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

pmid:32824511

Affinity Capture Enrichment versus Affinity Depletion: A Comparison of Strategies for Increasing Coverage of Low-Abundant Human Plasma Proteins.

Nicolai Bjødstrup Palstrøm · Lars Melholt Rasmussen · Hans Christian Beck

International journal of molecular sciences · 2020 doi:10.3390/ijms21165903

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:32824511
kind
science-record
content_hash
sha256:aeb77d35e28aaddd4c56035494dba779bf53e16d0fe4b8bbcaf28cb496eb0849
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:08Z
updated_at
2026-11-01T21:23:40Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Affinity Capture Enrichment versus Affinity Depletion: A Comparison of Strategies for Increasing Coverage of Low-Abundant Human Plasma Proteins.
doi
10.3390/ijms21165903
pmid
32824511
authors array · 3 items
[0]
Nicolai Bjødstrup Palstrøm
[1]
Lars Melholt Rasmussen
[2]
Hans Christian Beck
journal
International journal of molecular sciences
year
2020
abstract
In the present study, we evaluated four small molecule affinity-based probes based on agarose-immobilized benzamidine (ABA), O-Phospho-L-Tyrosine (pTYR), 8-Amino-hexyl-cAMP (cAMP), or 8-Amino-hexyl-ATP (ATP) for their ability to remove high-abundant proteins such as serum albumin from plasma samples thereby enabling the detection of medium-to-low abundant proteins in plasma samples by mass spectrometry-based proteomics. We compared their performance with the most commonly used immunodepletion method, the Multi Affinity Removal System Human 14 (MARS14) targeting the top 14 most abundant plasma proteins and also the ProteoMiner protein equalization method by label-free quantitative liquid chromatography tandem mass spectrometry (LC-MSMS) analysis. The affinity-based probes demonstrated a high reproducibility for low-abundant plasma proteins, down to picomol per mL levels, compared to the Multi Affinity Removal System (MARS) 14 and the Proteominer methods, and also demonstrated superior removal of the majority of the high-abundant plasma proteins. The ABA-based affinity probe and the Proteominer protein equalization method performed better compared to all other methods in terms of the number of analyzed proteins. All the tested methods were highly reproducible for both high-abundant plasma proteins and low-abundant proteins as measured by correlation analyses of six replicate experiments. In conclusion, our results demonstrated that small-molecule based affinity-based probes are excellent alternatives to the commonly used immune-depletion methods for proteomic biomarker discovery studies in plasma. Data are available via ProteomeXchange with identifier PXD020727.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
We then evaluated the reproducibility of the tested methods by performing linear correlation analyses of pairs of all combinations of the six replicate experiments yielding a total of 15 correlations for each of the tested methods (Figure 2 and Table 2). Label-free quantification was calculated by the Minora feature detector with default settings. Only unique peptides were used for quantification. Correlation plots were created using RStudio (1.2.5001) and R (v.4.0.0) with the pairs.panels() function included in the ‘psych’ package, available through the comprehensive R archive network (CRAN), and correlation coefficients were calculated using the cor() function included in the “stats” package.
kind
methodological
target
null
evidence array · 4 items
[0] object · 3 fields
asset
source:pmid:32824511
locator
sections[5] "2.3. Comparison of the Reproducibility of Affinity-Based Proteomic Enrichment" paragraph 2
quote
We then evaluated the reproducibility of the tested methods by performing linear correlation analyses of pairs of all combinations of the six replicate experiments yielding a total of 15 correlations for each of the tested methods (Figure 2 and Table 2).
[1] object · 3 fields
asset
source:pmid:32824511
locator
sections[13] "4.5. Data Processing" paragraph 2
quote
Label-free quantification was calculated by the Minora feature detector with default settings.
[2] object · 3 fields
asset
source:pmid:32824511
locator
sections[13] "4.5. Data Processing" paragraph 2
quote
Only unique peptides were used for quantification.
[3] object · 3 fields
asset
source:pmid:32824511
locator
sections[13] "4.5. Data Processing" paragraph 2
quote
Correlation plots were created using RStudio (1.2.5001) and R (v.4.0.0) with the pairs.panels() function included in the ‘psych’ package, available through the comprehensive R archive network (CRAN), and correlation coefficients were calculated using the cor() function included in the “stats” package.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data are available via ProteomeXchange with identifier PXD020727.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32824511
locator
sections[0] "Abstract" paragraph 1
quote
Data are available via ProteomeXchange with identifier PXD020727.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:32824511
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:PXD020727
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:PXD020727
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:32824511
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/ijms21165903
sha256
sha256:825582c0ad7d73943761d77724ce133bcc8335940e6d5836a52c52e66f84a1ac
bytes
25378
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/ijms21165903
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
PMC7460666
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD020727
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=PXD020727
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD020727
version
null
note
Data are available via ProteomeXchange with identifier PXD020727.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data are available via ProteomeXchange with identifier PXD020727.
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
Affinity capture enrichment versus Affinity depletion: A comparison of strategies for increasing coverage of low abundant human plasma proteins
resolution_checked_at
2026-10-31T18:35:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:PXD020727 not downloaded
[1]
asset:data:geo:PXD020727 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
linear correlation analyses
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
reordered
quote
We then evaluated the reproducibility of the tested methods by performing linear correlation analyses of pairs of all combinations of the six replicate experiments yielding a total of 15 correlations for each of the tested methods (Figure 2 and Table 2). Label-free quantification was calculated by the Minora feature detector with default settings. Only unique peptides were used for quantification. Correlation plots were created using RStudio (1.2.5001) and R (v.4.0.0) with the pairs.panels() function included in the ‘psych’ package, available through the comprehensive R archive network (CRAN), and correlation coefficients were calculated using the cor() function included in the “stats” package.
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
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (linear correlation analyses), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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]
PXD020727
resolved_accessions array · 1 item
[0]
PXD020727
statements array · 1 item
[0]
Data are available via ProteomeXchange with identifier PXD020727.
basis
The paper names PXD020727 in ProteomeXchange and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:32824511
[1]
data:geo:PXD020727
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:PXD020727
gaps array · 1 item
[0]
method:not_determinable
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:21:56Z
independence
single_reader
evidence_check object · 2 fields
method
reordered
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
18979
completion_tokens
929
cached_tokens
784
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:32824511
type
paper
label
pmid:32824511
[1] object · 3 fields
id
source:pmid:32824511
type
manuscript
label
PMID 32824511 full text
[2] object · 3 fields
id
data:geo:PXD020727
type
dataset
label
GEO PXD020727
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:32824511
type
paper
label
pmid:32824511
[1] object · 3 fields
id
source:pmid:32824511
type
manuscript
label
PMID 32824511 full text
[2] object · 3 fields
id
data:geo:PXD020727
type
dataset
label
GEO PXD020727
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32824511
type
extraction
used array · 1 item
[0]
source:pmid:32824511
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD020727
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD020727
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:32824511
parent_hash
sha256:a199c525c9bdcf6395adf55affa510d1d8653f31f89917d7dfd9e2d88ec6b118
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:PXD020727 licence not read
[1]
asset:data:geo:PXD020727 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 · 1 item
[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]
o-low abundant proteins in plasma samples by mass spectrometry-based proteomics. We compared their performa
[1]
ee quantitative liquid chromatography tandem mass spectrometry (LC-MSMS) analysis. The affinity-based probe
[2]
in plasma samples by mass spectrometry-based proteomics. We compared their performance with the most
[3]
e commonly used immune-depletion methods for proteomic biomarker discovery studies in plasma. Data
order_basis
paper_text_order:488
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32824511", "kind": "science-record", "revision": 3, "content_hash": "sha256:aeb77d35e28aaddd4c56035494dba779bf53e16d0fe4b8bbcaf28cb496eb0849", "created_at": "2026-11-01T15:41:08Z", "updated_at": "2026-11-01T21:23:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Affinity Capture Enrichment versus Affinity Depletion: A Comparison of Strategies for Increasing Coverage of Low-Abundant Human Plasma Proteins.", "doi": "10.3390/ijms21165903", "pmid": "32824511", "authors": ["Nicolai Bjødstrup Palstrøm", "Lars Melholt Rasmussen", "Hans Christian Beck"], "journal": "International journal of molecular sciences", "year": 2020, "abstract": "In the present study, we evaluated four small molecule affinity-based probes based on agarose-immobilized benzamidine (ABA), O-Phospho-L-Tyrosine (pTYR), 8-Amino-hexyl-cAMP (cAMP), or 8-Amino-hexyl-ATP (ATP) for their ability to remove high-abundant proteins such as serum albumin from plasma samples thereby enabling the detection of medium-to-low abundant proteins in plasma samples by mass spectrometry-based proteomics. We compared their performance with the most commonly used immunodepletion method, the Multi Affinity Removal System Human 14 (MARS14) targeting the top 14 most abundant plasma proteins and also the ProteoMiner protein equalization method by label-free quantitative liquid chromatography tandem mass spectrometry (LC-MSMS) analysis. The affinity-based probes demonstrated a high reproducibility for low-abundant plasma proteins, down to picomol per mL levels, compared to the Multi Affinity Removal System (MARS) 14 and the Proteominer methods, and also demonstrated superior removal of the majority of the high-abundant plasma proteins. The ABA-based affinity probe and the Proteominer protein equalization method performed better compared to all other methods in terms of the number of analyzed proteins. All the tested methods were highly reproducible for both high-abundant plasma proteins and low-abundant proteins as measured by correlation analyses of six replicate experiments. In conclusion, our results demonstrated that small-molecule based affinity-based probes are excellent alternatives to the commonly used immune-depletion methods for proteomic biomarker discovery studies in plasma. Data are available via ProteomeXchange with identifier PXD020727.", "claims": [{"id": "claim-method", "statement": "We then evaluated the reproducibility of the tested methods by performing linear correlation analyses of pairs of all combinations of the six replicate experiments yielding a total of 15 correlations for each of the tested methods (Figure 2 and Table 2). Label-free quantification was calculated by the Minora feature detector with default settings. Only unique peptides were used for quantification. Correlation plots were created using RStudio (1.2.5001) and R (v.4.0.0) with the pairs.panels() function included in the ‘psych’ package, available through the comprehensive R archive network (CRAN), and correlation coefficients were calculated using the cor() function included in the “stats” package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32824511", "locator": "sections[5] \"2.3. Comparison of the Reproducibility of Affinity-Based Proteomic Enrichment\" paragraph 2", "quote": "We then evaluated the reproducibility of the tested methods by performing linear correlation analyses of pairs of all combinations of the six replicate experiments yielding a total of 15 correlations for each of the tested methods (Figure 2 and Table 2)."}, {"asset": "source:pmid:32824511", "locator": "sections[13] \"4.5. Data Processing\" paragraph 2", "quote": "Label-free quantification was calculated by the Minora feature detector with default settings."}, {"asset": "source:pmid:32824511", "locator": "sections[13] \"4.5. Data Processing\" paragraph 2", "quote": "Only unique peptides were used for quantification."}, {"asset": "source:pmid:32824511", "locator": "sections[13] \"4.5. Data Processing\" paragraph 2", "quote": "Correlation plots were created using RStudio (1.2.5001) and R (v.4.0.0) with the pairs.panels() function included in the ‘psych’ package, available through the comprehensive R archive network (CRAN), and correlation coefficients were calculated using the cor() function included in the “stats” package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data are available via ProteomeXchange with identifier PXD020727.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32824511", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Data are available via ProteomeXchange with identifier PXD020727."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32824511"], "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:PXD020727"], "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:PXD020727"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32824511", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ijms21165903", "sha256": "sha256:825582c0ad7d73943761d77724ce133bcc8335940e6d5836a52c52e66f84a1ac", "bytes": 25378, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ijms21165903", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7460666", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD020727", "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=PXD020727", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD020727", "version": null, "note": "Data are available via ProteomeXchange with identifier PXD020727.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data are available via ProteomeXchange with identifier PXD020727.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Affinity capture enrichment versus Affinity depletion: A comparison of strategies for increasing coverage of low abundant human plasma proteins", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:PXD020727 not downloaded", "asset:data:geo:PXD020727 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "linear correlation analyses", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "reordered", "quote": "We then evaluated the reproducibility of the tested methods by performing linear correlation analyses of pairs of all combinations of the six replicate experiments yielding a total of 15 correlations for each of the tested methods (Figure 2 and Table 2). Label-free quantification was calculated by the Minora feature detector with default settings. Only unique peptides were used for quantification. Correlation plots were created using RStudio (1.2.5001) and R (v.4.0.0) with the pairs.panels() function included in the ‘psych’ package, available through the comprehensive R archive network (CRAN), and correlation coefficients were calculated using the cor() function included in the “stats” package."}}], "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (linear correlation analyses), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["PXD020727"], "resolved_accessions": ["PXD020727"], "statements": ["Data are available via ProteomeXchange with identifier PXD020727."], "basis": "The paper names PXD020727 in ProteomeXchange and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:32824511", "data:geo:PXD020727"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD020727"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:21:56Z", "independence": "single_reader"}, "evidence_check": {"method": "reordered", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 18979, "completion_tokens": 929, "cached_tokens": 784}}, "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:32824511", "type": "paper", "label": "pmid:32824511"}, {"id": "source:pmid:32824511", "type": "manuscript", "label": "PMID 32824511 full text"}, {"id": "data:geo:PXD020727", "type": "dataset", "label": "GEO PXD020727"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32824511", "type": "paper", "label": "pmid:32824511"}, {"id": "source:pmid:32824511", "type": "manuscript", "label": "PMID 32824511 full text"}, {"id": "data:geo:PXD020727", "type": "dataset", "label": "GEO PXD020727"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32824511", "type": "extraction", "used": ["source:pmid:32824511"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD020727", "type": "accession_resolution", "used": ["data:geo:PXD020727"], "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:32824511", "parent_hash": "sha256:a199c525c9bdcf6395adf55affa510d1d8653f31f89917d7dfd9e2d88ec6b118", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:PXD020727 licence not read", "asset:data:geo:PXD020727 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": ["o-low abundant proteins in plasma samples by mass spectrometry-based proteomics. We compared their performa", "ee quantitative liquid chromatography tandem mass spectrometry (LC-MSMS) analysis. The affinity-based probe", "in plasma samples by mass spectrometry-based proteomics. We compared their performance with the most", "e commonly used immune-depletion methods for proteomic biomarker discovery studies in plasma. Data"], "order_basis": "paper_text_order:488", "id": "assay:1"}]}