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

pmid:29565292

Association of Proteomics Changes with Al-Sensitive Root Zones in Switchgrass.

Mahesh Rangu · Zhujia Ye · Sarabjit Bhatti · Suping Zhou · Yong Yang · Tara Fish · Theodore W Thannhauser

Proteomes · 2018 doi:10.3390/proteomes6020015

Paper

complete

Experiment

partial

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:29565292
kind
science-record
content_hash
sha256:cd3ce04fbec440d4ff897a7f4ec9f9917c33c31c64bf13d7e8c33c9011137bb9
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:32Z
updated_at
2026-11-01T21:59:46Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Association of Proteomics Changes with Al-Sensitive Root Zones in Switchgrass.
doi
10.3390/proteomes6020015
pmid
29565292
authors array · 7 items
[0]
Mahesh Rangu
[1]
Zhujia Ye
[2]
Sarabjit Bhatti
[3]
Suping Zhou
[4]
Yong Yang
[5]
Tara Fish
[6]
Theodore W Thannhauser
journal
Proteomes
year
2018
abstract
In this paper, we report on aluminum (Al)-induced root proteomic changes in switchgrass. After growth in a hydroponic culture system supplemented with 400 μM of Al, plants began to show signs of physiological stress such as a reduction in photosynthetic rate. At this time, the basal 2-cm long root tips were harvested and divided into two segments, each of 1-cm in length, for protein extraction. Al-induced changes in proteomes were identified using tandem mass tags mass spectrometry (TMT-MS)-based quantitative proteomics analysis. A total of 216 proteins (approximately 3.6% of total proteins) showed significant differences between non-Al treated control and treated groups with significant fold change (twice the standard deviation; FDR adjusted p-value < 0.05). The apical root tip tissues expressed more dramatic proteome changes (164 significantly changed proteins; 3.9% of total proteins quantified) compared to the elongation/maturation zones (52 significantly changed proteins, 1.1% of total proteins quantified). Significantly changed proteins from the apical 1-cm root apex tissues were clustered into 25 biological pathways; proteins involved in the cell cycle (rotamase FKBP 1 isoforms, and CDC48 protein) were all at a reduced abundance level compared to the non-treated control group. In the root elongation/maturation zone tissues, the identified proteins were placed into 18 pathways, among which proteins involved in secondary metabolism (lignin biosynthesis) were identified. Several STRING protein interaction networks were developed for these Al-induced significantly changed proteins. This study has identified a large number of Al-responsive proteins, including transcription factors, which will be used for exploring new Al tolerance genes and mechanisms. Data are available via ProteomeXchange with identifiers PXD008882 and PXD009125.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Then, a t-test (general linear model procedure) of all constituent peptides was performed to obtain a raw p value, and the p values of all proteins were subjected to false discovery rate (FDR) corrections. These two tests give the statistical significance of every protein between the Al-treated and control samples.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:29565292
locator
sections[7] "2.5. Protein Identification and Quantification, and Statistical Analysis" paragraph 2
quote
Then, a t-test (general linear model procedure) of all constituent peptides was performed to obtain a raw p value, and the p values of all proteins were subjected to false discovery rate (FDR) corrections. These two tests give the statistical significance of every protein between the Al-treated and control samples.
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 with the dataset identifiers PXD009125 and PXD008882 under project title “Association of proteomics changes with Al-sensitive root zones in switchgrass” (http://www.ebi.ac.uk/pride).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:29565292
locator
sections[6] "2.4. Tandem Mass Tags (TMT) Labeling and Mass Spectrometry Analysis" paragraph 6
quote
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifiers PXD009125 and PXD008882 under project title “Association of proteomics changes with Al-sensitive root zones in switchgrass” (http://www.ebi.ac.uk/pride).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The paper used TMT-MS-based quantitative proteomics and defined significant protein changes as fold changes exceeding two standard deviations with FDR-adjusted p-values < 0.05; the source data are available through ProteomeXchange under identifiers PXD008882 and PXD009125.
kind
quantitative
target object · 4 fields
value
3.6
unit
per cent
tolerance
null
source
A total of 216 proteins (approximately 3.6% of total proteins) showed significant differences between non-Al treated control and treated groups with significant fold change (twice the standard deviation; FDR adjusted p-value < 0.05).
evidence array · 3 items
[0] object · 3 fields
asset
source:pmid:29565292
locator
sections[0] "Abstract" paragraph 1
quote
A total of 216 proteins (approximately 3.6% of total proteins) showed significant differences between non-Al treated control and treated groups with significant fold change (twice the standard deviation; FDR adjusted p-value < 0.05).
[1] object · 3 fields
asset
source:pmid:29565292
locator
sections[0] "Abstract" paragraph 1
quote
Al-induced changes in proteomes were identified using tandem mass tags mass spectrometry (TMT-MS)-based quantitative proteomics analysis.
[2] object · 3 fields
asset
source:pmid:29565292
locator
sections[0] "Abstract" paragraph 1
quote
Data are available via ProteomeXchange with identifiers PXD008882 and PXD009125.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
The paper used TMT-MS-based quantitative proteomics and defined significant protein changes as fold changes exceeding two standard deviations with FDR-adjusted p-values < 0.05; the source data are available through ProteomeXchange under identifiers PXD008882 and PXD009125.
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:29565292
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
blocked
blocked_on
data:accession_absent
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 · 0 items
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 · 0 items
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 · 1 item
[0]
step:obtain_source_data blocked on data:accession_absent
data object · 3 fields
state
partial
assets array · 5 items
[0] object · 15 fields
id
source:pmid:29565292
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/proteomes6020015
sha256
sha256:f4385b233f8d740b3a3c755d7354d22c6184119a94e0bfbca88025215e2f83f0
bytes
55428
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/proteomes6020015
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
PMC6027131
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 16 fields
id
asset:table:pmid:29565292:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:44d6569b0a6bc3a0370b48b69ccdfd1cc436827868b2f84c3ef4e2282d8c1b08
bytes
651
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[6]/table-wrap[1]#proteomes-06-00015-t001
version
null
note
The tandem mass tags (TMT) labeling information of switchgrass protein samples.
structure object · 5 fields
pmcid
PMC6027131
section_index
6
section_title
2.4. Tandem Mass Tags (TMT) Labeling and Mass Spectrometry Analysis
row_count
8
column_count
5
table object · 8 fields
label
Table 1
caption
The tandem mass tags (TMT) labeling information of switchgrass protein samples.
rows array · 8 items
[0] array · 3 items
[0]
Treatment
[1]
Segment 1 (Apical Root Tissues)
[2]
Segment 2 (Elongation/Maturation Zone)
[1] array · 4 items
[0]
Replicate
[1]
Labelling Tag
[2]
Replicate
[3]
Labelling Tag
[2] array · 5 items
[0]
Control
[1]
Control-1
[2]
129N
[3]
Control-1
[4]
128N
[3] array · 4 items
[0]
Control-2
[1]
129C
[2]
Control-2
[3]
126
[4] array · 4 items
[0]
Control-3
[1]
128N
[2]
Control-3
[3]
129N
[5] array · 5 items
[0]
400 µM
[1]
400 µM-1
[2]
126
[3]
400 µM-1
[4]
129C
[6] array · 4 items
[0]
400 µM-2
[1]
127C
[2]
400 µM-2
[3]
127N
[7] array · 4 items
[0]
400 µM-3
[1]
131
[2]
400 µM-3
[3]
128C
locator
section[6]/table-wrap[1]#proteomes-06-00015-t001
[2] object · 16 fields
id
asset:table:pmid:29565292:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:5b53e83e345a52830d185188fc5704200686fec2d16d73042b5d5125449cb0b2
bytes
589
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#proteomes-06-00015-t002
version
null
note
Physiological characteristics of switchgrass plants upon Al treatments.
structure object · 5 fields
pmcid
PMC6027131
section_index
10
section_title
3.1. Physiological Changes of Switchgrass Plants under Al Treatments
row_count
5
column_count
3
table object · 8 fields
label
Table 2
caption
Physiological characteristics of switchgrass plants upon Al treatments.
rows array · 5 items
[0] array · 3 items
[0]
Physiological Measurements
[1]
Control
[2]
Al-treated
[1] array · 3 items
[0]
Photosynthetic rate (μmol CO2/m2/s)
[1]
23.43 ± 0.20A
[2]
18.07 ± 2.76B
[2] array · 3 items
[0]
Conductance (mol H2O/m2/s)
[1]
0.20 ± 0.01A
[2]
0.18 ± 0.04A
[3] array · 3 items
[0]
Transpiration rate (mmol H2O/m−2/s)
[1]
5.47 ± 0.77A
[2]
3.79 ± 0.90B
[4] array · 3 items
[0]
Water use efficiency (WUE) (μmol CO2/mmol H2O)
[1]
4.41 ± 0.23A
[2]
5.97 ± 2.66A
locator
section[10]/table-wrap[1]#proteomes-06-00015-t002
[3] object · 16 fields
id
asset:table:pmid:29565292:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:e6f4d7090aa79e6555ca59aca685a9386d2a87ae10e654a5c8cb23278f3f16a2
bytes
598
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#proteomes-06-00015-t003
version
null
note
Proteins identified using MS analysis from proteomes of Al-treated root tips.
structure object · 5 fields
pmcid
PMC6027131
section_index
12
section_title
3.2.1. Total Root Proteome Changes Induced by Al Treatment
row_count
4
column_count
3
table object · 8 fields
label
Table 3
caption
Proteins identified using MS analysis from proteomes of Al-treated root tips.
rows array · 4 items
[0] array · 3 items
[0]
Types of Protein Data
[1]
Segment 1 (Apical 1-cm Root-Tip)
[2]
Segment 2 (Elongation/Maturation Zone)
[1] array · 3 items
[0]
Number of identified proteins
[1]
6309
[2]
7288
[2] array · 3 items
[0]
Number of proteins identified with 2 or more peptides and quantified
[1]
4130
[2]
4636
[3] array · 3 items
[0]
Number of significantly changed proteins
[1]
164 (3.9% of quantified proteins)
[2]
52 (1.1% of quantified proteins)
locator
section[12]/table-wrap[1]#proteomes-06-00015-t003
[4] object · 16 fields
id
asset:table:pmid:29565292:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:34ef78eb5b922a97c4ed39427649de378063b2a0d35ee651372deeca7b3b3feb
bytes
1462
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[13]/table-wrap[1]#proteomes-06-00015-t004
version
null
note
Distribution Al-induced proteins in the significantly enriched functional pathways.
structure object · 5 fields
pmcid
PMC6027131
section_index
13
section_title
3.2.2. Functional Pathways of Al-induced Significantly Changed Proteins
row_count
29
column_count
5
table object · 8 fields
label
Table 4
caption
Distribution Al-induced proteins in the significantly enriched functional pathways.
rows array · 29 items
[0] array · 3 items
[0]
Functional Pathway
[1]
Segment 1 (Apical-1 cm Root-Tip)
[2]
Segment 2 (Elongation/Maturation Zone)
[1] array · 5 items
[0]
[1]
Higher abundance
[2]
Lower abundance
[3]
Higher abundance
[4]
Lower abundance
[2] array · 5 items
[0]
Amino acid metabolism
[1]
1
[2]
[3]
1
[4]
[3] array · 5 items
[0]
Cell cycle
[1]
[2]
3
[3]
[4]
[4] array · 5 items
[0]
Cell organization
[1]
5
[2]
[3]
4
[4]
[5] array · 5 items
[0]
Cell vesicle transport
[1]
2
[2]
[3]
[4]
[6] array · 5 items
[0]
Cell wall synthesis and modification proteins
[1]
3
[2]
[3]
1
[4]
1
[7] array · 5 items
[0]
Development
[1]
1
[2]
1
[3]
[4]
1
[8] array · 5 items
[0]
DNA metabolism
[1]
2
[2]
[3]
1
[4]
1
[9] array · 5 items
[0]
Enzyme families
[1]
2
[2]
1
[3]
[4]
5
[10] array · 5 items
[0]
Lipid metabolism
[1]
2
[2]
[3]
[4]
1
[11] array · 5 items
[0]
Major CHO metabolism
[1]
2
[2]
[3]
[4]
1
[12] array · 5 items
[0]
Mitochondrial electron transport
[1]
5
[2]
[3]
2
[4]
[13] array · 5 items
[0]
N-metabolism
[1]
[2]
1
[3]
[4]
[14] array · 5 items
[0]
Energy metabolism
[1]
[2]
[3]
[4]
5
[15] array · 5 items
[0]
Nucleotide metabolism
[1]
1
[2]
[3]
[4]
[16] array · 5 items
[0]
Phyto hormone metabolism
[1]
2
[2]
1
[3]
[4]
[17] array · 5 items
[0]
Protein degradation
[1]
5
[2]
3
[3]
[4]
[18] array · 5 items
[0]
Protein synthesis
[1]
23
[2]
1
[3]
2
[4]
4
[19] array · 5 items
[0]
Protein targeting
[1]
4
[2]
1
[3]
[4]
[20] array · 5 items
[0]
Protein post translational modification
[1]
5
[2]
[3]
[4]
[21] array · 5 items
[0]
Redox
[1]
3
[2]
[3]
1
[4]
[22] array · 5 items
[0]
RNA metabolism
[1]
14
[2]
[3]
[4]
1
[23] array · 5 items
[0]
Secondary metabolism
[1]
3
[2]
[3]
[4]
1
[24] array · 5 items
[0]
Signaling
[1]
4
[2]
[3]
[4]
3
[25] array · 5 items
[0]
Stress proteins
[1]
10
[2]
3
[3]
1
[4]
7
[26] array · 5 items
[0]
Transport
[1]
3
[2]
2
[3]
1
[4]
[27] array · 5 items
[0]
Unknown and others
[1]
43
[2]
2
[3]
[4]
7
[28] array · 5 items
[0]
Total number of proteins
[1]
145
[2]
19
[3]
17
[4]
35
locator
section[13]/table-wrap[1]#proteomes-06-00015-t004
gaps array · 0 items
analysis object · 4 fields
state
partial
methods array · 2 items
[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
0.8
band
high
quote
analysis of variance
[1] object · 10 fields
id
method-2
family
null
specific
null
label
t-test (general linear model procedure) with false discovery rate correction
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
Then, a t-test (general linear model procedure) of all constituent peptides was performed to obtain a raw p value, and the p values of all proteins were subjected to false discovery rate (FDR) corrections. These two tests give the statistical significance of every protein between the Al-treated and control samples.
targets array · 2 items
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
bootstrap_mean_difference
unit
per cent
tolerance
null
state
complete
note
The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none.
[1] object · 8 fields
id
target-published-estimate-p-value
claim_id
claim-target-result
operation
bootstrap_mean_difference
unit
p-value
tolerance
null
state
complete
note
The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold.
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
blocked_on
data:accession_absent
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
R4
reachable
false
accessions array · 1 item
[0]
PXD009125 and PXD008882
resolved_accessions array · 0 items
statements array · 1 item
[0]
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifiers PXD009125 and PXD008882 under project title “Association of proteomics changes with Al-sensitive root zones in switchgrass” (http://www.ebi.ac.uk/pride).
basis
The paper names PXD009125 and PXD008882, but the accession does not resolve in the repository (no reason recorded), so the data cannot be reached from here. 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 · 5 items
[0]
source:pmid:29565292
[1]
asset:table:pmid:29565292:1
[2]
asset:table:pmid:29565292:2
[3]
asset:table:pmid:29565292:3
[4]
asset:table:pmid:29565292:4
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:None
gaps array · 1 item
[0]
data:accession_absent
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:33:58Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
8
usage object · 3 fields
prompt_tokens
119665
completion_tokens
3835
cached_tokens
1560
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:29565292
type
paper
label
pmid:29565292
[1] object · 3 fields
id
source:pmid:29565292
type
manuscript
label
PMID 29565292 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
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:29565292
type
paper
label
pmid:29565292
[1] object · 3 fields
id
source:pmid:29565292
type
manuscript
label
PMID 29565292 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-29565292
type
extraction
used array · 1 item
[0]
source:pmid:29565292
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-None
type
accession_resolution
used array · 1 item
[0]
data:geo:None
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:29565292
parent_hash
sha256:b2bb1b800abc5b8711aa96c3422ecc769d7b56f96191c956aa2ba756b17898cb
fork_of
null
gaps array · 6 items
[0]
execution.not_run
[1]
method.reader_named_unmapped
[2]
review.human_critique
[3]
review.independent_reader
[4]
review.machine_critique
[5]
step:obtain_source_data blocked on data:accession_absent
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]
analysis of variance
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:29565292", "kind": "science-record", "revision": 7, "content_hash": "sha256:cd3ce04fbec440d4ff897a7f4ec9f9917c33c31c64bf13d7e8c33c9011137bb9", "created_at": "2026-11-01T15:40:32Z", "updated_at": "2026-11-01T21:59:46Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Association of Proteomics Changes with Al-Sensitive Root Zones in Switchgrass.", "doi": "10.3390/proteomes6020015", "pmid": "29565292", "authors": ["Mahesh Rangu", "Zhujia Ye", "Sarabjit Bhatti", "Suping Zhou", "Yong Yang", "Tara Fish", "Theodore W Thannhauser"], "journal": "Proteomes", "year": 2018, "abstract": "In this paper, we report on aluminum (Al)-induced root proteomic changes in switchgrass. After growth in a hydroponic culture system supplemented with 400 μM of Al, plants began to show signs of physiological stress such as a reduction in photosynthetic rate. At this time, the basal 2-cm long root tips were harvested and divided into two segments, each of 1-cm in length, for protein extraction. Al-induced changes in proteomes were identified using tandem mass tags mass spectrometry (TMT-MS)-based quantitative proteomics analysis. A total of 216 proteins (approximately 3.6% of total proteins) showed significant differences between non-Al treated control and treated groups with significant fold change (twice the standard deviation; FDR adjusted p-value < 0.05). The apical root tip tissues expressed more dramatic proteome changes (164 significantly changed proteins; 3.9% of total proteins quantified) compared to the elongation/maturation zones (52 significantly changed proteins, 1.1% of total proteins quantified). Significantly changed proteins from the apical 1-cm root apex tissues were clustered into 25 biological pathways; proteins involved in the cell cycle (rotamase FKBP 1 isoforms, and CDC48 protein) were all at a reduced abundance level compared to the non-treated control group. In the root elongation/maturation zone tissues, the identified proteins were placed into 18 pathways, among which proteins involved in secondary metabolism (lignin biosynthesis) were identified. Several STRING protein interaction networks were developed for these Al-induced significantly changed proteins. This study has identified a large number of Al-responsive proteins, including transcription factors, which will be used for exploring new Al tolerance genes and mechanisms. Data are available via ProteomeXchange with identifiers PXD008882 and PXD009125.", "claims": [{"id": "claim-method", "statement": "Then, a t-test (general linear model procedure) of all constituent peptides was performed to obtain a raw p value, and the p values of all proteins were subjected to false discovery rate (FDR) corrections. These two tests give the statistical significance of every protein between the Al-treated and control samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:29565292", "locator": "sections[7] \"2.5. Protein Identification and Quantification, and Statistical Analysis\" paragraph 2", "quote": "Then, a t-test (general linear model procedure) of all constituent peptides was performed to obtain a raw p value, and the p values of all proteins were subjected to false discovery rate (FDR) corrections. These two tests give the statistical significance of every protein between the Al-treated and control samples."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifiers PXD009125 and PXD008882 under project title “Association of proteomics changes with Al-sensitive root zones in switchgrass” (http://www.ebi.ac.uk/pride).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:29565292", "locator": "sections[6] \"2.4. Tandem Mass Tags (TMT) Labeling and Mass Spectrometry Analysis\" paragraph 6", "quote": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifiers PXD009125 and PXD008882 under project title “Association of proteomics changes with Al-sensitive root zones in switchgrass” (http://www.ebi.ac.uk/pride)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The paper used TMT-MS-based quantitative proteomics and defined significant protein changes as fold changes exceeding two standard deviations with FDR-adjusted p-values < 0.05; the source data are available through ProteomeXchange under identifiers PXD008882 and PXD009125.", "kind": "quantitative", "target": {"value": 3.6, "unit": "per cent", "tolerance": null, "source": "A total of 216 proteins (approximately 3.6% of total proteins) showed significant differences between non-Al treated control and treated groups with significant fold change (twice the standard deviation; FDR adjusted p-value < 0.05)."}, "evidence": [{"asset": "source:pmid:29565292", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "A total of 216 proteins (approximately 3.6% of total proteins) showed significant differences between non-Al treated control and treated groups with significant fold change (twice the standard deviation; FDR adjusted p-value < 0.05)."}, {"asset": "source:pmid:29565292", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Al-induced changes in proteomes were identified using tandem mass tags mass spectrometry (TMT-MS)-based quantitative proteomics analysis."}, {"asset": "source:pmid:29565292", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Data are available via ProteomeXchange with identifiers PXD008882 and PXD009125."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The paper used TMT-MS-based quantitative proteomics and defined significant protein changes as fold changes exceeding two standard deviations with FDR-adjusted p-values < 0.05; the source data are available through ProteomeXchange under identifiers PXD008882 and PXD009125.", "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:29565292"], "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": "blocked", "blocked_on": "data:accession_absent", "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": [], "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": [], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:obtain_source_data blocked on data:accession_absent"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:29565292", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/proteomes6020015", "sha256": "sha256:f4385b233f8d740b3a3c755d7354d22c6184119a94e0bfbca88025215e2f83f0", "bytes": 55428, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/proteomes6020015", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6027131", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "asset:table:pmid:29565292:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:44d6569b0a6bc3a0370b48b69ccdfd1cc436827868b2f84c3ef4e2282d8c1b08", "bytes": 651, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[6]/table-wrap[1]#proteomes-06-00015-t001", "version": null, "note": "The tandem mass tags (TMT) labeling information of switchgrass protein samples.", "structure": {"pmcid": "PMC6027131", "section_index": 6, "section_title": "2.4. Tandem Mass Tags (TMT) Labeling and Mass Spectrometry Analysis", "row_count": 8, "column_count": 5}, "table": {"label": "Table 1", "caption": "The tandem mass tags (TMT) labeling information of switchgrass protein samples.", "rows": [["Treatment", "Segment 1 (Apical Root Tissues)", "Segment 2 (Elongation/Maturation Zone)"], ["Replicate", "Labelling Tag", "Replicate", "Labelling Tag"], ["Control", "Control-1", "129N", "Control-1", "128N"], ["Control-2", "129C", "Control-2", "126"], ["Control-3", "128N", "Control-3", "129N"], ["400 µM", "400 µM-1", "126", "400 µM-1", "129C"], ["400 µM-2", "127C", "400 µM-2", "127N"], ["400 µM-3", "131", "400 µM-3", "128C"]], "row_count": 8, "column_count": 5, "numeric_cells": 27, "header_rows": 2, "locator": "section[6]/table-wrap[1]#proteomes-06-00015-t001"}}, {"id": "asset:table:pmid:29565292:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5b53e83e345a52830d185188fc5704200686fec2d16d73042b5d5125449cb0b2", "bytes": 589, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#proteomes-06-00015-t002", "version": null, "note": "Physiological characteristics of switchgrass plants upon Al treatments.", "structure": {"pmcid": "PMC6027131", "section_index": 10, "section_title": "3.1. Physiological Changes of Switchgrass Plants under Al Treatments", "row_count": 5, "column_count": 3}, "table": {"label": "Table 2", "caption": "Physiological characteristics of switchgrass plants upon Al treatments.", "rows": [["Physiological Measurements", "Control", "Al-treated"], ["Photosynthetic rate (μmol CO2/m2/s)", "23.43 ± 0.20A", "18.07 ± 2.76B"], ["Conductance (mol H2O/m2/s)", "0.20 ± 0.01A", "0.18 ± 0.04A"], ["Transpiration rate (mmol H2O/m−2/s)", "5.47 ± 0.77A", "3.79 ± 0.90B"], ["Water use efficiency (WUE) (μmol CO2/mmol H2O)", "4.41 ± 0.23A", "5.97 ± 2.66A"]], "row_count": 5, "column_count": 3, "numeric_cells": 9, "header_rows": 1, "locator": "section[10]/table-wrap[1]#proteomes-06-00015-t002"}}, {"id": "asset:table:pmid:29565292:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e6f4d7090aa79e6555ca59aca685a9386d2a87ae10e654a5c8cb23278f3f16a2", "bytes": 598, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#proteomes-06-00015-t003", "version": null, "note": "Proteins identified using MS analysis from proteomes of Al-treated root tips.", "structure": {"pmcid": "PMC6027131", "section_index": 12, "section_title": "3.2.1. Total Root Proteome Changes Induced by Al Treatment", "row_count": 4, "column_count": 3}, "table": {"label": "Table 3", "caption": "Proteins identified using MS analysis from proteomes of Al-treated root tips.", "rows": [["Types of Protein Data", "Segment 1 (Apical 1-cm Root-Tip)", "Segment 2 (Elongation/Maturation Zone)"], ["Number of identified proteins", "6309", "7288"], ["Number of proteins identified with 2 or more peptides and quantified", "4130", "4636"], ["Number of significantly changed proteins", "164 (3.9% of quantified proteins)", "52 (1.1% of quantified proteins)"]], "row_count": 4, "column_count": 3, "numeric_cells": 9, "header_rows": 1, "locator": "section[12]/table-wrap[1]#proteomes-06-00015-t003"}}, {"id": "asset:table:pmid:29565292:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:34ef78eb5b922a97c4ed39427649de378063b2a0d35ee651372deeca7b3b3feb", "bytes": 1462, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#proteomes-06-00015-t004", "version": null, "note": "Distribution Al-induced proteins in the significantly enriched functional pathways.", "structure": {"pmcid": "PMC6027131", "section_index": 13, "section_title": "3.2.2. Functional Pathways of Al-induced Significantly Changed Proteins", "row_count": 29, "column_count": 5}, "table": {"label": "Table 4", "caption": "Distribution Al-induced proteins in the significantly enriched functional pathways.", "rows": [["Functional Pathway", "Segment 1 (Apical-1 cm Root-Tip)", "Segment 2 (Elongation/Maturation Zone)"], ["", "Higher abundance", "Lower abundance", "Higher abundance", "Lower abundance"], ["Amino acid metabolism", "1", "", "1", ""], ["Cell cycle", "", "3", "", ""], ["Cell organization", "5", "", "4", ""], ["Cell vesicle transport", "2", "", "", ""], ["Cell wall synthesis and modification proteins", "3", "", "1", "1"], ["Development", "1", "1", "", "1"], ["DNA metabolism", "2", "", "1", "1"], ["Enzyme families", "2", "1", "", "5"], ["Lipid metabolism", "2", "", "", "1"], ["Major CHO metabolism", "2", "", "", "1"], ["Mitochondrial electron transport", "5", "", "2", ""], ["N-metabolism", "", "1", "", ""], ["Energy metabolism", "", "", "", "5"], ["Nucleotide metabolism", "1", "", "", ""], ["Phyto hormone metabolism", "2", "1", "", ""], ["Protein degradation", "5", "3", "", ""], ["Protein synthesis", "23", "1", "2", "4"], ["Protein targeting", "4", "1", "", ""], ["Protein post translational modification", "5", "", "", ""], ["Redox", "3", "", "1", ""], ["RNA metabolism", "14", "", "", "1"], ["Secondary metabolism", "3", "", "", "1"], ["Signaling", "4", "", "", "3"], ["Stress proteins", "10", "3", "1", "7"], ["Transport", "3", "2", "1", ""], ["Unknown and others", "43", "2", "", "7"], ["Total number of proteins", "145", "19", "17", "35"]], "row_count": 29, "column_count": 5, "numeric_cells": 62, "header_rows": 2, "locator": "section[13]/table-wrap[1]#proteomes-06-00015-t004"}}], "gaps": []}, "analysis": {"state": "partial", "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": 0.8, "band": "high", "quote": "analysis of variance"}}, {"id": "method-2", "family": null, "specific": null, "label": "t-test (general linear model procedure) with false discovery rate correction", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Then, a t-test (general linear model procedure) of all constituent peptides was performed to obtain a raw p value, and the p values of all proteins were subjected to false discovery rate (FDR) corrections. These two tests give the statistical significance of every protein between the Al-treated and control samples."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "bootstrap_mean_difference", "expected_value": 3.6, "unit": "per cent", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}, {"id": "target-published-estimate-p-value", "claim_id": "claim-target-result", "operation": "bootstrap_mean_difference", "expected_value": 0.05, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "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": "data", "blocked_on": "data:accession_absent", "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": "R4", "reachable": false, "accessions": ["PXD009125 and PXD008882"], "resolved_accessions": [], "statements": ["The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifiers PXD009125 and PXD008882 under project title “Association of proteomics changes with Al-sensitive root zones in switchgrass” (http://www.ebi.ac.uk/pride)."], "basis": "The paper names PXD009125 and PXD008882, but the accession does not resolve in the repository (no reason recorded), so the data cannot be reached from here. 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:29565292", "asset:table:pmid:29565292:1", "asset:table:pmid:29565292:2", "asset:table:pmid:29565292:3", "asset:table:pmid:29565292:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:None"]}, "gaps": ["data:accession_absent"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:33:58Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 119665, "completion_tokens": 3835, "cached_tokens": 1560}}, "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:29565292", "type": "paper", "label": "pmid:29565292"}, {"id": "source:pmid:29565292", "type": "manuscript", "label": "PMID 29565292 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:29565292", "type": "paper", "label": "pmid:29565292"}, {"id": "source:pmid:29565292", "type": "manuscript", "label": "PMID 29565292 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-29565292", "type": "extraction", "used": ["source:pmid:29565292"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-None", "type": "accession_resolution", "used": ["data:geo:None"], "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:29565292", "parent_hash": "sha256:b2bb1b800abc5b8711aa96c3422ecc769d7b56f96191c956aa2ba756b17898cb", "fork_of": null, "generation": 6}, "gaps": ["execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_absent"], "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": 0.8, "evidence": ["analysis of variance"], "order_basis": "analysis_only", "id": "assay:1"}]}