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

pmid:41053192

Decision tree-based machine learning methods for identifying colorectal cancer-associated microRNA signatures and their regulatory networks.

Scientific reports · 2025 doi:10.1038/s41598-025-17037-7

Paper

partial

Experiment

partial

Data

partial

Analysis

absent

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:41053192
kind
science-record
content_hash
sha256:1fd51d45c2c3eb6f348081bd464a32d1970be53687682db5a6f77016679567ec
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T10:25:53Z
updated_at
2026-11-01T14:01:49Z
generator object · 3 fields
name
corpus-assay-engine
converter
sep_to_sci_v1
source_package_schema
urn:bntrg:sep:1.0.0
paper object · 10 fields
state
partial
title
Decision tree-based machine learning methods for identifying colorectal cancer-associated microRNA signatures and their regulatory networks.
doi
10.1038/s41598-025-17037-7
pmid
41053192
authors
null
journal
Scientific reports
year
2025
abstract
null
claims array · 1 item
[0] object · 6 fields
id
claim-1
statement
the headline numerical result the paper states for its main finding
kind
qualitative
state
blocked
target object · 4 fields
value
null
unit
null
tolerance
null
source
null
evidence array · 0 items
gaps array · 2 items
[0]
abstract
[1]
authors
experiment object · 8 fields
state
partial
objective
the headline numerical result the paper states for its main finding
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate and its interval from the source
kind
other
state
complete
blocked_on
null
description
The number a replication must land on, and the sentence it came from.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:41053192
outputs array · 1 item
[0]
the published estimate, its unit and its interval
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
id
obtain_source_data
order
2
name
Obtain the source data behind the published result
kind
data-preparation
state
blocked
blocked_on
data:not_downloaded
description
The published result cannot be recomputed without the data the paper analysed.
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
[0]
the source data with its provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the analysis programme
kind
analysis
state
blocked
blocked_on
no owned computational capability is bound to this experiment
description
Re-run the paper's analysis on the source data and produce the registered result. | SEP input not carried into the asset list: materials:the source data behind the published result in pmid:41053192
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
[0]
the registered result
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 · 3 items
[0]
step:obtain_source_data blocked on data:not_downloaded
[1]
step:run_analysis blocked on no owned computational capability is bound to this experiment
[2]
step:run_analysis input 'materials:the source data behind the published result in pmid:41053192' does not resolve to a declared asset
data object · 3 fields
state
partial
assets array · 7 items
[0] object · 15 fields
id
source:pmid:41053192
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1038/s41598-025-17037-7
sha256
sha256:d2f4d440740fdc2e43d7a2c00bdb4d3f61e78330b264139c7ef7d4529c612215
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1038/s41598-025-17037-7
version
null
note
Source read by the package builder: full_text.
structure object · 1 field
access_state
full_text
[1] object · 16 fields
id
asset:table:pmid:41053192:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:1c7071212d30cd84a7a48c7ff025923f03df3c7c613daac3fdf3bc9d1e1b84fd
bytes
627
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#Tab1
version
null
note
Information of datasets.
structure object · 5 fields
pmcid
PMC12500991
section_index
3
section_title
Microarray data collection
row_count
5
column_count
8
table object · 8 fields
label
Table 1
caption
Information of datasets.
rows array · 5 items
[0] array · 7 items
[0]
Dataset
[1]
GEO accession
[2]
Source
[3]
Platform
[4]
Number of samples
[5]
Number of miRNAs
[6]
Ref.
[1] array · 2 items
[0]
CRC
[1]
Normal
[2] array · 8 items
[0]
Internal
[1]
GSE106817
[2]
Serum microRNA profiles
[3]
3D-Gene Human miRNA V21_1.0.0
[4]
115
[5]
2759
[6]
2568
[7]
99
[3] array · 8 items
[0]
External validation
[1]
GSE113486
[2]
Serum microRNA profiles
[3]
3D-Gene Human miRNA V21_1.0.0
[4]
40
[5]
100
[6]
2566
[7]
95
[4] array · 8 items
[0]
External validation
[1]
GSE113740
[2]
Serum microRNA profiles
[3]
3D-Gene Human miRNA V21_1.0.0
[4]
25
[5]
950
[6]
2565
[7]
100
locator
section[3]/table-wrap[1]#Tab1
[2] object · 16 fields
id
asset:table:pmid:41053192:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:10729a5d09ffcc6b337aed1ab034d6e46835dfa67382f01cd7f0accdfbc1f701
bytes
2049
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#Tab2
version
null
note
The significancevalue of MiRNAs in the RF and XGBoost models in the internal and external validation datasets.
structure object · 5 fields
pmcid
PMC12500991
section_index
12
section_title
Differential expressed MiRNAs in models
row_count
40
column_count
5
table object · 8 fields
label
Table 2
caption
The significancevalue of MiRNAs in the RF and XGBoost models in the internal and external validation datasets.
rows array · 40 items
[0] array · 3 items
[0]
miRNAs
[1]
Significance value
[2]
Mean of scores
[1] array · 3 items
[0]
GSE106817
[1]
GSE113786
[2]
GSE113740
[2] array · 1 item
[0]
Random forest model
[3] array · 5 items
[0]
hsa-miR-6787-5p
[1]
100.0
[2]
93.58
[3]
53.36
[4]
82.31
[4] array · 5 items
[0]
hsa-miR-1246
[1]
88.65
[2]
66.89
[3]
38.49
[4]
64.67
[5] array · 5 items
[0]
hsa-miR-8073
[1]
86.67
[2]
28.67
[3]
52.45
[4]
55.93
[6] array · 5 items
[0]
hsa-miR-920
[1]
85.72
[2]
31.9
[3]
-
[4]
36.45
[7] array · 5 items
[0]
hsa-miR-5100
[1]
85.26
[2]
24.1
[3]
51
[4]
53.45
[8] array · 5 items
[0]
hsa-miR-6717-5p
[1]
79.58
[2]
86.86
[3]
66.29
[4]
77.57
[9] array · 5 items
[0]
hsa-miR-6746-5p
[1]
76.97
[2]
-
[3]
44.37
[4]
40.44
[10] array · 5 items
[0]
hsa-miR-3622a-5p
[1]
74.48
[2]
-
[3]
30.53
[4]
35.00
[11] array · 5 items
[0]
hsa-miR-1228-5p
[1]
72.31
[2]
78.09
[3]
100.0
[4]
83.46
[12] array · 5 items
[0]
hsa-miR-4706
[1]
69.8
[2]
59.96
[3]
57.65
[4]
62.47
[13] array · 5 items
[0]
hsa-miR-6765-5p
[1]
69.11
[2]
19.05
[3]
35.27
[4]
41.14
[14] array · 5 items
[0]
hsa-miR-1268a
[1]
65.33
[2]
33.82
[3]
11.9
[4]
37.09
[15] array · 5 items
[0]
hsa-miR-22-3p
[1]
64.89
[2]
58.04
[3]
22.75
[4]
48.56
[16] array · 5 items
[0]
hsa-miR-29b-3p
[1]
60.26
[2]
42.31
[3]
-
[4]
34.2
[17] array · 5 items
[0]
hsa-miR-92a-3p
[1]
57.12
[2]
49.34
[3]
13.08
[4]
39.84
[18] array · 5 items
[0]
hsa-miR-3184-5p
[1]
56.65
[2]
100.0
[3]
70.93
[4]
75.86
[19] array · 5 items
[0]
hsa-miR-6794-5p
[1]
56.13
[2]
-
[3]
-
[4]
18.71
[20] array · 5 items
[0]
hsa-miR-1343-3p
[1]
54.76
[2]
93.71
[3]
96.3
[4]
81.59
[21] array · 5 items
[0]
hsa-miR-451a
[1]
52.37
[2]
-
[3]
37.86
[4]
30.07
[22] array · 5 items
[0]
hsa-miR-7977
[1]
50.68
[2]
36.19
[3]
28.66
[4]
38.51
[23] array · 1 item
[0]
XGBoost model
[24] array · 5 items
[0]
hsa-miR-1343-3p
[1]
100.0
[2]
-
[3]
-
[4]
33.3
[25] array · 5 items
[0]
hsa-miR-1246
[1]
69.15
[2]
54.79
[3]
-
[4]
41.33
[26] array · 5 items
[0]
hsa-miR-6746-5p
[1]
39.0
[2]
9.63
[3]
-
[4]
16.21
[27] array · 5 items
[0]
hsa-miR-920
[1]
24.03
[2]
-
[3]
-
[4]
8.01
[28] array · 5 items
[0]
hsa-miR-1290
[1]
14.86
[2]
-
[3]
-
[4]
4.95
[29] array · 5 items
[0]
hsa-miR-6787-5p
[1]
8.76
[2]
100.0
[3]
42.97
[4]
50.57
[30] array · 5 items
[0]
hsa-miR-6765-5p
[1]
6.56
[2]
-
[3]
-
[4]
2.18
[31] array · 5 items
[0]
hsa-miR-1228-5p
[1]
2.70
[2]
-
[3]
100.0
[4]
34.23
[32] array · 5 items
[0]
hsa-miR-937-5p
[1]
1.39
[2]
-
[3]
-
[4]
0.46
[33] array · 5 items
[0]
hsa-miR-6511b-5p
[1]
1.17
[2]
-
[3]
-
[4]
0.39
[34] array · 5 items
[0]
hsa-miR-1268a
[1]
0.88
[2]
-
[3]
-
[4]
0.29
[35] array · 5 items
[0]
hsa-miR-5100
[1]
0.38
[2]
1.49
[3]
-
[4]
0.62
[36] array · 5 items
[0]
hsa-miR-4417
[1]
0.13
[2]
-
[3]
10.18
[4]
3.43
[37] array · 5 items
[0]
hsa-miR-6794-5p
[1]
0.13
[2]
-
[3]
-
[4]
0.04
[38] array · 5 items
[0]
hsa-miR-4259
[1]
0.12
[2]
-
[3]
-
[4]
0.04
[39] array · 5 items
[0]
hsa-miR-8060
[1]
0.06
[2]
-
[3]
-
[4]
0.02
locator
section[12]/table-wrap[1]#Tab2
[3] object · 16 fields
id
asset:table:pmid:41053192:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:113bb5e0368f2589a1c93d1141137b9af77542b6c00055d36b26bf7f5b575ce5
bytes
4914
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[2]#Tab3
version
null
note
MiRNA statuses in external datasets.
structure object · 5 fields
pmcid
PMC12500991
section_index
12
section_title
Differential expressed MiRNAs in models
row_count
53
column_count
8
table object · 8 fields
label
Table 3
caption
MiRNA statuses in external datasets.
rows array · 53 items
[0] array · 8 items
[0]
miRNA ID list
[1]
External dataset
[2]
logFC1
[3]
B2
[4]
T3
[5]
P.Value
[6]
adj.P.Val
[7]
miRNA status
[1] array · 8 items
[0]
has-miR-1228-5p
[1]
GSE113486
[2]
-1.12301
[3]
81.5169
[4]
-18.8762
[5]
1.67E-40
[6]
8.59E-38
[7]
Downregulated
[2] array · 7 items
[0]
GSE113740
[1]
-1.00306
[2]
37.3036
[3]
-12.24148
[4]
5.33E-21
[5]
9.11E-19
[6]
Downregulated
[3] array · 8 items
[0]
has-miR-6787-5p
[1]
GSE113486
[2]
1.61572
[3]
70.5048
[4]
16.85056
[5]
1.18E-35
[6]
4.31E-33
[7]
Upregulated
[4] array · 7 items
[0]
GSE113740
[1]
1.325679
[2]
30.2259
[3]
10.72794
[4]
7.01E-18
[5]
4.49E-16
[6]
Upregulated
[5] array · 8 items
[0]
has-miR-3184-5p
[1]
GSE113486
[2]
-2.1625
[3]
67.2127
[4]
-16.262
[5]
3.29E-34
[6]
1.05E-31
[7]
Downregulated
[6] array · 7 items
[0]
GSE113740
[1]
-2.24559
[2]
30.8233
[3]
-10.8543
[4]
3.82E-18
[5]
2.51E-16
[6]
Downregulated
[7] array · 8 items
[0]
has-miR-1343-3p
[1]
GSE113486
[2]
2.35511
[3]
53.9927
[4]
13.96019
[5]
2.10E-28
[6]
2.57E-26
[7]
Upregulated
[8] array · 7 items
[0]
GSE113740
[1]
2.273051
[2]
36.0928
[3]
11.97954
[4]
1.82E-20
[5]
2.52E-18
[6]
Upregulated
[9] array · 8 items
[0]
has-miR-4706
[1]
GSE113486
[2]
1.27794
[3]
43.0184
[4]
12.09875
[5]
1.38E-23
[6]
6.41E-22
[7]
Upregulated
[10] array · 7 items
[0]
GSE113740
[1]
1.097518
[2]
27.8719
[3]
10.23181
[4]
7.63E-17
[5]
3.88E-15
[6]
Upregulated
[11] array · 8 items
[0]
has-miR-92a-3p
[1]
GSE113486
[2]
2.85429
[3]
42.4319
[4]
11.99982
[5]
2.49E-23
[6]
1.08E-21
[7]
Upregulated
[12] array · 7 items
[0]
GSE113740
[1]
2.575373
[2]
14.9295
[3]
7.50229
[4]
3.89E-11
[5]
2.63E-10
[6]
Upregulated
[13] array · 8 items
[0]
has-miR-6765-5p
[1]
GSE113486
[2]
-0.75138
[3]
40.2323
[4]
-11.6289
[5]
2.30E-22
[6]
7.53E-21
[7]
Downregulated
[14] array · 7 items
[0]
GSE113740
[1]
-0.70819
[2]
12.9282
[3]
-7.06828
[4]
2.99E-10
[5]
1.56E-09
[6]
Downregulated
[15] array · 8 items
[0]
has-miR-6717-5p
[1]
GSE113486
[2]
3.16371
[3]
40.0675
[4]
11.60114
[5]
2.71E-22
[6]
8.59E-21
[7]
Upregulated
[16] array · 7 items
[0]
GSE113740
[1]
3.356785
[2]
28.018
[3]
10.26253
[4]
6.58E-17
[5]
3.52E-15
[6]
Upregulated
[17] array · 8 items
[0]
has-miR-1246
[1]
GSE113486
[2]
6.61289
[3]
37.5217
[4]
11.1716
[5]
3.55E-21
[6]
9.03E-20
[7]
Upregulated
[18] array · 7 items
[0]
GSE113740
[1]
7.478777
[2]
38.6391
[3]
12.53211
[4]
1.37E-21
[5]
2.71E-19
[6]
Upregulated
[19] array · 8 items
[0]
hsa-miR-22-3p
[1]
GSE113486
[2]
4.45026
[3]
36.5836
[4]
11.01313
[5]
9.17E-21
[6]
2.18E-19
[7]
Upregulated
[20] array · 7 items
[0]
GSE113740
[1]
3.89971
[2]
17.8072
[3]
8.11673
[4]
2.09E-12
[5]
2.17E-11
[6]
Upregulated
[21] array · 8 items
[0]
hsa-miR-7977
[1]
GSE113486
[2]
2.04939
[3]
34.4587
[4]
10.65354
[5]
7.86E-20
[6]
1.54E-18
[7]
Upregulated
[22] array · 7 items
[0]
GSE113740
[1]
1.81994
[2]
27.4291
[3]
10.13875
[4]
1.20E-16
[5]
5.55E-15
[6]
Upregulated
[23] array · 8 items
[0]
hsa-miR-6746-5p
[1]
GSE113486
[2]
1.30871
[3]
33.34
[4]
10.46376
[5]
2.44E-19
[6]
4.11E-18
[7]
Upregulated
[24] array · 7 items
[0]
GSE113740
[1]
1.100958
[2]
16.064
[3]
7.74564
[4]
1.23E-11
[5]
9.81E-11
[6]
Upregulated
[25] array · 8 items
[0]
hsa-miR-920
[1]
GSE113486
[2]
2.23288
[3]
25.1792
[4]
9.0616
[5]
9.41E-16
[6]
7.18E-15
[7]
Upregulated
[26] array · 7 items
[0]
GSE113740
[1]
1.06022
[2]
-2.1119
[3]
3.22282
[4]
1.76E-03
[5]
2.82E-03
[6]
Upregulated
[27] array · 8 items
[0]
hsa-miR-451a
[1]
GSE113486
[2]
5.06649
[3]
24.6391
[4]
8.9672
[5]
1.63E-15
[6]
1.18E-14
[7]
Upregulated
[28] array · 7 items
[0]
GSE113740
[1]
5.070946
[2]
19.9474
[3]
8.56884
[4]
2.37E-13
[5]
3.30E-12
[6]
Upregulated
[29] array · 8 items
[0]
hsa-miR-1268a
[1]
GSE113486
[2]
-0.53666
[3]
23.1903
[4]
-8.7126
[5]
7.06E-15
[6]
4.51E-14
[7]
Downregulated
[30] array · 7 items
[0]
GSE113740
[1]
-0.531
[2]
9.6791
[3]
-6.34588
[4]
8.26E-09
[5]
3.04E-08
[6]
Downregulated
[31] array · 8 items
[0]
hsa-miR-29b-3p
[1]
GSE113486
[2]
4.01697
[3]
19.0763
[4]
7.97638
[5]
4.59E-13
[6]
1.95E-12
[7]
Upregulated
[32] array · 7 items
[0]
GSE113740
[1]
3.824398
[2]
8.9099
[3]
6.17056
[4]
1.81E-08
[5]
6.25E-08
[6]
Upregulated
[33] array · 8 items
[0]
hsa-miR-937-5p
[1]
GSE113486
[2]
0.58865
[3]
12.3417
[4]
6.70811
[5]
4.36E-10
[6]
1.13E-09
[7]
Upregulated
[34] array · 7 items
[0]
GSE113740
[1]
0.342777
[2]
-0.7875
[3]
3.65661
[4]
4.26E-04
[5]
7.36E-04
[6]
Upregulated
[35] array · 8 items
[0]
hsa-miR-6511b-5p
[1]
GSE113486
[2]
1.5816
[3]
10.4716
[4]
6.33528
[5]
2.95E-09
[6]
6.79E-09
[7]
Upregulated
[36] array · 7 items
[0]
GSE113740
[1]
1.30541
[2]
1.9454
[3]
4.45078
[4]
2.40E-05
[5]
4.85E-05
[6]
Upregulated
[37] array · 8 items
[0]
hsa-miR-1290
[1]
GSE113486
[2]
3.4776
[3]
6.8586
[4]
5.57661
[5]
1.20E-07
[6]
2.33E-07
[7]
Upregulated
[38] array · 7 items
[0]
GSE113740
[1]
3.238315
[2]
14.336
[3]
7.37426
[4]
7.13E-11
[5]
4.43E-10
[6]
Upregulated
[39] array · 8 items
[0]
hsa-miR-4259
[1]
GSE113486
[2]
1.61476
[3]
4.8961
[4]
5.13623
[5]
9.11E-07
[6]
1.63E-06
[7]
Upregulated
[40] array · 7 items
[0]
GSE113740
[1]
1.111774
[2]
-3.0084
[3]
2.90089
[4]
4.66E-03
[5]
7.11E-03
[6]
Upregulated
[41] array · 8 items
[0]
hsa-miR-3622a-5p
[1]
GSE113486
[2]
0.82532
[3]
4.3369
[4]
5.00603
[5]
1.62E-06
[6]
2.86E-06
[7]
Upregulated
[42] array · 7 items
[0]
GSE113740
[1]
1.042126
[2]
5.9791
[3]
5.4815
[4]
3.68E-07
[5]
9.60E-07
[6]
Upregulated
[43] array · 8 items
[0]
hsa-miR-5100
[1]
GSE113486
[2]
2.9519
[3]
32.9003
[4]
10.38905
[5]
3.80e-19
[6]
6.21e-18
[7]
Upregulated
[44] array · 7 items
[0]
GSE113740
[1]
2.871827
[2]
26.7861
[3]
10.00371
[4]
2.30E-16
[5]
9.35E-15
[6]
Upregulated
[45] array · 8 items
[0]
hsa-miR-6794-5p
[1]
GSE113486
[2]
0.33909
[3]
1.1535
[4]
4.21189
[5]
4.48E-05
[6]
6.98E-05
[7]
Upregulated
[46] array · 7 items
[0]
GSE113740
[1]
0.215848
[2]
-4.2335
[3]
2.40483
[4]
1.82E-02
[5]
2.57E-02
[6]
Upregulated
[47] array · 8 items
[0]
hsa-miR-4417
[1]
GSE113486
[2]
0.10292
[3]
-6.6008
[4]
1.11003
[5]
2.69E-01
[6]
2.96E-01
[7]
Upregulated
[48] array · 7 items
[0]
GSE113740
[1]
0.475273
[2]
11.3483
[3]
6.72027
[4]
1.50E-09
[5]
6.38E-09
[6]
Upregulated
[49] array · 8 items
[0]
hsa-miR-8060
[1]
GSE113486
[2]
1.03949
[3]
-3.5327
[4]
2.74732
[5]
6.79E-03
[6]
8.91E-03
[7]
Upregulated
[50] array · 7 items
[0]
GSE113740
[1]
1.560191
[2]
-2.1529
[3]
3.20867
[4]
1.84E-03
[5]
2.94E-03
[6]
Upregulated
[51] array · 8 items
[0]
hsa-miR-8073
[1]
GSE113486
[2]
2.42001
[3]
60.2832
[4]
15.0446
[5]
3.64E-31
[6]
6.67E-29
[7]
Upregulated
[52] array · 7 items
[0]
GSE113740
[1]
2.330846
[2]
53.9467
[3]
16.03388
[4]
2.35E-28
[5]
3.01E-25
[6]
Upregulated
locator
section[12]/table-wrap[2]#Tab3
[4] object · 16 fields
id
asset:table:pmid:41053192:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c3115ea547957f64407b4b05090fa9b56bdf60a815aeec1264da15892e7c84a0
bytes
614
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[13]/table-wrap[1]#Tab4
version
null
note
Optimal hyperparameters and performance metrics for the final models.
structure object · 5 fields
pmcid
PMC12500991
section_index
13
section_title
Performance evaluation
row_count
3
column_count
8
table object · 8 fields
label
Table 4
caption
Optimal hyperparameters and performance metrics for the final models.
rows array · 3 items
[0] array · 8 items
[0]
Classifier
[1]
hyperparameters
[2]
Accuracy
[3]
AUC(%)
[4]
Sensitivity(%)
[5]
Specificity(%)
[6]
Positive prediction value (PPV)
[7]
Negative prediction value (NPV)
[1] array · 8 items
[0]
RF
[1]
Mtry4 = 2
[2]
99.88
[3]
100.0
[4]
100.0
[5]
100.0
[6]
97.14
[7]
100.0
[2] array · 8 items
[0]
XGB
[1]
nrounds = 50, max_depth = 1, eta = 0.3, gamma = 0, colsample_bytree= 0.6, min_child_weight = 1 and subsample = 0.5.
[2]
99.71
[3]
99.9
[4]
97.05
[5]
99.87
[6]
97.05
[7]
99.87
locator
section[13]/table-wrap[1]#Tab4
[5] object · 16 fields
id
asset:table:pmid:41053192:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:6a448c5a5cd228d4cdbb4919a94229ff0e60265c6e2a16d8d84b99aec9a3a524
bytes
2968
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#Tab5
version
null
note
miRNA-associated pathways listed by miranno.
structure object · 5 fields
pmcid
PMC12500991
section_index
14
section_title
Functional annotation of the identified MiRNAs
row_count
46
column_count
4
table object · 8 fields
label
Table 5
caption
miRNA-associated pathways listed by miranno.
rows array · 46 items
[0] array · 4 items
[0]
miRNA
[1]
Pathways (N)
[2]
Cancer/tumor pathways
[3]
Top 5 associated molecular pathways
[1] array · 4 items
[0]
hsa-miR-1228-5p
[1]
144
[2]
Signaling by ligand-responsive EGFR variants in cancer
[3]
Metabolism of ingested SeMet, Sec, MeSec into H2Se
[2] array · 2 items
[0]
Signaling by EGFR in cancer
[1]
Fructose metabolism
[3] array · 2 items
[0]
Constitutive signaling by ligand-responsive EGFR cancer variants
[1]
Mechanism of protein import into the nucleus
[4] array · 2 items
[0]
Signaling by EGFRvIII in cancer
[1]
Tyrosine degradation
[5] array · 2 items
[0]
Thyroid cancer
[1]
Geranylgeranyl diphosphate from farnesyl diphosphate and isopentenyl diphosphate
[6] array · 4 items
[0]
hsa-miR-6787-5p
[1]
153
[2]
Constitutive signaling by AKT1 E17K in cancer
[3]
FGFRL1 modulation of FGFR1 signaling
[7] array · 1 item
[0]
MTF1 activates gene expression
[8] array · 1 item
[0]
Phosphoinositides and their downstream targets
[9] array · 1 item
[0]
Lidocaine (Local Anaesthetic) Metabolism Pathway
[10] array · 1 item
[0]
WNT ligand secretion is abrogated by the PORCN inhibitor LGK974
[11] array · 4 items
[0]
hsa-miR-1343-3p
[1]
102
[2]
Estrogen responsive protein efp controls cell cycle and breast tumors growth
[3]
PTK6 Activates STAT3
[12] array · 1 item
[0]
Ibuprofen_Pathway_Pharmacokinetics
[13] array · 1 item
[0]
Signaling mediated by p38-alpha and p38-beta
[14] array · 1 item
[0]
Urokinase-type plasminogen activator (uPA) and uPAR-mediated signaling
[15] array · 1 item
[0]
UMP biosynthesis via de novo pathway
[16] array · 4 items
[0]
hsa-miR-6717-5p
[1]
146
[2]
Bladder cancer
[3]
Benzo(a)pyrene metabolism
[17] array · 1 item
[0]
Synthesis of bile acids and bile salts via 27-hydroxycholesterol
[18] array · 1 item
[0]
Synthesis of bile acids and bile salts via 24-hydroxycholesterol
[19] array · 1 item
[0]
Synthesis of bile acids and bile salts via 7alpha-Hydroxycholesterol
[20] array · 1 item
[0]
Allopregnanolone biosynthesis
[21] array · 4 items
[0]
hsa-miR-3184-5p
[1]
175
[2]
-
[3]
NFG and proNGF binds to p75NTR
[22] array · 1 item
[0]
Putrescine biosynthesis via L-ornithine pathway
[23] array · 1 item
[0]
Putrescine biosynthesis I
[24] array · 1 item
[0]
Putrescine from L-ornithine
[25] array · 1 item
[0]
Spermidine from putrescine
[26] array · 4 items
[0]
hsa-miR-1246
[1]
114
[2]
Signaling by WNT in cancer
[3]
Interaction With Cumulus Cells
[27] array · 1 item
[0]
Dermatan sulfate degradation (metazoa)
[28] array · 1 item
[0]
L-cysteine degradation I
[29] array · 1 item
[0]
phosphocholine from choline
[30] array · 1 item
[0]
Acyl carrier protein metabolism
[31] array · 4 items
[0]
hsa-miR-4706
[1]
203
[2]
-
[3]
WNT ligand secretion / PORCN inhibitor LGK974
[32] array · 1 item
[0]
FGFRL1 modulation of FGFR1 signaling
[33] array · 1 item
[0]
Microtubule-dependent trafficking of connexons from Golgi to the plasma membrane
[34] array · 1 item
[0]
Beta agonist/Beta blocker Pathway
[35] array · 1 item
[0]
Downstream signaling in naïve CD8 + T cells
[36] array · 4 items
[0]
hsa-miR-8073
[1]
131
[2]
-
[3]
Quinol/quinone metabolism
[37] array · 1 item
[0]
Menaquinone biosynthesis
[38] array · 1 item
[0]
Dopamine biosynthesis
[39] array · 1 item
[0]
Dopamine from L-tyrosine
[40] array · 1 item
[0]
Ascorbate and aldarate metabolism
[41] array · 4 items
[0]
hsa-miR-5100
[1]
89
[2]
Methotrexate Pathway Cancer Cell Pharmacodynamics
[3]
(S)-3-hydroxy-3-methylglutaryl-CoA degradation
[42] array · 1 item
[0]
Acetoacetate from (S)-3-hydroxy-3-methylglutaryl-CoA
[43] array · 2 items
[0]
TCA Cycle Nutrient Utilization and Invasiveness of Ovarian Cancer
[1]
Metabolic intermediate metabolism
[44] array · 1 item
[0]
Effects of Nitric Oxide
[45] array · 1 item
[0]
4-hydroxy-2-nonenal detoxification
locator
section[14]/table-wrap[1]#Tab5
[6] object · 16 fields
id
asset:table:pmid:41053192:6
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:08a9a99aa7133df8f6aeb5a6e057b0f12a10e08f9845e057061c4d99ea46788e
bytes
3831
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[2]#Tab6
version
null
note
Gene ontology reported by ToppFun for target genes of the selected mirnas.
structure object · 5 fields
pmcid
PMC12500991
section_index
14
section_title
Functional annotation of the identified MiRNAs
row_count
44
column_count
4
table object · 8 fields
label
Table 6
caption
Gene ontology reported by ToppFun for target genes of the selected mirnas.
rows array · 44 items
[0] array · 2 items
[0]
GO: biological process
[1]
GO: molecular function
[1] array · 4 items
[0]
ID
[1]
Name
[2]
ID
[3]
Name
[2] array · 4 items
[0]
GO:0045934
[1]
negative regulation of nucleobase-containing compound metabolic process
[2]
GO:0043565
[3]
sequence-specific DNA binding
[3] array · 4 items
[0]
GO:0051253
[1]
negative regulation of RNA metabolic process
[2]
GO:0003690
[3]
double-stranded DNA binding
[4] array · 4 items
[0]
GO:0010558
[1]
negative regulation of macromolecule biosynthetic process
[2]
GO:1,990,837
[3]
sequence-specific double-stranded DNA binding
[5] array · 4 items
[0]
GO:0031327
[1]
negative regulation of cellular biosynthetic process
[2]
GO:0000976
[3]
transcription cis-regulatory region binding
[6] array · 4 items
[0]
GO:1,902,679
[1]
negative regulation of RNA biosynthetic process
[2]
GO:0019904
[3]
protein domain specific binding
[7] array · 4 items
[0]
GO:0045892
[1]
negative regulation of DNA-templated transcription
[2]
GO:0001067
[3]
transcription regulatory region nucleic acid binding
[8] array · 4 items
[0]
GO:0060322
[1]
head development
[2]
GO:0060090
[3]
molecular adaptor activity
[9] array · 4 items
[0]
GO:0031647
[1]
regulation of protein stability
[2]
GO:0008134
[3]
transcription factor binding
[10] array · 4 items
[0]
GO:0000122
[1]
negative regulation of transcription by RNA polymerase II
[2]
GO:0000977
[3]
RNA polymerase II transcription regulatory region sequence-specific DNA binding
[11] array · 4 items
[0]
GO:0043066
[1]
negative regulation of apoptotic process
[2]
GO:0003700
[3]
DNA-binding transcription factor activity
[12] array · 4 items
[0]
GO:0051960
[1]
regulation of nervous system development
[2]
GO:0000978
[3]
RNA polymerase II cis-regulatory region sequence-specific DNA binding
[13] array · 4 items
[0]
GO:0043069
[1]
negative regulation of programmed cell death
[2]
GO:0030674
[3]
protein-macromolecule adaptor activity
[14] array · 4 items
[0]
GO:0007420
[1]
brain development
[2]
GO:0044389
[3]
ubiquitin-like protein ligase binding
[15] array · 4 items
[0]
GO:0007417
[1]
central nervous system development
[2]
GO:0000987
[3]
cis-regulatory region sequence-specific DNA binding
[16] array · 4 items
[0]
GO:0050767
[1]
regulation of neurogenesis
[2]
GO:0140262
[3]
mRNA cap binding complex binding
[17] array · 4 items
[0]
GO:0045893
[1]
positive regulation of DNA-templated transcription
[2]
GO:0000981
[3]
DNA-binding transcription factor activity, RNA polymerase II-specific
[18] array · 4 items
[0]
GO:1,902,680
[1]
positive regulation of RNA biosynthetic process
[2]
GO:0031625
[3]
ubiquitin protein ligase binding
[19] array · 4 items
[0]
GO:0043067
[1]
regulation of programmed cell death
[2]
GO:0042393
[3]
histone binding
[20] array · 4 items
[0]
GO:0000902
[1]
cell morphogenesis
[2]
GO:0140110
[3]
transcription regulator activity
[21] array · 4 items
[0]
GO:0042981
[1]
regulation of apoptotic process
[2]
GO:0001221
[3]
transcription coregulator binding
[22] array · 4 items
[0]
GO:0050821
[1]
protein stabilization
[2]
[3]
[23] array · 4 items
[0]
GO:0007628
[1]
adult walking behavior
[2]
[3]
[24] array · 4 items
[0]
GO:1,903,169
[1]
regulation of calcium ion transmembrane transport
[2]
[3]
[25] array · 4 items
[0]
GO:0045597
[1]
positive regulation of cell differentiation
[2]
[3]
[26] array · 4 items
[0]
GO:0043523
[1]
regulation of neuron apoptotic process
[2]
[3]
[27] array · 4 items
[0]
GO:0048666
[1]
neuron development
[2]
[3]
[28] array · 4 items
[0]
GO:0044087
[1]
regulation of cellular component biogenesis
[2]
[3]
[29] array · 4 items
[0]
GO:0045184
[1]
establishment of protein localization
[2]
[3]
[30] array · 4 items
[0]
GO:0014009
[1]
glial cell proliferation
[2]
[3]
[31] array · 4 items
[0]
GO:0015031
[1]
protein transport
[2]
[3]
[32] array · 4 items
[0]
GO:0090659
[1]
walking behavior
[2]
[3]
[33] array · 4 items
[0]
GO:0042063
[1]
gliogenesis
[2]
[3]
[34] array · 4 items
[0]
GO:0051402
[1]
neuron apoptotic process
[2]
[3]
[35] array · 4 items
[0]
GO:0003181
[1]
atrioventricular valve morphogenesis
[2]
[3]
[36] array · 4 items
[0]
GO:0006974
[1]
DNA damage response
[2]
[3]
[37] array · 4 items
[0]
GO:0010626
[1]
negative regulation of Schwann cell proliferation
[2]
[3]
[38] array · 4 items
[0]
GO:0050768
[1]
negative regulation of neurogenesis
[2]
[3]
[39] array · 4 items
[0]
GO:0048598
[1]
embryonic morphogenesis
[2]
[3]
[40] array · 4 items
[0]
GO:1,901,339
[1]
regulation of store-operated calcium channel activity
[2]
[3]
[41] array · 4 items
[0]
GO:0043524
[1]
negative regulation of neuron apoptotic process
[2]
[3]
[42] array · 4 items
[0]
GO:0097193
[1]
intrinsic apoptotic signaling pathway
[2]
[3]
[43] array · 4 items
[0]
GO:0071824
[1]
protein-DNA complex organization
[2]
[3]
locator
section[14]/table-wrap[2]#Tab6
gaps array · 1 item
[0]
asset:source:pmid:41053192 not verified
analysis object · 4 fields
state
absent
methods array · 0 items
targets array · 0 items
gaps array · 2 items
[0]
method
[1]
targets
capability object · 3 fields
state
absent
requirements array · 0 items
gaps array · 1 item
[0]
capability
readiness object · 8 fields
state
partial
tier
null
blocked_on
null
axes object · 0 fields
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 7 items
[0]
source:pmid:41053192
[1]
asset:table:pmid:41053192:1
[2]
asset:table:pmid:41053192:2
[3]
asset:table:pmid:41053192:3
[4]
asset:table:pmid:41053192:4
[5]
asset:table:pmid:41053192:5
[6]
asset:table:pmid:41053192:6
steps array · 1 item
[0]
read_published_estimate
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 1 item
[0]
xml
capabilities array · 0 items
data_gaps array · 1 item
[0]
source:pmid:41053192
gaps array · 1 item
[0]
corpus_record_absent
review object · 5 fields
state
partial
machine_critique object · 7 fields
status
blocked
providers array · 0 items
target_providers array · 0 items
agreement
false
disagreements array · 0 items
agreement_basis object · 2 fields
policy
decisive_fields
decisive_fields array · 4 items
[0]
work_type
[1]
number_stated
[2]
parent_value
[3]
unit
blinded
true
human_critique object · 5 fields
status
not_run
reviewer
null
signed_at
null
conflict_checked
false
commentary
null
stages array · 7 items
[0] object · 4 fields
key
target_materials
status
pending
reason
null
evidence
null
[1] object · 4 fields
key
independent_readings
status
blocked
reason
The independent readings are incomplete or disagree; the source evidence must resolve the difference.
evidence object · 1 field
provider_errors array · 4 items
[0] object · 4 fields
provider
minimax
model
null
reason
HTTP Error 429: Too Many Requests
raw_response
null
[1] object · 4 fields
provider
minimax_alt
model
null
reason
HTTP Error 429: Too Many Requests
raw_response
null
[2] object · 4 fields
provider
minimax
model
null
reason
HTTP Error 429: Too Many Requests
raw_response
null
[3] object · 4 fields
provider
minimax_alt
model
null
reason
HTTP Error 429: Too Many Requests
raw_response
null
[2] object · 4 fields
key
source_resolution
status
pending
reason
null
evidence
null
[3] object · 4 fields
key
protocol_reconstruction
status
pending
reason
null
evidence
null
[4] object · 4 fields
key
control_execution
status
pending
reason
null
evidence
null
[5] object · 4 fields
key
control_comparison
status
pending
reason
null
evidence
null
[6] object · 4 fields
key
publication
status
pending
reason
null
evidence
null
gaps array · 3 items
[0]
review.human_critique
[1]
review.machine_critique.blocked
[2]
review.machine_critique.providers
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 · 1 item
[0] object · 3 fields
id
package:8b1d48df7c1296cff04c4f39fcade4562ad72287f7ede27c0efe051b7a342082
type
sep_package
label
SEP v1 package for pmid:41053192
activities array · 1 item
[0] object · 4 fields
id
activity:conversion:pmid:41053192
type
conversion
used array · 1 item
[0]
package:8b1d48df7c1296cff04c4f39fcade4562ad72287f7ede27c0efe051b7a342082
agent
agent:corpus-assay-engine
agents array · 1 item
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
source_run_id
run-20261023T122449232913
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:41053192
parent_hash
sha256:0c181900335808cf9c8e501ea4691af364e8cb826b651031685d7c731f4502a4
fork_of
null
gaps array · 14 items
[0]
abstract
[1]
asset:source:pmid:41053192 not verified
[2]
authors
[3]
capability
[4]
corpus_record_absent
[5]
execution.not_run
[6]
method
[7]
review.human_critique
[8]
review.machine_critique.blocked
[9]
review.machine_critique.providers
[10]
step:obtain_source_data blocked on data:not_downloaded
[11]
step:run_analysis blocked on no owned computational capability is bound to this experiment
[12]
step:run_analysis input 'materials:the source data behind the published result in pmid:41053192' does not resolve to a declared asset
[13]
targets
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:41053192", "kind": "science-record", "revision": 2, "content_hash": "sha256:1fd51d45c2c3eb6f348081bd464a32d1970be53687682db5a6f77016679567ec", "created_at": "2026-11-01T10:25:53Z", "updated_at": "2026-11-01T14:01:49Z", "generator": {"name": "corpus-assay-engine", "converter": "sep_to_sci_v1", "source_package_schema": "urn:bntrg:sep:1.0.0"}, "paper": {"state": "partial", "title": "Decision tree-based machine learning methods for identifying colorectal cancer-associated microRNA signatures and their regulatory networks.", "doi": "10.1038/s41598-025-17037-7", "pmid": "41053192", "authors": null, "journal": "Scientific reports", "year": 2025, "abstract": null, "claims": [{"id": "claim-1", "statement": "the headline numerical result the paper states for its main finding", "kind": "qualitative", "state": "blocked", "target": {"value": null, "unit": null, "tolerance": null, "source": null}, "evidence": []}], "gaps": ["abstract", "authors"]}, "experiment": {"state": "partial", "objective": "the headline numerical result the paper states for its main finding", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate and its interval from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The number a replication must land on, and the sentence it came from.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:41053192"], "outputs": ["the published estimate, its unit and its interval"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data behind the published result", "kind": "data-preparation", "state": "blocked", "blocked_on": "data:not_downloaded", "description": "The published result cannot be recomputed without the data the paper analysed.", "duration_hours": null, "parameters": {}, "inputs": [], "outputs": ["the source data with its provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the analysis programme", "kind": "analysis", "state": "blocked", "blocked_on": "no owned computational capability is bound to this experiment", "description": "Re-run the paper's analysis on the source data and produce the registered result. | SEP input not carried into the asset list: materials:the source data behind the published result in pmid:41053192", "duration_hours": null, "parameters": {}, "inputs": [], "outputs": ["the registered result"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:obtain_source_data blocked on data:not_downloaded", "step:run_analysis blocked on no owned computational capability is bound to this experiment", "step:run_analysis input 'materials:the source data behind the published result in pmid:41053192' does not resolve to a declared asset"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41053192", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-025-17037-7", "sha256": "sha256:d2f4d440740fdc2e43d7a2c00bdb4d3f61e78330b264139c7ef7d4529c612215", "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-025-17037-7", "version": null, "note": "Source read by the package builder: full_text.", "structure": {"access_state": "full_text"}}, {"id": "asset:table:pmid:41053192:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:1c7071212d30cd84a7a48c7ff025923f03df3c7c613daac3fdf3bc9d1e1b84fd", "bytes": 627, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#Tab1", "version": null, "note": "Information of datasets.", "structure": {"pmcid": "PMC12500991", "section_index": 3, "section_title": "Microarray data collection", "row_count": 5, "column_count": 8}, "table": {"label": "Table 1", "caption": "Information of datasets.", "rows": [["Dataset", "GEO accession", "Source", "Platform", "Number of samples", "Number of miRNAs", "Ref."], ["CRC", "Normal"], ["Internal", "GSE106817", "Serum microRNA profiles", "3D-Gene Human miRNA V21_1.0.0", "115", "2759", "2568", "99"], ["External validation", "GSE113486", "Serum microRNA profiles", "3D-Gene Human miRNA V21_1.0.0", "40", "100", "2566", "95"], ["External validation", "GSE113740", "Serum microRNA profiles", "3D-Gene Human miRNA V21_1.0.0", "25", "950", "2565", "100"]], "row_count": 5, "column_count": 8, "numeric_cells": 18, "header_rows": 2, "locator": "section[3]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:41053192:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:10729a5d09ffcc6b337aed1ab034d6e46835dfa67382f01cd7f0accdfbc1f701", "bytes": 2049, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#Tab2", "version": null, "note": "The significancevalue of MiRNAs in the RF and XGBoost models in the internal and external validation datasets.", "structure": {"pmcid": "PMC12500991", "section_index": 12, "section_title": "Differential expressed MiRNAs in models", "row_count": 40, "column_count": 5}, "table": {"label": "Table 2", "caption": "The significancevalue of MiRNAs in the RF and XGBoost models in the internal and external validation datasets.", "rows": [["miRNAs", "Significance value", "Mean of scores"], ["GSE106817", "GSE113786", "GSE113740"], ["Random forest model"], ["hsa-miR-6787-5p", "100.0", "93.58", "53.36", "82.31"], ["hsa-miR-1246", "88.65", "66.89", "38.49", "64.67"], ["hsa-miR-8073", "86.67", "28.67", "52.45", "55.93"], ["hsa-miR-920", "85.72", "31.9", "-", "36.45"], ["hsa-miR-5100", "85.26", "24.1", "51", "53.45"], ["hsa-miR-6717-5p", "79.58", "86.86", "66.29", "77.57"], ["hsa-miR-6746-5p", "76.97", "-", "44.37", "40.44"], ["hsa-miR-3622a-5p", "74.48", "-", "30.53", "35.00"], ["hsa-miR-1228-5p", "72.31", "78.09", "100.0", "83.46"], ["hsa-miR-4706", "69.8", "59.96", "57.65", "62.47"], ["hsa-miR-6765-5p", "69.11", "19.05", "35.27", "41.14"], ["hsa-miR-1268a", "65.33", "33.82", "11.9", "37.09"], ["hsa-miR-22-3p", "64.89", "58.04", "22.75", "48.56"], ["hsa-miR-29b-3p", "60.26", "42.31", "-", "34.2"], ["hsa-miR-92a-3p", "57.12", "49.34", "13.08", "39.84"], ["hsa-miR-3184-5p", "56.65", "100.0", "70.93", "75.86"], ["hsa-miR-6794-5p", "56.13", "-", "-", "18.71"], ["hsa-miR-1343-3p", "54.76", "93.71", "96.3", "81.59"], ["hsa-miR-451a", "52.37", "-", "37.86", "30.07"], ["hsa-miR-7977", "50.68", "36.19", "28.66", "38.51"], ["XGBoost model"], ["hsa-miR-1343-3p", "100.0", "-", "-", "33.3"], ["hsa-miR-1246", "69.15", "54.79", "-", "41.33"], ["hsa-miR-6746-5p", "39.0", "9.63", "-", "16.21"], ["hsa-miR-920", "24.03", "-", "-", "8.01"], ["hsa-miR-1290", "14.86", "-", "-", "4.95"], ["hsa-miR-6787-5p", "8.76", "100.0", "42.97", "50.57"], ["hsa-miR-6765-5p", "6.56", "-", "-", "2.18"], ["hsa-miR-1228-5p", "2.70", "-", "100.0", "34.23"], ["hsa-miR-937-5p", "1.39", "-", "-", "0.46"], ["hsa-miR-6511b-5p", "1.17", "-", "-", "0.39"], ["hsa-miR-1268a", "0.88", "-", "-", "0.29"], ["hsa-miR-5100", "0.38", "1.49", "-", "0.62"], ["hsa-miR-4417", "0.13", "-", "10.18", "3.43"], ["hsa-miR-6794-5p", "0.13", "-", "-", "0.04"], ["hsa-miR-4259", "0.12", "-", "-", "0.04"], ["hsa-miR-8060", "0.06", "-", "-", "0.02"]], "row_count": 40, "column_count": 5, "numeric_cells": 151, "header_rows": 2, "locator": "section[12]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:41053192:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:113bb5e0368f2589a1c93d1141137b9af77542b6c00055d36b26bf7f5b575ce5", "bytes": 4914, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[2]#Tab3", "version": null, "note": "MiRNA statuses in external datasets.", "structure": {"pmcid": "PMC12500991", "section_index": 12, "section_title": "Differential expressed MiRNAs in models", "row_count": 53, "column_count": 8}, "table": {"label": "Table 3", "caption": "MiRNA statuses in external datasets.", "rows": [["miRNA ID list", "External dataset", "logFC1", "B2", "T3", "P.Value", "adj.P.Val", "miRNA status"], ["has-miR-1228-5p", "GSE113486", "-1.12301", "81.5169", "-18.8762", "1.67E-40", "8.59E-38", "Downregulated"], ["GSE113740", "-1.00306", "37.3036", "-12.24148", "5.33E-21", "9.11E-19", "Downregulated"], ["has-miR-6787-5p", "GSE113486", "1.61572", "70.5048", "16.85056", "1.18E-35", "4.31E-33", "Upregulated"], ["GSE113740", "1.325679", "30.2259", "10.72794", "7.01E-18", "4.49E-16", "Upregulated"], ["has-miR-3184-5p", "GSE113486", "-2.1625", "67.2127", "-16.262", "3.29E-34", "1.05E-31", "Downregulated"], ["GSE113740", "-2.24559", "30.8233", "-10.8543", "3.82E-18", "2.51E-16", "Downregulated"], ["has-miR-1343-3p", "GSE113486", "2.35511", "53.9927", "13.96019", "2.10E-28", "2.57E-26", "Upregulated"], ["GSE113740", "2.273051", "36.0928", "11.97954", "1.82E-20", "2.52E-18", "Upregulated"], ["has-miR-4706", "GSE113486", "1.27794", "43.0184", "12.09875", "1.38E-23", "6.41E-22", "Upregulated"], ["GSE113740", "1.097518", "27.8719", "10.23181", "7.63E-17", "3.88E-15", "Upregulated"], ["has-miR-92a-3p", "GSE113486", "2.85429", "42.4319", "11.99982", "2.49E-23", "1.08E-21", "Upregulated"], ["GSE113740", "2.575373", "14.9295", "7.50229", "3.89E-11", "2.63E-10", "Upregulated"], ["has-miR-6765-5p", "GSE113486", "-0.75138", "40.2323", "-11.6289", "2.30E-22", "7.53E-21", "Downregulated"], ["GSE113740", "-0.70819", "12.9282", "-7.06828", "2.99E-10", "1.56E-09", "Downregulated"], ["has-miR-6717-5p", "GSE113486", "3.16371", "40.0675", "11.60114", "2.71E-22", "8.59E-21", "Upregulated"], ["GSE113740", "3.356785", "28.018", "10.26253", "6.58E-17", "3.52E-15", "Upregulated"], ["has-miR-1246", "GSE113486", "6.61289", "37.5217", "11.1716", "3.55E-21", "9.03E-20", "Upregulated"], ["GSE113740", "7.478777", "38.6391", "12.53211", "1.37E-21", "2.71E-19", "Upregulated"], ["hsa-miR-22-3p", "GSE113486", "4.45026", "36.5836", "11.01313", "9.17E-21", "2.18E-19", "Upregulated"], ["GSE113740", "3.89971", "17.8072", "8.11673", "2.09E-12", "2.17E-11", "Upregulated"], ["hsa-miR-7977", "GSE113486", "2.04939", "34.4587", "10.65354", "7.86E-20", "1.54E-18", "Upregulated"], ["GSE113740", "1.81994", "27.4291", "10.13875", "1.20E-16", "5.55E-15", "Upregulated"], ["hsa-miR-6746-5p", "GSE113486", "1.30871", "33.34", "10.46376", "2.44E-19", "4.11E-18", "Upregulated"], ["GSE113740", "1.100958", "16.064", "7.74564", "1.23E-11", "9.81E-11", "Upregulated"], ["hsa-miR-920", "GSE113486", "2.23288", "25.1792", "9.0616", "9.41E-16", "7.18E-15", "Upregulated"], ["GSE113740", "1.06022", "-2.1119", "3.22282", "1.76E-03", "2.82E-03", "Upregulated"], ["hsa-miR-451a", "GSE113486", "5.06649", "24.6391", "8.9672", "1.63E-15", "1.18E-14", "Upregulated"], ["GSE113740", "5.070946", "19.9474", "8.56884", "2.37E-13", "3.30E-12", "Upregulated"], ["hsa-miR-1268a", "GSE113486", "-0.53666", "23.1903", "-8.7126", "7.06E-15", "4.51E-14", "Downregulated"], ["GSE113740", "-0.531", "9.6791", "-6.34588", "8.26E-09", "3.04E-08", "Downregulated"], ["hsa-miR-29b-3p", "GSE113486", "4.01697", "19.0763", "7.97638", "4.59E-13", "1.95E-12", "Upregulated"], ["GSE113740", "3.824398", "8.9099", "6.17056", "1.81E-08", "6.25E-08", "Upregulated"], ["hsa-miR-937-5p", "GSE113486", "0.58865", "12.3417", "6.70811", "4.36E-10", "1.13E-09", "Upregulated"], ["GSE113740", "0.342777", "-0.7875", "3.65661", "4.26E-04", "7.36E-04", "Upregulated"], ["hsa-miR-6511b-5p", "GSE113486", "1.5816", "10.4716", "6.33528", "2.95E-09", "6.79E-09", "Upregulated"], ["GSE113740", "1.30541", "1.9454", "4.45078", "2.40E-05", "4.85E-05", "Upregulated"], ["hsa-miR-1290", "GSE113486", "3.4776", "6.8586", "5.57661", "1.20E-07", "2.33E-07", "Upregulated"], ["GSE113740", "3.238315", "14.336", "7.37426", "7.13E-11", "4.43E-10", "Upregulated"], ["hsa-miR-4259", "GSE113486", "1.61476", "4.8961", "5.13623", "9.11E-07", "1.63E-06", "Upregulated"], ["GSE113740", "1.111774", "-3.0084", "2.90089", "4.66E-03", "7.11E-03", "Upregulated"], ["hsa-miR-3622a-5p", "GSE113486", "0.82532", "4.3369", "5.00603", "1.62E-06", "2.86E-06", "Upregulated"], ["GSE113740", "1.042126", "5.9791", "5.4815", "3.68E-07", "9.60E-07", "Upregulated"], ["hsa-miR-5100", "GSE113486", "2.9519", "32.9003", "10.38905", "3.80e-19", "6.21e-18", "Upregulated"], ["GSE113740", "2.871827", "26.7861", "10.00371", "2.30E-16", "9.35E-15", "Upregulated"], ["hsa-miR-6794-5p", "GSE113486", "0.33909", "1.1535", "4.21189", "4.48E-05", "6.98E-05", "Upregulated"], ["GSE113740", "0.215848", "-4.2335", "2.40483", "1.82E-02", "2.57E-02", "Upregulated"], ["hsa-miR-4417", "GSE113486", "0.10292", "-6.6008", "1.11003", "2.69E-01", "2.96E-01", "Upregulated"], ["GSE113740", "0.475273", "11.3483", "6.72027", "1.50E-09", "6.38E-09", "Upregulated"], ["hsa-miR-8060", "GSE113486", "1.03949", "-3.5327", "2.74732", "6.79E-03", "8.91E-03", "Upregulated"], ["GSE113740", "1.560191", "-2.1529", "3.20867", "1.84E-03", "2.94E-03", "Upregulated"], ["hsa-miR-8073", "GSE113486", "2.42001", "60.2832", "15.0446", "3.64E-31", "6.67E-29", "Upregulated"], ["GSE113740", "2.330846", "53.9467", "16.03388", "2.35E-28", "3.01E-25", "Upregulated"]], "row_count": 53, "column_count": 8, "numeric_cells": 338, "header_rows": 1, "locator": "section[12]/table-wrap[2]#Tab3"}}, {"id": "asset:table:pmid:41053192:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c3115ea547957f64407b4b05090fa9b56bdf60a815aeec1264da15892e7c84a0", "bytes": 614, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#Tab4", "version": null, "note": "Optimal hyperparameters and performance metrics for the final models.", "structure": {"pmcid": "PMC12500991", "section_index": 13, "section_title": "Performance evaluation", "row_count": 3, "column_count": 8}, "table": {"label": "Table 4", "caption": "Optimal hyperparameters and performance metrics for the final models.", "rows": [["Classifier", "hyperparameters", "Accuracy", "AUC(%)", "Sensitivity(%)", "Specificity(%)", "Positive prediction value (PPV)", "Negative prediction value (NPV)"], ["RF", "Mtry4 = 2", "99.88", "100.0", "100.0", "100.0", "97.14", "100.0"], ["XGB", "nrounds = 50, max_depth = 1, eta = 0.3, gamma = 0, colsample_bytree= 0.6, min_child_weight = 1 and subsample = 0.5.", "99.71", "99.9", "97.05", "99.87", "97.05", "99.87"]], "row_count": 3, "column_count": 8, "numeric_cells": 14, "header_rows": 1, "locator": "section[13]/table-wrap[1]#Tab4"}}, {"id": "asset:table:pmid:41053192:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6a448c5a5cd228d4cdbb4919a94229ff0e60265c6e2a16d8d84b99aec9a3a524", "bytes": 2968, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#Tab5", "version": null, "note": "miRNA-associated pathways listed by miranno.", "structure": {"pmcid": "PMC12500991", "section_index": 14, "section_title": "Functional annotation of the identified MiRNAs", "row_count": 46, "column_count": 4}, "table": {"label": "Table 5", "caption": "miRNA-associated pathways listed by miranno.", "rows": [["miRNA", "Pathways (N)", "Cancer/tumor pathways", "Top 5 associated molecular pathways"], ["hsa-miR-1228-5p", "144", "Signaling by ligand-responsive EGFR variants in cancer", "Metabolism of ingested SeMet, Sec, MeSec into H2Se"], ["Signaling by EGFR in cancer", "Fructose metabolism"], ["Constitutive signaling by ligand-responsive EGFR cancer variants", "Mechanism of protein import into the nucleus"], ["Signaling by EGFRvIII in cancer", "Tyrosine degradation"], ["Thyroid cancer", "Geranylgeranyl diphosphate from farnesyl diphosphate and isopentenyl diphosphate"], ["hsa-miR-6787-5p", "153", "Constitutive signaling by AKT1 E17K in cancer", "FGFRL1 modulation of FGFR1 signaling"], ["MTF1 activates gene expression"], ["Phosphoinositides and their downstream targets"], ["Lidocaine (Local Anaesthetic) Metabolism Pathway"], ["WNT ligand secretion is abrogated by the PORCN inhibitor LGK974"], ["hsa-miR-1343-3p", "102", "Estrogen responsive protein efp controls cell cycle and breast tumors growth", "PTK6 Activates STAT3"], ["Ibuprofen_Pathway_Pharmacokinetics"], ["Signaling mediated by p38-alpha and p38-beta"], ["Urokinase-type plasminogen activator (uPA) and uPAR-mediated signaling"], ["UMP biosynthesis via de novo pathway"], ["hsa-miR-6717-5p", "146", "Bladder cancer", "Benzo(a)pyrene metabolism"], ["Synthesis of bile acids and bile salts via 27-hydroxycholesterol"], ["Synthesis of bile acids and bile salts via 24-hydroxycholesterol"], ["Synthesis of bile acids and bile salts via 7alpha-Hydroxycholesterol"], ["Allopregnanolone biosynthesis"], ["hsa-miR-3184-5p", "175", "-", "NFG and proNGF binds to p75NTR"], ["Putrescine biosynthesis via L-ornithine pathway"], ["Putrescine biosynthesis I"], ["Putrescine from L-ornithine"], ["Spermidine from putrescine"], ["hsa-miR-1246", "114", "Signaling by WNT in cancer", "Interaction With Cumulus Cells"], ["Dermatan sulfate degradation (metazoa)"], ["L-cysteine degradation I"], ["phosphocholine from choline"], ["Acyl carrier protein metabolism"], ["hsa-miR-4706", "203", "-", "WNT ligand secretion / PORCN inhibitor LGK974"], ["FGFRL1 modulation of FGFR1 signaling"], ["Microtubule-dependent trafficking of connexons from Golgi to the plasma membrane"], ["Beta agonist/Beta blocker Pathway"], ["Downstream signaling in naïve CD8 + T cells"], ["hsa-miR-8073", "131", "-", "Quinol/quinone metabolism"], ["Menaquinone biosynthesis"], ["Dopamine biosynthesis"], ["Dopamine from L-tyrosine"], ["Ascorbate and aldarate metabolism"], ["hsa-miR-5100", "89", "Methotrexate Pathway Cancer Cell Pharmacodynamics", "(S)-3-hydroxy-3-methylglutaryl-CoA degradation"], ["Acetoacetate from (S)-3-hydroxy-3-methylglutaryl-CoA"], ["TCA Cycle Nutrient Utilization and Invasiveness of Ovarian Cancer", "Metabolic intermediate metabolism"], ["Effects of Nitric Oxide"], ["4-hydroxy-2-nonenal detoxification"]], "row_count": 46, "column_count": 4, "numeric_cells": 30, "header_rows": 1, "locator": "section[14]/table-wrap[1]#Tab5"}}, {"id": "asset:table:pmid:41053192:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:08a9a99aa7133df8f6aeb5a6e057b0f12a10e08f9845e057061c4d99ea46788e", "bytes": 3831, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[2]#Tab6", "version": null, "note": "Gene ontology reported by ToppFun for target genes of the selected mirnas.", "structure": {"pmcid": "PMC12500991", "section_index": 14, "section_title": "Functional annotation of the identified MiRNAs", "row_count": 44, "column_count": 4}, "table": {"label": "Table 6", "caption": "Gene ontology reported by ToppFun for target genes of the selected mirnas.", "rows": [["GO: biological process", "GO: molecular function"], ["ID", "Name", "ID", "Name"], ["GO:0045934", "negative regulation of nucleobase-containing compound metabolic process", "GO:0043565", "sequence-specific DNA binding"], ["GO:0051253", "negative regulation of RNA metabolic process", "GO:0003690", "double-stranded DNA binding"], ["GO:0010558", "negative regulation of macromolecule biosynthetic process", "GO:1,990,837", "sequence-specific double-stranded DNA binding"], ["GO:0031327", "negative regulation of cellular biosynthetic process", "GO:0000976", "transcription cis-regulatory region binding"], ["GO:1,902,679", "negative regulation of RNA biosynthetic process", "GO:0019904", "protein domain specific binding"], ["GO:0045892", "negative regulation of DNA-templated transcription", "GO:0001067", "transcription regulatory region nucleic acid binding"], ["GO:0060322", "head development", "GO:0060090", "molecular adaptor activity"], ["GO:0031647", "regulation of protein stability", "GO:0008134", "transcription factor binding"], ["GO:0000122", "negative regulation of transcription by RNA polymerase II", "GO:0000977", "RNA polymerase II transcription regulatory region sequence-specific DNA binding"], ["GO:0043066", "negative regulation of apoptotic process", "GO:0003700", "DNA-binding transcription factor activity"], ["GO:0051960", "regulation of nervous system development", "GO:0000978", "RNA polymerase II cis-regulatory region sequence-specific DNA binding"], ["GO:0043069", "negative regulation of programmed cell death", "GO:0030674", "protein-macromolecule adaptor activity"], ["GO:0007420", "brain development", "GO:0044389", "ubiquitin-like protein ligase binding"], ["GO:0007417", "central nervous system development", "GO:0000987", "cis-regulatory region sequence-specific DNA binding"], ["GO:0050767", "regulation of neurogenesis", "GO:0140262", "mRNA cap binding complex binding"], ["GO:0045893", "positive regulation of DNA-templated transcription", "GO:0000981", "DNA-binding transcription factor activity, RNA polymerase II-specific"], ["GO:1,902,680", "positive regulation of RNA biosynthetic process", "GO:0031625", "ubiquitin protein ligase binding"], ["GO:0043067", "regulation of programmed cell death", "GO:0042393", "histone binding"], ["GO:0000902", "cell morphogenesis", "GO:0140110", "transcription regulator activity"], ["GO:0042981", "regulation of apoptotic process", "GO:0001221", "transcription coregulator binding"], ["GO:0050821", "protein stabilization", "", ""], ["GO:0007628", "adult walking behavior", "", ""], ["GO:1,903,169", "regulation of calcium ion transmembrane transport", "", ""], ["GO:0045597", "positive regulation of cell differentiation", "", ""], ["GO:0043523", "regulation of neuron apoptotic process", "", ""], ["GO:0048666", "neuron development", "", ""], ["GO:0044087", "regulation of cellular component biogenesis", "", ""], ["GO:0045184", "establishment of protein localization", "", ""], ["GO:0014009", "glial cell proliferation", "", ""], ["GO:0015031", "protein transport", "", ""], ["GO:0090659", "walking behavior", "", ""], ["GO:0042063", "gliogenesis", "", ""], ["GO:0051402", "neuron apoptotic process", "", ""], ["GO:0003181", "atrioventricular valve morphogenesis", "", ""], ["GO:0006974", "DNA damage response", "", ""], ["GO:0010626", "negative regulation of Schwann cell proliferation", "", ""], ["GO:0050768", "negative regulation of neurogenesis", "", ""], ["GO:0048598", "embryonic morphogenesis", "", ""], ["GO:1,901,339", "regulation of store-operated calcium channel activity", "", ""], ["GO:0043524", "negative regulation of neuron apoptotic process", "", ""], ["GO:0097193", "intrinsic apoptotic signaling pathway", "", ""], ["GO:0071824", "protein-DNA complex organization", "", ""]], "row_count": 44, "column_count": 4, "numeric_cells": 62, "header_rows": 2, "locator": "section[14]/table-wrap[2]#Tab6"}}], "gaps": ["asset:source:pmid:41053192 not verified"]}, "analysis": {"state": "absent", "methods": [], "targets": [], "gaps": ["method", "targets"]}, "capability": {"state": "absent", "requirements": [], "gaps": ["capability"]}, "readiness": {"state": "partial", "tier": null, "blocking_axis": null, "blocked_on": null, "axes": {}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:41053192", "asset:table:pmid:41053192:1", "asset:table:pmid:41053192:2", "asset:table:pmid:41053192:3", "asset:table:pmid:41053192:4", "asset:table:pmid:41053192:5", "asset:table:pmid:41053192:6"], "steps": ["read_published_estimate"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": ["xml"], "capabilities": [], "data_gaps": ["source:pmid:41053192"]}, "gaps": ["corpus_record_absent"]}, "review": {"state": "partial", "machine_critique": {"status": "blocked", "providers": [], "target_providers": [], "agreement": false, "disagreements": [], "agreement_basis": {"policy": "decisive_fields", "decisive_fields": ["work_type", "number_stated", "parent_value", "unit"]}, "blinded": true}, "human_critique": {"status": "not_run", "reviewer": null, "signed_at": null, "conflict_checked": false, "commentary": null}, "stages": [{"key": "target_materials", "status": "pending", "reason": null, "evidence": null}, {"key": "independent_readings", "status": "blocked", "reason": "The independent readings are incomplete or disagree; the source evidence must resolve the difference.", "evidence": {"provider_errors": [{"provider": "minimax", "model": null, "reason": "HTTP Error 429: Too Many Requests", "raw_response": null}, {"provider": "minimax_alt", "model": null, "reason": "HTTP Error 429: Too Many Requests", "raw_response": null}, {"provider": "minimax", "model": null, "reason": "HTTP Error 429: Too Many Requests", "raw_response": null}, {"provider": "minimax_alt", "model": null, "reason": "HTTP Error 429: Too Many Requests", "raw_response": null}]}}, {"key": "source_resolution", "status": "pending", "reason": null, "evidence": null}, {"key": "protocol_reconstruction", "status": "pending", "reason": null, "evidence": null}, {"key": "control_execution", "status": "pending", "reason": null, "evidence": null}, {"key": "control_comparison", "status": "pending", "reason": null, "evidence": null}, {"key": "publication", "status": "pending", "reason": null, "evidence": null}], "gaps": ["review.human_critique", "review.machine_critique.blocked", "review.machine_critique.providers"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "package:8b1d48df7c1296cff04c4f39fcade4562ad72287f7ede27c0efe051b7a342082", "type": "sep_package", "label": "SEP v1 package for pmid:41053192"}], "activities": [{"id": "activity:conversion:pmid:41053192", "type": "conversion", "used": ["package:8b1d48df7c1296cff04c4f39fcade4562ad72287f7ede27c0efe051b7a342082"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}], "source_run_id": "run-20261023T122449232913", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:41053192", "parent_hash": "sha256:0c181900335808cf9c8e501ea4691af364e8cb826b651031685d7c731f4502a4", "fork_of": null, "generation": 2}, "gaps": ["abstract", "asset:source:pmid:41053192 not verified", "authors", "capability", "corpus_record_absent", "execution.not_run", "method", "review.human_critique", "review.machine_critique.blocked", "review.machine_critique.providers", "step:obtain_source_data blocked on data:not_downloaded", "step:run_analysis blocked on no owned computational capability is bound to this experiment", "step:run_analysis input 'materials:the source data behind the published result in pmid:41053192' does not resolve to a declared asset", "targets"]}