabolic precursor for structural and functional components of cell membranes (such as phosphatidylcholine and sphingomyelin) and for neurotransmitters (e.g., acetylcholine and dopamine). However, compelling evidence suggests that the molecular mechanisms underlying its cytoprotective activity involve additional as-yet uncharacterized pharmacological actions. Methods: To further elucidate its pharmacology, we investigated the effect of two cytoprotective doses of citicoline (0.1 mM and 1 mM) on the global proteome of neuroblastoma cells using an unbiased shotgun proteomics approach. Results: With over 4000 unique proteins identified and quantified per experimental condition, the proteomics analysis revealed that citicoline, after 6 h of stimulation, induces a profound and robust remodeling of the intracellular proteome compared to untreated cells. Importantly, this effect was observed to significantly diminish by 18 h of stimulation, highlighting its transient nature (data are available via ProteomeXchange with identifier PXD061053). The clustering and rationalization of proteins upregulated by citicoline treatment identified the enrichment of key pathways for mRNA splicing, protein translation, proteostasis balance through the ubiquitin proteasome system (UPS), and mitochondrial metabolism. Conclusions: These proteomics findings introduce previously uncharacterized biological effects of citicoline and foster the working hypothesis that this drug may exert its cytoprotective activity through molecular mechanisms linked to the hormesis principle. These data further support the rationale for its clinical application in neurodegenerative processes and human disorders characterized by proteotoxicity.", "claims": [{"id": "claim-method", "statement": "To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41599168", "locator": "sections[6] \"2.4. Raw Data Processing and Statistical Analysis\" paragraph 6", "quote": "To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41599168", "locator": "sections[21] \"notes\" paragraph 1", "quote": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Citicoline induced robust but transient remodeling of the neuroblastoma-cell proteome after 6 hours, with over 4000 unique proteins identified and quantified per experimental condition.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:41599168", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "With over 4000 unique proteins identified and quantified per experimental condition, the proteomics analysis revealed that citicoline, after 6 h of stimulation, induces a profound and robust remodeling of the intracellular proteome compared to untreated cells."}, {"asset": "source:pmid:41599168", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Importantly, this effect was observed to significantly diminish by 18 h of stimulation, highlighting its transient nature (data are available via ProteomeXchange with identifier PXD061053)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Citicoline induced robust but transient remodeling of the neuroblastoma-cell proteome after 6 hours, with over 4000 unique proteins identified and quantified per experimental condition.", "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:41599168"], "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:PXD061053"], "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:PXD061053"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41599168", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/pharmaceutics18010061", "sha256": "sha256:19f399829b043646e83ece19321adcc3812b19d466aa69a35966cf46323af61c", "bytes": 58672, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/pharmaceutics18010061", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12845156", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD061053", "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=PXD061053", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD061053", "version": null, "note": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.", "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 partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Exploring proteome perturbations by citicoline treament", "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:PXD061053 not downloaded", "asset:data:geo:PXD061053 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32]."}}, {"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": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "PPI"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["PXD061053"], "resolved_accessions": ["PXD061053"], "statements": ["The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository [31,54]. Project accession: PXD061053; Token: ffp7JqH77Kog."], "basis": "The paper names PXD061053 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:41599168", "data:geo:PXD061053"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD061053"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:11:09Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 14906, "completion_tokens": 1083, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:41599168", "type": "paper", "label": "pmid:41599168"}, {"id": "source:pmid:41599168", "type": "manuscript", "label": "PMID 41599168 full text"}, {"id": "data:geo:PXD061053", "type": "dataset", "label": "GEO PXD061053"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41599168", "type": "paper", "label": "pmid:41599168"}, {"id": "source:pmid:41599168", "type": "manuscript", "label": "PMID 41599168 full text"}, {"id": "data:geo:PXD061053", "type": "dataset", "label": "GEO PXD061053"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41599168", "type": "extraction", "used": ["source:pmid:41599168"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD061053", "type": "accession_resolution", "used": ["data:geo:PXD061053"], "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:41599168", "parent_hash": "sha256:102efad28b71eb2b8512ba5954d7acae6fce79a1395afc89fdf8e6e35241d399", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:PXD061053 licence not read", "asset:data:geo:PXD061053 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "clinical_trial", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["in a multi-center, international, phase III, randomized clinical trial involving citicoline eyedrops (ClinicalTrial", "ne therapy in a multi-center, international, phase III, randomized clinical trial involving citicoline eyedrops (ClinicalTrial"], "order_basis": "paper_text_order:272", "id": "assay:1"}, {"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was empl"], "order_basis": "paper_text_order:5121", "id": "assay:2"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["mulus. 3.5. Validation of Proteomics Data by Western Blotting Analysis of a Selection of Proteins Stimulat", "oline treatment, we conducted a confirmatory Western blotting study (Figure 8). We utilized the same cell", "olism that were grouped in Clusters 1 and 2. Immunoblotting revealed a significant upregulation of the β"], "order_basis": "paper_text_order:8703", "id": "assay:3"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["To identify differentially expressed proteins (DEPs) between the tested comparisons, an empirical Bayes moderated τ test, commonly known as Linear Models for Microarray Data (Limma), using limma R package was employed [31,32]."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}