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

pmid:28831411

Whole transcriptome data of zebrafish exposed to chronic dose of depleted uranium.

Olivier Armant · Kewin Gombeau · Christelle Adam Guillermin

Data in brief · 2017 doi:10.1016/j.dib.2017.07.071

Paper

complete

Experiment

partial

Data

partial

Analysis

complete

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:28831411
kind
science-record
content_hash
sha256:4e97babd78600b13f0520ff09de9f88d9a0a370cd65797c1a82c48650bd448c6
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:27Z
updated_at
2026-11-01T22:43:04Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Whole transcriptome data of zebrafish exposed to chronic dose of depleted uranium.
doi
10.1016/j.dib.2017.07.071
pmid
28831411
authors array · 3 items
[0]
Olivier Armant
[1]
Kewin Gombeau
[2]
Christelle Adam Guillermin
journal
Data in brief
year
2017
abstract
The concentration of depleted uranium (DU) in the environment is expected to increase due to anthropogenic activities, posing potential risks on ecosystems. The effects of chronic exposure to DU at concentration close to the environmental standards (0.3-30 µg DU/L) are scarcely characterised. Genomic alterations caused by low doses of pollutants can potentially propagate over generations, but how these effects may affect the health of the progeny remain uncertain for the vast majority of toxicants. The present dataset describes the transcriptomic effects of a chronic exposure to 20 µg DU/L during 10 days on adult zebrafish (Danio rerio) organs, the brain, the testis and the ovaries. The potential multigenerational effects of DU were assessed on the progeny of the adult exposed fish at the two-cells stage and after four days of development. We describe in this article the summary statistics of the differential gene expression analysis and focus on key molecular pathways affected by an exposure to a low concentration of DU. The data presented in this study supports the observation made in Armant et al. (2017) [1] (https://doi.org/10.1016/j.dib.2016.05.007) that DU can induce a molecular stress in both adult zebrafish and their progeny. The raw dataset has been deposited at the Gene Expression Omnibus (GEO) repository under the accession number GEO:GSE96603.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:28831411
locator
sections[10] "Data analysis" paragraph 2
quote
Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data are available with this article, and via NCBI′s GEO accession number GEO:GSE96603http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:28831411
locator
sections[2] "table-wrap" paragraph 1
quote
Data are available with this article, and via NCBI′s GEO accession number GEO:GSE96603http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The study supports the observation that DU can induce a molecular stress in both adult zebrafish and their progeny; differential expression was detected with DESeq.2 using an adjusted false discovery rate below 0.01 and fold change of at least ±2, and the source data are available through GEO accession GEO:GSE96603.
kind
qualitative
target
null
evidence array · 3 items
[0] object · 3 fields
asset
source:pmid:28831411
locator
sections[0] "Abstract" paragraph 1
quote
The data presented in this study supports the observation made in Armant et al. (2017) [1] (https://doi.org/10.1016/j.dib.2016.05.007) that DU can induce a molecular stress in both adult zebrafish and their progeny.
[1] object · 3 fields
asset
source:pmid:28831411
locator
sections[10] "Data analysis" paragraph 2
quote
Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression.
[2] object · 3 fields
asset
source:pmid:28831411
locator
sections[0] "Abstract" paragraph 1
quote
The raw dataset has been deposited at the Gene Expression Omnibus (GEO) repository under the accession number GEO:GSE96603.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
The study supports the observation that DU can induce a molecular stress in both adult zebrafish and their progeny; differential expression was detected with DESeq.2 using an adjusted false discovery rate below 0.01 and fold change of at least ±2, and the source data are available through GEO accession GEO:GSE96603.
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:28831411
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:28831411
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1016/j.dib.2017.07.071
sha256
sha256:cab931bd34e0d747fa71bed979bdc571a7922005f8f47a267281d68b3fe5ada4
bytes
11927
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1016/j.dib.2017.07.071
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
PMC5554979
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 16 fields
id
asset:table:pmid:28831411:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:ca322436ff29e33ea18ee175befbdad1327037df22768419f3d4a60c3ead5d7b
bytes
6452
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[5]/table-wrap[1]#t0005
version
null
note
Description of the zebrafish samples collected in the study. Biological replicates are indicated as well as the number of reads, the quality score (Phred score, Q) and the read's length. PF: reads passing the Illumina's chastity filter.
structure object · 5 fields
pmcid
PMC5554979
section_index
5
section_title
Data
row_count
36
column_count
9
table object · 8 fields
label
Table 1
caption
Description of the zebrafish samples collected in the study. Biological replicates are indicated as well as the number of reads, the quality score (Phred score, Q) and the read's length. PF: reads passing the Illumina's chastity filter.
rows array · 36 items
[0] array · 9 items
[0]
Sample name
[1]
Tissu/Stage
[2]
Organism
[3]
Genotype
[4]
Treatment
[5]
Description
[6]
Reads
[7]
Q (PF)
[8]
Length
[1] array · 9 items
[0]
C2cells_r1
[1]
2 cells embryos
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
Two cells embryos obtained from non exposed adult
[6]
136,445,062
[7]
38.57
[8]
51
[2] array · 9 items
[0]
C2cells_r2
[1]
2 cells embryos
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
Two cells embryos obtained from non exposed adult
[6]
84,864,394
[7]
38.62
[8]
51
[3] array · 9 items
[0]
C2cells_r4
[1]
2 cells embryos
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
Two cells embryos obtained from non exposed adult
[6]
64,705,960
[7]
38.62
[8]
51
[4] array · 9 items
[0]
C96hpf_l1
[1]
96 hpf larvae
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
96hpf larvae obtaiend from non exposed adult
[6]
74,497,510
[7]
35.93
[8]
70
[5] array · 9 items
[0]
C96hpf_l2
[1]
96 hpf larvae
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
96hpf larvae obtaiend from non exposed adult
[6]
101,797,850
[7]
35.87
[8]
70
[6] array · 9 items
[0]
C96hpf_l3
[1]
96 hpf larvae
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
96hpf larvae obtaiend from non exposed adult
[6]
71,463,198
[7]
35.88
[8]
70
[7] array · 9 items
[0]
CbrainF_b2
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from non exposed adult females
[6]
99,758,552
[7]
35.71
[8]
70
[8] array · 9 items
[0]
CbrainF_b3
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from non exposed adult females
[6]
69,241,514
[7]
35.71
[8]
70
[9] array · 9 items
[0]
CbrainF_b5
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from non exposed adult females
[6]
102,185,518
[7]
35.7
[8]
70
[10] array · 9 items
[0]
CbrainM_b1
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from non exposed adult males
[6]
42,244,184
[7]
35.71
[8]
70
[11] array · 9 items
[0]
CbrainM_b4
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from non exposed adult males
[6]
91,270,976
[7]
35.73
[8]
70
[12] array · 9 items
[0]
CbrainM_b5
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from non exposed adult males
[6]
119,455,624
[7]
35.71
[8]
70
[13] array · 9 items
[0]
CovaryF_g1
[1]
Adult ovary
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Ovaries dissected from non exposed adult females
[6]
80,198,724
[7]
35.72
[8]
70
[14] array · 9 items
[0]
CovaryF_g2
[1]
Adult ovary
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Ovaries dissected from non exposed adult females
[6]
107,238,778
[7]
35.66
[8]
70
[15] array · 9 items
[0]
CovaryF_g5
[1]
Adult ovary
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Ovaries dissected from non exposed adult females
[6]
55,595,382
[7]
35.62
[8]
70
[16] array · 9 items
[0]
CtestesM_g1
[1]
Adult testis
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Testies dissected from non exposed adult males
[6]
117,865,394
[7]
35.68
[8]
70
[17] array · 9 items
[0]
CtestesM_g3
[1]
Adult testis
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Testies dissected from non exposed adult males
[6]
82,404,950
[7]
35.67
[8]
70
[18] array · 9 items
[0]
CtestesM_g5
[1]
Adult testis
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Testies dissected from non exposed adult males
[6]
85,837,636
[7]
35.66
[8]
70
[19] array · 9 items
[0]
U2cells_r1
[1]
2 cells embryos
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
Two cells embryos obtained from depleted uranium exposed adult
[6]
114,044,060
[7]
38.15
[8]
51
[20] array · 9 items
[0]
U2cells_r3
[1]
2 cells embryos
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
Two cells embryos obtained from depleted uranium exposed adult
[6]
119,056,692
[7]
38.34
[8]
51
[21] array · 9 items
[0]
U2cells_r5
[1]
2 cells embryos
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
Two cells embryos obtained from depleted uranium exposed adult
[6]
116,943,736
[7]
38.31
[8]
51
[22] array · 9 items
[0]
U96hpf_l1
[1]
96 hpf larvae
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
96hpf larvae obtaiend from depleted uranium exposed adult
[6]
70,360,064
[7]
35.89
[8]
70
[23] array · 9 items
[0]
U96hpf_l2
[1]
96 hpf larvae
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
96hpf larvae obtaiend from depleted uranium exposed adult
[6]
79,320,508
[7]
35.86
[8]
70
[24] array · 9 items
[0]
U96hpf_l3
[1]
96 hpf larvae
[2]
Danio rerio
[3]
Wild type AB
[4]
Progeny of adult exposed fish
[5]
96hpf larvae obtaiend from depleted uranium exposed adult
[6]
71,471,552
[7]
35.88
[8]
70
[25] array · 9 items
[0]
UbrainF_b2
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from depleted uranium exposed adult females
[6]
67,726,036
[7]
35.69
[8]
70
[26] array · 9 items
[0]
UbrainF_b4
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from depleted uranium exposed adult females
[6]
82,049,972
[7]
35.67
[8]
70
[27] array · 9 items
[0]
UbrainF_b5
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from depleted uranium exposed adult females
[6]
66,539,292
[7]
35.62
[8]
70
[28] array · 9 items
[0]
UbrainM_b2
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from depleted uranium exposed adult males
[6]
98,234,866
[7]
35.73
[8]
70
[29] array · 9 items
[0]
UbrainM_b3
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from depleted uranium exposed adult males
[6]
106,038,446
[7]
35.73
[8]
70
[30] array · 9 items
[0]
UbrainM_b5
[1]
Adult brain
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Brain dissected from depleted uranium exposed adult males
[6]
100,296,920
[7]
35.71
[8]
70
[31] array · 9 items
[0]
UovaryF_g1
[1]
Adult ovary
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Ovaries dissected from depleted uranium exposed adult females
[6]
89,150,118
[7]
35.86
[8]
70
[32] array · 9 items
[0]
UovaryF_g4
[1]
Adult ovary
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Ovaries dissected from depleted uranium exposed adult females
[6]
77,213,772
[7]
35.87
[8]
70
[33] array · 9 items
[0]
UtestesM_g1
[1]
Adult testis
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Testies dissected from depleted uranium exposed adult males
[6]
67,017,732
[7]
35.88
[8]
70
[34] array · 9 items
[0]
UtestesM_g3
[1]
Adult testis
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Testies dissected from depleted uranium exposed adult males
[6]
65,968,150
[7]
35.92
[8]
70
[35] array · 9 items
[0]
UtestesM_g5
[1]
Adult testis
[2]
Danio rerio
[3]
Wild type AB
[4]
20 µg/L depleted uranium
[5]
Testies dissected from depleted uranium exposed adult males
[6]
79,436,904
[7]
35.83
[8]
70
locator
section[5]/table-wrap[1]#t0005
[2] object · 16 fields
id
asset:table:pmid:28831411:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c0185b1f155158176eacdd1edf7cdc68677211a04a2f658294bd132bbaad5ab0
bytes
1587
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[5]/table-wrap[2]#t0010
version
null
note
List of the 22 samples with the lowest biological variabilities.
structure object · 5 fields
pmcid
PMC5554979
section_index
5
section_title
Data
row_count
23
column_count
3
table object · 8 fields
label
Table 2
caption
List of the 22 samples with the lowest biological variabilities.
rows array · 23 items
[0] array · 3 items
[0]
Sample name
[1]
Tissu/stage
[2]
Treatment
[1] array · 3 items
[0]
C2cells_r1
[1]
2 cells embryos
[2]
Progeny of adult exposed fish
[2] array · 3 items
[0]
C2cells_r2
[1]
2 cells embryos
[2]
Progeny of adult exposed fish
[3] array · 3 items
[0]
C2cells_r4
[1]
2 cells embryos
[2]
Progeny of adult exposed fish
[4] array · 3 items
[0]
C96hpf_l2
[1]
96 hpf larvae
[2]
Progeny of adult exposed fish
[5] array · 3 items
[0]
C96hpf_l3
[1]
96 hpf larvae
[2]
Progeny of adult exposed fish
[6] array · 3 items
[0]
CbrainF_b2
[1]
Adult brain
[2]
20 µg/L depleted uranium
[7] array · 3 items
[0]
CbrainF_b5
[1]
Adult brain
[2]
20 µg/L depleted uranium
[8] array · 3 items
[0]
CovaryF_g1
[1]
Adult ovary
[2]
20 µg/L depleted uranium
[9] array · 3 items
[0]
CovaryF_g2
[1]
Adult ovary
[2]
20 µg/L depleted uranium
[10] array · 3 items
[0]
CtestesM_g3
[1]
Adult testis
[2]
20 µg/L depleted uranium
[11] array · 3 items
[0]
CtestesM_g5
[1]
Adult testis
[2]
20 µg/L depleted uranium
[12] array · 3 items
[0]
U2cells_r1
[1]
2 cells embryos
[2]
Progeny of adult exposed fish
[13] array · 3 items
[0]
U2cells_r3
[1]
2 cells embryos
[2]
Progeny of adult exposed fish
[14] array · 3 items
[0]
U2cells_r5
[1]
2 cells embryos
[2]
Progeny of adult exposed fish
[15] array · 3 items
[0]
U96hpf_l2
[1]
96 hpf larvae
[2]
Progeny of adult exposed fish
[16] array · 3 items
[0]
U96hpf_l3
[1]
96 hpf larvae
[2]
Progeny of adult exposed fish
[17] array · 3 items
[0]
UbrainF_b2
[1]
Adult brain
[2]
20 µg/L depleted uranium
[18] array · 3 items
[0]
UbrainF_b5
[1]
Adult brain
[2]
20 µg/L depleted uranium
[19] array · 3 items
[0]
UovaryF_g1
[1]
Adult ovary
[2]
20 µg/L depleted uranium
[20] array · 3 items
[0]
UovaryF_g4
[1]
Adult ovary
[2]
20 µg/L depleted uranium
[21] array · 3 items
[0]
UtestesM_g3
[1]
Adult testis
[2]
20 µg/L depleted uranium
[22] array · 3 items
[0]
UtestesM_g5
[1]
Adult testis
[2]
20 µg/L depleted uranium
locator
section[5]/table-wrap[2]#t0010
[3] object · 16 fields
id
asset:table:pmid:28831411:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:7a6cbd04b70970919c2f6c1e2492a090fb6504b0320e382dfc538cae0a827d53
bytes
504
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[5]/table-wrap[3]#t0015
version
null
note
Summary statistics of the differentially expressed genes (threshold FDR<0.01 and fold change>=±2). The number of genes is indicated for each category.
structure object · 5 fields
pmcid
PMC5554979
section_index
5
section_title
Data
row_count
6
column_count
4
table object · 8 fields
label
Table 3
caption
Summary statistics of the differentially expressed genes (threshold FDR<0.01 and fold change>=±2). The number of genes is indicated for each category.
rows array · 6 items
[0] array · 4 items
[0]
DU/Ctrl
[1]
Up-regulated
[2]
Down-regulated
[3]
Total
[1] array · 4 items
[0]
Two-cells
[1]
2482
[2]
4106
[3]
6588
[2] array · 4 items
[0]
96 hpf
[1]
573
[2]
62
[3]
635
[3] array · 4 items
[0]
Brain
[1]
46
[2]
1026
[3]
1072
[4] array · 4 items
[0]
Testis
[1]
132
[2]
295
[3]
427
[5] array · 4 items
[0]
Ovaries
[1]
302
[2]
169
[3]
471
locator
section[5]/table-wrap[3]#t0015
[4] object · 16 fields
id
asset:table:pmid:28831411:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:907bb7fb61421165a0a33fe18bbec88c850a80b14bcb5089356244d9a911cf0a
bytes
3023
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[5]/table-wrap[4]#t0020
version
null
note
Gene ontology analysis. The list provides the top 5 biological pathways impacted by DU in each dataset based on smallest p-values.
structure object · 5 fields
pmcid
PMC5554979
section_index
5
section_title
Data
row_count
60
column_count
3
table object · 8 fields
label
Table 4
caption
Gene ontology analysis. The list provides the top 5 biological pathways impacted by DU in each dataset based on smallest p-values.
rows array · 60 items
[0] array · 3 items
[0]
Set of genes
[1]
Gene ontology term
[2]
p-value
[1] array · 3 items
[0]
Down in DU exposed brain
[1]
Visual perception
[2]
2.7E−08
[2] array · 3 items
[0]
[1]
Sensory perception of light stimulus
[2]
2.7E−08
[3] array · 3 items
[0]
[1]
Cell adhesion
[2]
6.3E−07
[4] array · 3 items
[0]
[1]
Biological adhesion
[2]
6.3E−07
[5] array · 3 items
[0]
[1]
Response to light stimulus
[2]
5.1E−06
[6] array · 3 items
[0]
[1]
[2]
[7] array · 3 items
[0]
Up in DU exposed brain
[1]
Response to lipid
[2]
2.4E−03
[8] array · 3 items
[0]
[1]
Response to lipopolysaccharide
[2]
2.7E−03
[9] array · 3 items
[0]
[1]
Ovulation
[2]
3.1E−03
[10] array · 3 items
[0]
[1]
Response to molecule of bacterial origin
[2]
3.1E−03
[11] array · 3 items
[0]
[1]
Response to organic substance
[2]
3.5E−03
[12] array · 3 items
[0]
[1]
[2]
[13] array · 3 items
[0]
Down in DU exposed testis
[1]
Cell adhesion
[2]
1.0E−04
[14] array · 3 items
[0]
[1]
Biological adhesion
[2]
1.0E−04
[15] array · 3 items
[0]
[1]
Fin regeneration
[2]
3.4E−04
[16] array · 3 items
[0]
[1]
cGMP biosynthetic process
[2]
4.9E−04
[17] array · 3 items
[0]
[1]
cGMP metabolic process
[2]
4.9E−04
[18] array · 3 items
[0]
[1]
[2]
[19] array · 3 items
[0]
Up in DU exposed testis
[1]
Centromere complex assembly
[2]
8.2E−04
[20] array · 3 items
[0]
[1]
Regulation of synapse structure or activation
[2]
3.4E−03
[21] array · 3 items
[0]
[1]
Peptidoglycan biosynthetic process
[2]
4.4E−03
[22] array · 3 items
[0]
[1]
Peptidoglycan-based cell wall biogenesis
[2]
4.4E−03
[23] array · 3 items
[0]
[1]
Protein side chain deglutamylation
[2]
4.4E−03
[24] array · 3 items
[0]
[1]
[2]
[25] array · 3 items
[0]
Down in DU exposed ovaries
[1]
Aspartate family amino acid metabolic pr.
[2]
4.1E−04
[26] array · 3 items
[0]
[1]
Endomembrane system organization
[2]
4.7E−03
[27] array · 3 items
[0]
[1]
Androgen biosynthetic process
[2]
5.9E−03
[28] array · 3 items
[0]
[1]
Mitochondrial protein catabolic process
[2]
5.9E−03
[29] array · 3 items
[0]
[1]
Mitophagy by induced vacuole formation
[2]
5.9E−03
[30] array · 3 items
[0]
[1]
[2]
[31] array · 3 items
[0]
Up in DU exposed ovaries
[1]
Neural tube development
[2]
7.8E−07
[32] array · 3 items
[0]
[1]
Embryonic appendage morphogenesis
[2]
2.6E−06
[33] array · 3 items
[0]
[1]
Pectoral fin development
[2]
4.7E−06
[34] array · 3 items
[0]
[1]
Fin morphogenesis
[2]
5.2E−06
[35] array · 3 items
[0]
[1]
Appendage morphogenesis
[2]
8.2E−06
[36] array · 3 items
[0]
[1]
[2]
[37] array · 3 items
[0]
Down in 2 cells stage
[1]
ncRNA metabolic process
[2]
1.6E−14
[38] array · 3 items
[0]
[1]
Nucleic acid metabolic process
[2]
3.6E−14
[39] array · 3 items
[0]
[1]
Cellular macromolecule metabolic process
[2]
3.7E−12
[40] array · 3 items
[0]
[1]
Organelle organization
[2]
2.6E−11
[41] array · 3 items
[0]
[1]
Heterocycle metabolic process
[2]
3.2E−11
[42] array · 3 items
[0]
[1]
[2]
[43] array · 3 items
[0]
Up in 2 cells stage
[1]
Cytoplasmic transport
[2]
3.8E−06
[44] array · 3 items
[0]
[1]
Organelle organization
[2]
7.2E−06
[45] array · 3 items
[0]
[1]
ER to Golgi vesicle-mediated transport
[2]
1.1E−05
[46] array · 3 items
[0]
[1]
Double-strand break repair
[2]
1.3E−05
[47] array · 3 items
[0]
[1]
mRNA processing
[2]
1.5E−05
[48] array · 3 items
[0]
[1]
[2]
[49] array · 3 items
[0]
Down in 96hpf larva
[1]
Thyroid hormone generation
[2]
2.1E−03
[50] array · 3 items
[0]
[1]
Thyroid hormone metabolic process
[2]
2.1E−03
[51] array · 3 items
[0]
[1]
Hydrogen peroxide biosynthetic process
[2]
2.1E−03
[52] array · 3 items
[0]
[1]
Circadian rhythm
[2]
3.0E−03
[53] array · 3 items
[0]
[1]
Homophilic cell adhesion via plasma memb.
[2]
3.4E−03
[54] array · 3 items
[0]
[1]
[2]
[55] array · 3 items
[0]
Up in 96hpf larva
[1]
Oxidation-reduction process
[2]
6.6E−22
[56] array · 3 items
[0]
[1]
Single-organism metabolic process
[2]
1.4E−20
[57] array · 3 items
[0]
[1]
Small molecule metabolic process
[2]
1.4E−16
[58] array · 3 items
[0]
[1]
Organic acid metabolic process
[2]
9.9E−15
[59] array · 3 items
[0]
[1]
Lipid metabolic process
[2]
1.3E−14
locator
section[5]/table-wrap[4]#t0020
gaps array · 0 items
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
deseq2
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
Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression.
[1] object · 10 fields
id
method-2
family
multi_omics_integration
specific
pathway_progeny
label
Multi-omics integration
dsl_operations array · 2 items
[0]
multiomics_factor_analysis
[1]
joint_pathway_score
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
aligned_multi_layer_matrices
evidence object · 3 fields
score
0.7
band
medium
quote
progeny
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
blocked
tier
R4
blocked_on
data:accession_absent
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: deseq2.
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]
GEO:GSE96603
resolved_accessions array · 0 items
statements array · 1 item
[0]
Data are available with this article, and via NCBI′s GEO accession number GEO:GSE96603http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603
basis
The paper names GEO:GSE96603, 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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 5 items
[0]
source:pmid:28831411
[1]
asset:table:pmid:28831411:1
[2]
asset:table:pmid:28831411:2
[3]
asset:table:pmid:28831411:3
[4]
asset:table:pmid:28831411:4
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
2026-10-31T18:31:55Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
8
usage object · 3 fields
prompt_tokens
27948
completion_tokens
3333
cached_tokens
1832
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:28831411
type
paper
label
pmid:28831411
[1] object · 3 fields
id
source:pmid:28831411
type
manuscript
label
PMID 28831411 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:28831411
type
paper
label
pmid:28831411
[1] object · 3 fields
id
source:pmid:28831411
type
manuscript
label
PMID 28831411 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-28831411
type
extraction
used array · 1 item
[0]
source:pmid:28831411
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:28831411
parent_hash
sha256:028962541b850d6c4d3cc47a825b6f2018ad063365987bc6ad5fa0c62a111bc5
fork_of
null
gaps array · 5 items
[0]
execution.not_run
[1]
review.human_critique
[2]
review.independent_reader
[3]
review.machine_critique
[4]
step:obtain_source_data blocked on data:accession_absent
assays array · 1 item
[0] 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]
Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression.
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:28831411", "kind": "science-record", "revision": 8, "content_hash": "sha256:4e97babd78600b13f0520ff09de9f88d9a0a370cd65797c1a82c48650bd448c6", "created_at": "2026-11-01T15:40:27Z", "updated_at": "2026-11-01T22:43:04Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Whole transcriptome data of zebrafish exposed to chronic dose of depleted uranium.", "doi": "10.1016/j.dib.2017.07.071", "pmid": "28831411", "authors": ["Olivier Armant", "Kewin Gombeau", "Christelle Adam Guillermin"], "journal": "Data in brief", "year": 2017, "abstract": "The concentration of depleted uranium (DU) in the environment is expected to increase due to anthropogenic activities, posing potential risks on ecosystems. The effects of chronic exposure to DU at concentration close to the environmental standards (0.3-30 µg DU/L) are scarcely characterised. Genomic alterations caused by low doses of pollutants can potentially propagate over generations, but how these effects may affect the health of the progeny remain uncertain for the vast majority of toxicants. The present dataset describes the transcriptomic effects of a chronic exposure to 20 µg DU/L during 10 days on adult zebrafish (Danio rerio) organs, the brain, the testis and the ovaries. The potential multigenerational effects of DU were assessed on the progeny of the adult exposed fish at the two-cells stage and after four days of development. We describe in this article the summary statistics of the differential gene expression analysis and focus on key molecular pathways affected by an exposure to a low concentration of DU. The data presented in this study supports the observation made in Armant et al. (2017) [1] (https://doi.org/10.1016/j.dib.2016.05.007) that DU can induce a molecular stress in both adult zebrafish and their progeny. The raw dataset has been deposited at the Gene Expression Omnibus (GEO) repository under the accession number GEO:GSE96603.", "claims": [{"id": "claim-method", "statement": "Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:28831411", "locator": "sections[10] \"Data analysis\" paragraph 2", "quote": "Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data are available with this article, and via NCBI′s GEO accession number GEO:GSE96603http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:28831411", "locator": "sections[2] \"table-wrap\" paragraph 1", "quote": "Data are available with this article, and via NCBI′s GEO accession number GEO:GSE96603http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603"}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study supports the observation that DU can induce a molecular stress in both adult zebrafish and their progeny; differential expression was detected with DESeq.2 using an adjusted false discovery rate below 0.01 and fold change of at least ±2, and the source data are available through GEO accession GEO:GSE96603.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:28831411", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The data presented in this study supports the observation made in Armant et al. (2017) [1] (https://doi.org/10.1016/j.dib.2016.05.007) that DU can induce a molecular stress in both adult zebrafish and their progeny."}, {"asset": "source:pmid:28831411", "locator": "sections[10] \"Data analysis\" paragraph 2", "quote": "Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression."}, {"asset": "source:pmid:28831411", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The raw dataset has been deposited at the Gene Expression Omnibus (GEO) repository under the accession number GEO:GSE96603."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The study supports the observation that DU can induce a molecular stress in both adult zebrafish and their progeny; differential expression was detected with DESeq.2 using an adjusted false discovery rate below 0.01 and fold change of at least ±2, and the source data are available through GEO accession GEO:GSE96603.", "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:28831411"], "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:28831411", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.dib.2017.07.071", "sha256": "sha256:cab931bd34e0d747fa71bed979bdc571a7922005f8f47a267281d68b3fe5ada4", "bytes": 11927, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.dib.2017.07.071", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC5554979", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "asset:table:pmid:28831411:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:ca322436ff29e33ea18ee175befbdad1327037df22768419f3d4a60c3ead5d7b", "bytes": 6452, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[1]#t0005", "version": null, "note": "Description of the zebrafish samples collected in the study. Biological replicates are indicated as well as the number of reads, the quality score (Phred score, Q) and the read's length. PF: reads passing the Illumina's chastity filter.", "structure": {"pmcid": "PMC5554979", "section_index": 5, "section_title": "Data", "row_count": 36, "column_count": 9}, "table": {"label": "Table 1", "caption": "Description of the zebrafish samples collected in the study. Biological replicates are indicated as well as the number of reads, the quality score (Phred score, Q) and the read's length. PF: reads passing the Illumina's chastity filter.", "rows": [["Sample name", "Tissu/Stage", "Organism", "Genotype", "Treatment", "Description", "Reads", "Q (PF)", "Length"], ["C2cells_r1", "2 cells embryos", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "Two cells embryos obtained from non exposed adult", "136,445,062", "38.57", "51"], ["C2cells_r2", "2 cells embryos", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "Two cells embryos obtained from non exposed adult", "84,864,394", "38.62", "51"], ["C2cells_r4", "2 cells embryos", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "Two cells embryos obtained from non exposed adult", "64,705,960", "38.62", "51"], ["C96hpf_l1", "96 hpf larvae", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "96hpf larvae obtaiend from non exposed adult", "74,497,510", "35.93", "70"], ["C96hpf_l2", "96 hpf larvae", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "96hpf larvae obtaiend from non exposed adult", "101,797,850", "35.87", "70"], ["C96hpf_l3", "96 hpf larvae", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "96hpf larvae obtaiend from non exposed adult", "71,463,198", "35.88", "70"], ["CbrainF_b2", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from non exposed adult females", "99,758,552", "35.71", "70"], ["CbrainF_b3", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from non exposed adult females", "69,241,514", "35.71", "70"], ["CbrainF_b5", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from non exposed adult females", "102,185,518", "35.7", "70"], ["CbrainM_b1", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from non exposed adult males", "42,244,184", "35.71", "70"], ["CbrainM_b4", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from non exposed adult males", "91,270,976", "35.73", "70"], ["CbrainM_b5", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from non exposed adult males", "119,455,624", "35.71", "70"], ["CovaryF_g1", "Adult ovary", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Ovaries dissected from non exposed adult females", "80,198,724", "35.72", "70"], ["CovaryF_g2", "Adult ovary", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Ovaries dissected from non exposed adult females", "107,238,778", "35.66", "70"], ["CovaryF_g5", "Adult ovary", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Ovaries dissected from non exposed adult females", "55,595,382", "35.62", "70"], ["CtestesM_g1", "Adult testis", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Testies dissected from non exposed adult males", "117,865,394", "35.68", "70"], ["CtestesM_g3", "Adult testis", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Testies dissected from non exposed adult males", "82,404,950", "35.67", "70"], ["CtestesM_g5", "Adult testis", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Testies dissected from non exposed adult males", "85,837,636", "35.66", "70"], ["U2cells_r1", "2 cells embryos", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "Two cells embryos obtained from depleted uranium exposed adult", "114,044,060", "38.15", "51"], ["U2cells_r3", "2 cells embryos", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "Two cells embryos obtained from depleted uranium exposed adult", "119,056,692", "38.34", "51"], ["U2cells_r5", "2 cells embryos", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "Two cells embryos obtained from depleted uranium exposed adult", "116,943,736", "38.31", "51"], ["U96hpf_l1", "96 hpf larvae", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "96hpf larvae obtaiend from depleted uranium exposed adult", "70,360,064", "35.89", "70"], ["U96hpf_l2", "96 hpf larvae", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "96hpf larvae obtaiend from depleted uranium exposed adult", "79,320,508", "35.86", "70"], ["U96hpf_l3", "96 hpf larvae", "Danio rerio", "Wild type AB", "Progeny of adult exposed fish", "96hpf larvae obtaiend from depleted uranium exposed adult", "71,471,552", "35.88", "70"], ["UbrainF_b2", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from depleted uranium exposed adult females", "67,726,036", "35.69", "70"], ["UbrainF_b4", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from depleted uranium exposed adult females", "82,049,972", "35.67", "70"], ["UbrainF_b5", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from depleted uranium exposed adult females", "66,539,292", "35.62", "70"], ["UbrainM_b2", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from depleted uranium exposed adult males", "98,234,866", "35.73", "70"], ["UbrainM_b3", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from depleted uranium exposed adult males", "106,038,446", "35.73", "70"], ["UbrainM_b5", "Adult brain", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Brain dissected from depleted uranium exposed adult males", "100,296,920", "35.71", "70"], ["UovaryF_g1", "Adult ovary", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Ovaries dissected from depleted uranium exposed adult females", "89,150,118", "35.86", "70"], ["UovaryF_g4", "Adult ovary", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Ovaries dissected from depleted uranium exposed adult females", "77,213,772", "35.87", "70"], ["UtestesM_g1", "Adult testis", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Testies dissected from depleted uranium exposed adult males", "67,017,732", "35.88", "70"], ["UtestesM_g3", "Adult testis", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Testies dissected from depleted uranium exposed adult males", "65,968,150", "35.92", "70"], ["UtestesM_g5", "Adult testis", "Danio rerio", "Wild type AB", "20 µg/L depleted uranium", "Testies dissected from depleted uranium exposed adult males", "79,436,904", "35.83", "70"]], "row_count": 36, "column_count": 9, "numeric_cells": 152, "header_rows": 1, "locator": "section[5]/table-wrap[1]#t0005"}}, {"id": "asset:table:pmid:28831411:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c0185b1f155158176eacdd1edf7cdc68677211a04a2f658294bd132bbaad5ab0", "bytes": 1587, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[2]#t0010", "version": null, "note": "List of the 22 samples with the lowest biological variabilities.", "structure": {"pmcid": "PMC5554979", "section_index": 5, "section_title": "Data", "row_count": 23, "column_count": 3}, "table": {"label": "Table 2", "caption": "List of the 22 samples with the lowest biological variabilities.", "rows": [["Sample name", "Tissu/stage", "Treatment"], ["C2cells_r1", "2 cells embryos", "Progeny of adult exposed fish"], ["C2cells_r2", "2 cells embryos", "Progeny of adult exposed fish"], ["C2cells_r4", "2 cells embryos", "Progeny of adult exposed fish"], ["C96hpf_l2", "96 hpf larvae", "Progeny of adult exposed fish"], ["C96hpf_l3", "96 hpf larvae", "Progeny of adult exposed fish"], ["CbrainF_b2", "Adult brain", "20 µg/L depleted uranium"], ["CbrainF_b5", "Adult brain", "20 µg/L depleted uranium"], ["CovaryF_g1", "Adult ovary", "20 µg/L depleted uranium"], ["CovaryF_g2", "Adult ovary", "20 µg/L depleted uranium"], ["CtestesM_g3", "Adult testis", "20 µg/L depleted uranium"], ["CtestesM_g5", "Adult testis", "20 µg/L depleted uranium"], ["U2cells_r1", "2 cells embryos", "Progeny of adult exposed fish"], ["U2cells_r3", "2 cells embryos", "Progeny of adult exposed fish"], ["U2cells_r5", "2 cells embryos", "Progeny of adult exposed fish"], ["U96hpf_l2", "96 hpf larvae", "Progeny of adult exposed fish"], ["U96hpf_l3", "96 hpf larvae", "Progeny of adult exposed fish"], ["UbrainF_b2", "Adult brain", "20 µg/L depleted uranium"], ["UbrainF_b5", "Adult brain", "20 µg/L depleted uranium"], ["UovaryF_g1", "Adult ovary", "20 µg/L depleted uranium"], ["UovaryF_g4", "Adult ovary", "20 µg/L depleted uranium"], ["UtestesM_g3", "Adult testis", "20 µg/L depleted uranium"], ["UtestesM_g5", "Adult testis", "20 µg/L depleted uranium"]], "row_count": 23, "column_count": 3, "numeric_cells": 26, "header_rows": 1, "locator": "section[5]/table-wrap[2]#t0010"}}, {"id": "asset:table:pmid:28831411:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7a6cbd04b70970919c2f6c1e2492a090fb6504b0320e382dfc538cae0a827d53", "bytes": 504, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[3]#t0015", "version": null, "note": "Summary statistics of the differentially expressed genes (threshold FDR<0.01 and fold change>=±2). The number of genes is indicated for each category.", "structure": {"pmcid": "PMC5554979", "section_index": 5, "section_title": "Data", "row_count": 6, "column_count": 4}, "table": {"label": "Table 3", "caption": "Summary statistics of the differentially expressed genes (threshold FDR<0.01 and fold change>=±2). The number of genes is indicated for each category.", "rows": [["DU/Ctrl", "Up-regulated", "Down-regulated", "Total"], ["Two-cells", "2482", "4106", "6588"], ["96 hpf", "573", "62", "635"], ["Brain", "46", "1026", "1072"], ["Testis", "132", "295", "427"], ["Ovaries", "302", "169", "471"]], "row_count": 6, "column_count": 4, "numeric_cells": 16, "header_rows": 1, "locator": "section[5]/table-wrap[3]#t0015"}}, {"id": "asset:table:pmid:28831411:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:907bb7fb61421165a0a33fe18bbec88c850a80b14bcb5089356244d9a911cf0a", "bytes": 3023, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[4]#t0020", "version": null, "note": "Gene ontology analysis. The list provides the top 5 biological pathways impacted by DU in each dataset based on smallest p-values.", "structure": {"pmcid": "PMC5554979", "section_index": 5, "section_title": "Data", "row_count": 60, "column_count": 3}, "table": {"label": "Table 4", "caption": "Gene ontology analysis. The list provides the top 5 biological pathways impacted by DU in each dataset based on smallest p-values.", "rows": [["Set of genes", "Gene ontology term", "p-value"], ["Down in DU exposed brain", "Visual perception", "2.7E−08"], ["", "Sensory perception of light stimulus", "2.7E−08"], ["", "Cell adhesion", "6.3E−07"], ["", "Biological adhesion", "6.3E−07"], ["", "Response to light stimulus", "5.1E−06"], ["", "", ""], ["Up in DU exposed brain", "Response to lipid", "2.4E−03"], ["", "Response to lipopolysaccharide", "2.7E−03"], ["", "Ovulation", "3.1E−03"], ["", "Response to molecule of bacterial origin", "3.1E−03"], ["", "Response to organic substance", "3.5E−03"], ["", "", ""], ["Down in DU exposed testis", "Cell adhesion", "1.0E−04"], ["", "Biological adhesion", "1.0E−04"], ["", "Fin regeneration", "3.4E−04"], ["", "cGMP biosynthetic process", "4.9E−04"], ["", "cGMP metabolic process", "4.9E−04"], ["", "", ""], ["Up in DU exposed testis", "Centromere complex assembly", "8.2E−04"], ["", "Regulation of synapse structure or activation", "3.4E−03"], ["", "Peptidoglycan biosynthetic process", "4.4E−03"], ["", "Peptidoglycan-based cell wall biogenesis", "4.4E−03"], ["", "Protein side chain deglutamylation", "4.4E−03"], ["", "", ""], ["Down in DU exposed ovaries", "Aspartate family amino acid metabolic pr.", "4.1E−04"], ["", "Endomembrane system organization", "4.7E−03"], ["", "Androgen biosynthetic process", "5.9E−03"], ["", "Mitochondrial protein catabolic process", "5.9E−03"], ["", "Mitophagy by induced vacuole formation", "5.9E−03"], ["", "", ""], ["Up in DU exposed ovaries", "Neural tube development", "7.8E−07"], ["", "Embryonic appendage morphogenesis", "2.6E−06"], ["", "Pectoral fin development", "4.7E−06"], ["", "Fin morphogenesis", "5.2E−06"], ["", "Appendage morphogenesis", "8.2E−06"], ["", "", ""], ["Down in 2 cells stage", "ncRNA metabolic process", "1.6E−14"], ["", "Nucleic acid metabolic process", "3.6E−14"], ["", "Cellular macromolecule metabolic process", "3.7E−12"], ["", "Organelle organization", "2.6E−11"], ["", "Heterocycle metabolic process", "3.2E−11"], ["", "", ""], ["Up in 2 cells stage", "Cytoplasmic transport", "3.8E−06"], ["", "Organelle organization", "7.2E−06"], ["", "ER to Golgi vesicle-mediated transport", "1.1E−05"], ["", "Double-strand break repair", "1.3E−05"], ["", "mRNA processing", "1.5E−05"], ["", "", ""], ["Down in 96hpf larva", "Thyroid hormone generation", "2.1E−03"], ["", "Thyroid hormone metabolic process", "2.1E−03"], ["", "Hydrogen peroxide biosynthetic process", "2.1E−03"], ["", "Circadian rhythm", "3.0E−03"], ["", "Homophilic cell adhesion via plasma memb.", "3.4E−03"], ["", "", ""], ["Up in 96hpf larva", "Oxidation-reduction process", "6.6E−22"], ["", "Single-organism metabolic process", "1.4E−20"], ["", "Small molecule metabolic process", "1.4E−16"], ["", "Organic acid metabolic process", "9.9E−15"], ["", "Lipid metabolic process", "1.3E−14"]], "row_count": 60, "column_count": 3, "numeric_cells": 54, "header_rows": 1, "locator": "section[5]/table-wrap[4]#t0020"}}], "gaps": []}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "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": "Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression."}}, {"id": "method-2", "family": "multi_omics_integration", "specific": "pathway_progeny", "label": "Multi-omics integration", "dsl_operations": ["multiomics_factor_analysis", "joint_pathway_score"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["aligned_multi_layer_matrices"], "evidence": {"score": 0.7, "band": "medium", "quote": "progeny"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "blocked", "tier": "R4", "blocking_axis": "data", "blocked_on": "data:accession_absent", "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: deseq2."}, "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": ["GEO:GSE96603"], "resolved_accessions": [], "statements": ["Data are available with this article, and via NCBI′s GEO accession number GEO:GSE96603http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603"], "basis": "The paper names GEO:GSE96603, 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:28831411", "asset:table:pmid:28831411:1", "asset:table:pmid:28831411:2", "asset:table:pmid:28831411:3", "asset:table:pmid:28831411:4"], "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": "2026-10-31T18:31:55Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 27948, "completion_tokens": 3333, "cached_tokens": 1832}}, "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:28831411", "type": "paper", "label": "pmid:28831411"}, {"id": "source:pmid:28831411", "type": "manuscript", "label": "PMID 28831411 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:28831411", "type": "paper", "label": "pmid:28831411"}, {"id": "source:pmid:28831411", "type": "manuscript", "label": "PMID 28831411 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-28831411", "type": "extraction", "used": ["source:pmid:28831411"], "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:28831411", "parent_hash": "sha256:028962541b850d6c4d3cc47a825b6f2018ad063365987bc6ad5fa0c62a111bc5", "fork_of": null, "generation": 7}, "gaps": ["execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_absent"], "assays": [{"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": ["Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression."], "order_basis": "analysis_only", "id": "assay:1"}]}