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pmid:31333881

Elevated HOX gene expression in acute myeloid leukemia is associated with NPM1 mutations and poor survival.

Ádám Nagy · Ágnes Ősz · Jan Budczies · Szilvia Krizsán · Gergely Szombath · Judit Demeter · Csaba Bödör · Balázs Győrffy

Journal of advanced research · 2019 doi:10.1016/j.jare.2019.05.006

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Experiment

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:31333881
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science-record
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:47Z
updated_at
2026-11-01T22:00:43Z
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paper object · 10 fields
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title
Elevated HOX gene expression in acute myeloid leukemia is associated with NPM1 mutations and poor survival.
doi
10.1016/j.jare.2019.05.006
pmid
31333881
authors array · 8 items
[0]
Ádám Nagy
[1]
Ágnes Ősz
[2]
Jan Budczies
[3]
Szilvia Krizsán
[4]
Gergely Szombath
[5]
Judit Demeter
[6]
Csaba Bödör
[7]
Balázs Győrffy
journal
Journal of advanced research
year
2019
abstract
Acute myeloid leukemia (AML) is a clonal disorder of hematopoietic progenitor cells and the most common malignant myeloid disorder in adults. Several gene mutations such as in NPM1 (nucleophosmin 1) are involved in the pathogenesis and progression of AML. The aim of this study was to identify genes whose expression is associated with driver mutations and survival outcome. Genotype data (somatic mutations) and gene expression data including RNA-seq, microarray, and qPCR data were used for the analysis. Multiple datasets were utilized as training sets (GSE6891, TCGA, and GSE1159). A new clinical sample cohort (Semmelweis set) was established for in vitro validation. Wilcoxon analysis was used to identify genes with expression alterations between the mutant and wild type samples. Cox regression analysis was performed to examine the association between gene expression and survival outcome. Data analysis was performed in the R statistical environment. Eighty-five genes were identified with significantly altered expression when comparing NPM1 mutant and wild type patient groups in the GSE6891 set. Additional training sets were used as a filter to condense the six most significant genes associated with NPM1 mutations. Then, the expression changes of these six genes were confirmed in the Semmelweis set: HOXA5 (P = 3.06E-12, FC = 8.3), HOXA10 (P = 2.44E-09, FC = 3.3), HOXB5 (P = 1.86E-13, FC = 37), MEIS1 (P = 9.82E-10, FC = 4.4), PBX3 (P = 1.03E-13, FC = 5.4) and ITM2A (P = 0.004, FC = 0.4). Cox regression analysis showed that higher expression of these genes - with the exception of ITM2A - was associated with worse overall survival. Higher expression of the HOX genes was identified in tumors harboring NPM1 gene mutations by computationally linking genotype and gene expression. In vitro validation of these genes supports their potential therapeutic application in AML.
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Then, Wilcoxon analysis was used to identify differentially expressed genes between the mutant and wild type cohorts.
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sections[9] "Statistical computations" paragraph 2
quote
Then, Wilcoxon analysis was used to identify differentially expressed genes between the mutant and wild type cohorts.
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The NCBI Gene Expression Omnibus datasets are available using the following links: GSE6891: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE6891. GSE1159: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE1159. TCGA (The Cancer Genome Atlas) dataset is available using the following link: https://portal.gdc.cancer.gov/projects/TCGA-LAML.
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sections[18] "Availability of data and material" paragraphs 1-5
quote
The NCBI Gene Expression Omnibus datasets are available using the following links: GSE6891: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE6891. GSE1159: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE1159. TCGA (The Cancer Genome Atlas) dataset is available using the following link: https://portal.gdc.cancer.gov/projects/TCGA-LAML.
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Quantitative PCR primers for selected and references genes.
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PMC6614546
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Quantitative PCR measurement
row_count
21
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Table 1
caption
Quantitative PCR primers for selected and references genes.
rows array · 21 items
[0] array · 7 items
[0]
Mutation
[1]
Gene
[2]
NCBI nucleotide sequence
[3]
[4]
Primer sequence
[5]
Length (bp)
[6]
Temp (°C)
[1] array · 7 items
[0]
IDH1
[1]
RASGRP3
[2]
NM_015376.2
[3]
F:
[4]
5′-CAAGCCAACCTTCTGCGAAC-3′
[5]
83
[6]
60
[2] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-TGGCTCCACAGTCTTTGCAT-3′
[5]
[6]
[3] array · 7 items
[0]
IDH2
[1]
NPDC1
[2]
NM_015392.3
[3]
F:
[4]
5′-GACTACGCCACTGCGAAGG-3′
[5]
139
[6]
60
[4] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-CTTTATGCCGCTCCAGGCAC-3′
[5]
[6]
[5] array · 7 items
[0]
NPM1
[1]
HOXA5
[2]
NM_019102.3
[3]
F:
[4]
5′-AGCTGCACATAAGTCATGACAACA-3′
[5]
136
[6]
60
[6] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-TCAATCCTCCTTCTGCGGGT-3′
[5]
[6]
[7] array · 7 items
[0]
NPM1
[1]
HOXB5
[2]
NM_002147.3
[3]
F:
[4]
5′-AACTCCTTCTCGGGGCGTTAT-3′
[5]
138
[6]
60
[8] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-CATCCCATTGTAATTGTAGCCGT-3′
[5]
[6]
[9] array · 7 items
[0]
NPM1
[1]
HOXA10
[2]
NM_018951.3
[3]
F:
[4]
5′-GAGAGCAGCAAAGCCTCGC-3′
[5]
127
[6]
60
[10] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-CCAGTGTCTGGTGCTTCGTG-3′
[5]
[6]
[11] array · 7 items
[0]
NPM1
[1]
ITM2A
[2]
NM_001171581.1
[3]
F:
[4]
5′-TGTTGCTGGGGAACTGCTAT-3′
[5]
102
[6]
60
[12] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-GATATCTGCCACTCGCCAGTTT-3′
[5]
[6]
[13] array · 7 items
[0]
NPM1
[1]
MEIS1
[2]
NM_002398.2
[3]
F:
[4]
5′-CACGGGACTCACCATCCTTC-3′
[5]
99
[6]
60
[14] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-TGACTTACTGCTCGGTTGGAC-3′
[5]
[6]
[15] array · 7 items
[0]
NPM1
[1]
PBX3
[2]
NM_006195.5
[3]
F:
[4]
5′-CACACCTCAGCAACCCCTAC-3′
[5]
90
[6]
60
[16] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-ACCAATTGGATACCTGTGACACT-3′
[5]
[6]
[17] array · 7 items
[0]
–
[1]
GAPDH
[2]
NM_002046.6
[3]
F:
[4]
5′-AAATCAAGTGGGGCGATGCT-3′
[5]
86
[6]
60
[18] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-CAAATGAGCCCCAGCCTTCT-3′
[5]
[6]
[19] array · 7 items
[0]
–
[1]
TBP
[2]
NM_003194.4
[3]
F:
[4]
5′-GCACAGGAGCCAAGAGTGAA-3′
[5]
127
[6]
60
[20] array · 7 items
[0]
[1]
[2]
[3]
R:
[4]
5′-TCACAGCTCCCCACCATGT-3′
[5]
[6]
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Clinical characteristics of datasets.
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11
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Analysis of the first training cohort
row_count
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Table 2
caption
Clinical characteristics of datasets.
rows array · 8 items
[0] array · 5 items
[0]
[1]
GSE6859
[2]
TCGA
[3]
GSE1159
[4]
Semmelweis set
[1] array · 5 items
[0]
Total number of samples
[1]
536
[2]
200
[3]
293
[4]
169
[2] array · 5 items
[0]
Samples with mutation & expression data
[1]
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[2]
116
[3]
247
[4]
169
[3] array · 5 items
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[1]
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[2]
18–89 (58)
[3]
15–60 (42)
[4]
0–85 (59)
[4] array · 5 items
[0]
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[1]
230/230
[2]
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[3]
128/119
[4]
84/85
[5] array · 5 items
[0]
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[1]
18,7
[2]
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[3]
17
[4]
6.92
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[2]
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[3]
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[4]
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[2]
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[3]
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List of genes showing significantly altered expression when comparing NPM1 mutant and wild type cohorts in the training set.
structure object · 5 fields
pmcid
PMC6614546
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11
section_title
Analysis of the first training cohort
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Table 3
caption
List of genes showing significantly altered expression when comparing NPM1 mutant and wild type cohorts in the training set.
rows array · 86 items
[0] array · 5 items
[0]
Gene
[1]
Mutant median
[2]
Wild median
[3]
FC
[4]
P-value
[1] array · 5 items
[0]
HOXB3
[1]
598.5
[2]
189
[3]
3.17
[4]
5.12E−45
[2] array · 5 items
[0]
HOXA5
[1]
2799
[2]
100
[3]
27.99
[4]
1.87E−44
[3] array · 5 items
[0]
HOXB2
[1]
2282
[2]
220.5
[3]
10.35
[4]
2.85E−43
[4] array · 5 items
[0]
HOXB6
[1]
1017
[2]
83.5
[3]
12.18
[4]
4.55E−43
[5] array · 5 items
[0]
HOXA10
[1]
2952
[2]
683.5
[3]
4.32
[4]
2.22E−39
[6] array · 5 items
[0]
PBX3
[1]
3544.5
[2]
654
[3]
5.42
[4]
5.45E−39
[7] array · 5 items
[0]
MEIS1
[1]
2264.5
[2]
431
[3]
5.25
[4]
1.12E−38
[8] array · 5 items
[0]
HOXB5
[1]
840.5
[2]
321.5
[3]
2.61
[4]
1.35E−38
[9] array · 5 items
[0]
PDGFD
[1]
665.5
[2]
227.5
[3]
2.93
[4]
2.30E−33
[10] array · 5 items
[0]
SMC4
[1]
4415
[2]
2043.5
[3]
2.16
[4]
2.75E−32
[11] array · 5 items
[0]
COL4A5
[1]
1342.5
[2]
100.5
[3]
13.36
[4]
1.00E−31
[12] array · 5 items
[0]
DMXL2
[1]
4371.5
[2]
1398
[3]
3.13
[4]
3.00E−31
[13] array · 5 items
[0]
PLA2G4A
[1]
593.5
[2]
262.5
[3]
2.26
[4]
6.11E−29
[14] array · 5 items
[0]
CD34
[1]
257.5
[2]
1854
[3]
0.14
[4]
7.04E−29
[15] array · 5 items
[0]
APP
[1]
49
[2]
839
[3]
0.06
[4]
3.44E−28
[16] array · 5 items
[0]
BAALC
[1]
78.5
[2]
611
[3]
0.13
[4]
3.49E−28
[17] array · 5 items
[0]
ITM2C
[1]
834.5
[2]
2579
[3]
0.32
[4]
2.45E−27
[18] array · 5 items
[0]
CD200
[1]
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[2]
664.5
[3]
0.12
[4]
3.38E−27
[19] array · 5 items
[0]
H2AFY2
[1]
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[2]
235.5
[3]
2.5
[4]
1.41E−25
[20] array · 5 items
[0]
CCND2
[1]
2266.5
[2]
4802.5
[3]
0.47
[4]
2.54E−24
[21] array · 5 items
[0]
GYPC
[1]
803.5
[2]
2440.5
[3]
0.33
[4]
5.68E−23
[22] array · 5 items
[0]
RASGRP3
[1]
1022.5
[2]
278.5
[3]
3.67
[4]
2.54E−22
[23] array · 5 items
[0]
JUP
[1]
702
[2]
1944
[3]
0.36
[4]
6.90E−22
[24] array · 5 items
[0]
PRKAR2B
[1]
2554
[2]
871.5
[3]
2.93
[4]
5.88E−21
[25] array · 5 items
[0]
TSPAN13
[1]
343.5
[2]
1157.5
[3]
0.3
[4]
1.59E−20
[26] array · 5 items
[0]
MAN1A1
[1]
1746.5
[2]
3552.5
[3]
0.49
[4]
2.11E−20
[27] array · 5 items
[0]
ITM2A
[1]
977.5
[2]
2989
[3]
0.33
[4]
3.81E−20
[28] array · 5 items
[0]
H1F0
[1]
562.5
[2]
2117
[3]
0.27
[4]
1.45E−18
[29] array · 5 items
[0]
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[1]
1880
[2]
831.5
[3]
2.26
[4]
2.43E−18
[30] array · 5 items
[0]
BAHCC1
[1]
1864
[2]
770
[3]
2.42
[4]
2.77E−18
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[0]
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[1]
318
[2]
964
[3]
0.33
[4]
3.72E−18
[32] array · 5 items
[0]
IFITM1
[1]
1370
[2]
2974.5
[3]
0.46
[4]
4.47E−18
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[0]
SEL1L3
[1]
1668.5
[2]
766.5
[3]
2.18
[4]
2.28E−17
[34] array · 5 items
[0]
LGALS3BP
[1]
2999.5
[2]
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[3]
3.78
[4]
3.47E−17
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MEST
[1]
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[2]
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[3]
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[4]
3.88E−17
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[0]
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[1]
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[2]
1500
[3]
2.05
[4]
5.65E−16
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CPVL
[1]
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[2]
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[3]
2.61
[4]
1.03E−15
[38] array · 5 items
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[1]
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[2]
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[3]
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[4]
2.49E−15
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[2]
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[4]
3.33E−15
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[3]
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[4]
6.67E−15
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[4]
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[3]
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3.39E−14
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[3]
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[3]
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[4]
2.63E−13
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TNFAIP2
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[3]
2.05
[4]
5.73E−13
[46] array · 5 items
[0]
CD36
[1]
2778
[2]
1155
[3]
2.41
[4]
2.74E−12
[47] array · 5 items
[0]
CCNA1
[1]
1382.5
[2]
476.5
[3]
2.9
[4]
7.85E−12
[48] array · 5 items
[0]
TARP
[1]
4965.5
[2]
2317.5
[3]
2.14
[4]
1.03E−11
[49] array · 5 items
[0]
PPBP
[1]
1487.5
[2]
332
[3]
4.48
[4]
1.08E−11
[50] array · 5 items
[0]
EREG
[1]
1391.5
[2]
255
[3]
5.46
[4]
1.39E−11
[51] array · 5 items
[0]
EMP1
[1]
433
[2]
1063
[3]
0.41
[4]
2.96E−11
[52] array · 5 items
[0]
SPINK2
[1]
2270
[2]
589.5
[3]
3.85
[4]
3.75E−11
[53] array · 5 items
[0]
CX3CR1
[1]
2901.5
[2]
893
[3]
3.25
[4]
5.75E−11
[54] array · 5 items
[0]
MARCKS
[1]
1786.5
[2]
635.5
[3]
2.81
[4]
9.32E−11
[55] array · 5 items
[0]
TREM1
[1]
1000.5
[2]
447
[3]
2.24
[4]
1.19E−10
[56] array · 5 items
[0]
BCL2A1
[1]
993
[2]
446
[3]
2.23
[4]
1.35E−09
[57] array · 5 items
[0]
WASF1
[1]
452
[2]
911.5
[3]
0.5
[4]
2.60E−09
[58] array · 5 items
[0]
PTX3
[1]
766
[2]
368.5
[3]
2.08
[4]
2.63E−09
[59] array · 5 items
[0]
MAFB
[1]
1597.5
[2]
385.5
[3]
4.14
[4]
6.14E−09
[60] array · 5 items
[0]
PF4
[1]
514.5
[2]
197
[3]
2.61
[4]
1.17E−08
[61] array · 5 items
[0]
PROM1
[1]
320
[2]
1699.5
[3]
0.19
[4]
1.96E−08
[62] array · 5 items
[0]
LILRB2
[1]
976
[2]
382.5
[3]
2.55
[4]
2.19E−08
[63] array · 5 items
[0]
CYTL1
[1]
342.5
[2]
751.5
[3]
0.46
[4]
3.27E−08
[64] array · 5 items
[0]
NPR3
[1]
479.5
[2]
1440
[3]
0.33
[4]
3.50E−08
[65] array · 5 items
[0]
SERPINA1
[1]
4521
[2]
1940.5
[3]
2.33
[4]
8.33E−08
[66] array · 5 items
[0]
HK3
[1]
1125
[2]
432.5
[3]
2.6
[4]
3.45E−07
[67] array · 5 items
[0]
TMEM176B
[1]
744
[2]
263
[3]
2.83
[4]
4.79E−07
[68] array · 5 items
[0]
SLC4A1
[1]
470
[2]
1161.5
[3]
0.4
[4]
6.02E−07
[69] array · 5 items
[0]
HBB
[1]
6031
[2]
19,089
[3]
0.32
[4]
1.43E−06
[70] array · 5 items
[0]
VCAN
[1]
2036
[2]
491.5
[3]
4.14
[4]
1.81E−06
[71] array · 5 items
[0]
TMEM176A
[1]
619.5
[2]
302.5
[3]
2.05
[4]
3.33E−06
[72] array · 5 items
[0]
BASP1
[1]
2885
[2]
1120
[3]
2.58
[4]
3.68E−06
[73] array · 5 items
[0]
MPO
[1]
6784.5
[2]
15,838
[3]
0.43
[4]
4.05E−06
[74] array · 5 items
[0]
CPA3
[1]
3423.5
[2]
1255.5
[3]
2.73
[4]
1.83E−05
[75] array · 5 items
[0]
MYCN
[1]
839
[2]
390.5
[3]
2.15
[4]
2.42E−05
[76] array · 5 items
[0]
MYOF
[1]
736.5
[2]
303.5
[3]
2.43
[4]
3.17E−05
[77] array · 5 items
[0]
IFI30
[1]
4928
[2]
1872.5
[3]
2.63
[4]
3.24E−05
[78] array · 5 items
[0]
CA1
[1]
764.5
[2]
1800
[3]
0.42
[4]
2.42E−04
[79] array · 5 items
[0]
FCN1
[1]
2595.5
[2]
869
[3]
2.99
[4]
4.39E−04
[80] array · 5 items
[0]
FGL2
[1]
2020
[2]
893
[3]
2.26
[4]
7.20E−04
[81] array · 5 items
[0]
FPR1
[1]
1097
[2]
478.5
[3]
2.29
[4]
9.26E−04
[82] array · 5 items
[0]
C5AR1
[1]
1231.5
[2]
609
[3]
2.02
[4]
1.48E−03
[83] array · 5 items
[0]
ELANE
[1]
2086.5
[2]
4984
[3]
0.42
[4]
2.26E−03
[84] array · 5 items
[0]
CD14
[1]
1211
[2]
359
[3]
3.37
[4]
5.38E−03
[85] array · 5 items
[0]
S100A12
[1]
765
[2]
358
[3]
2.14
[4]
2.23E−02
locator
section[11]/table-wrap[2]#t0015
[4] object · 16 fields
id
asset:table:pmid:31333881:4
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table
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jats-table
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application/vnd.jats.table+json
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null
sha256
sha256:53dd7ec73aee690fc19073ea2e1451606652833859a22aff3417480a38570e7d
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2552
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open
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verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[3]#t0020
version
null
note
NPM1 mutation associated genes that expression was correlated with OS in the training set.
structure object · 5 fields
pmcid
PMC6614546
section_index
11
section_title
Analysis of the first training cohort
row_count
54
column_count
4
table object · 8 fields
label
Table 4
caption
NPM1 mutation associated genes that expression was correlated with OS in the training set.
rows array · 54 items
[0] array · 4 items
[0]
Gene
[1]
HR
[2]
P-value
[3]
q-value
[1] array · 4 items
[0]
MPO
[1]
2.17
[2]
2.85E−07
[3]
2.42E−05
[2] array · 4 items
[0]
HOXA5
[1]
0.55
[2]
1.15E−05
[3]
4.41E−04
[3] array · 4 items
[0]
HOXA10
[1]
0.54
[2]
1.56E−05
[3]
4.41E−04
[4] array · 4 items
[0]
CD34
[1]
0.55
[2]
2.78E−05
[3]
5.71E−04
[5] array · 4 items
[0]
TARP
[1]
0.61
[2]
3.36E−05
[3]
5.71E−04
[6] array · 4 items
[0]
SPINK2
[1]
0.63
[2]
6.59E−05
[3]
9.34E−04
[7] array · 4 items
[0]
MYOF
[1]
0.62
[2]
2.27E−04
[3]
2.76E−03
[8] array · 4 items
[0]
MEIS1
[1]
0.59
[2]
3.12E−04
[3]
3.31E−03
[9] array · 4 items
[0]
SEL1L3
[1]
0.61
[2]
3.63E−04
[3]
3.43E−03
[10] array · 4 items
[0]
PRKAR2B
[1]
0.66
[2]
5.22E−04
[3]
4.44E−03
[11] array · 4 items
[0]
H2AFY2
[1]
0.67
[2]
8.56E−04
[3]
6.62E−03
[12] array · 4 items
[0]
PRKD3
[1]
0.66
[2]
1.10E−03
[3]
7.81E−03
[13] array · 4 items
[0]
PPBP
[1]
0.68
[2]
1.35E−03
[3]
8.85E−03
[14] array · 4 items
[0]
MEST
[1]
1.53
[2]
2.10E−03
[3]
1.25E−02
[15] array · 4 items
[0]
PF4
[1]
0.68
[2]
2.21E−03
[3]
1.25E−02
[16] array · 4 items
[0]
SMC4
[1]
0.7
[2]
2.75E−03
[3]
1.25E−02
[17] array · 4 items
[0]
PLA2G4A
[1]
0.7
[2]
2.81E−03
[3]
1.25E−02
[18] array · 4 items
[0]
ELANE
[1]
1.54
[2]
2.91E−03
[3]
1.25E−02
[19] array · 4 items
[0]
BASP1
[1]
0.66
[2]
2.94E−03
[3]
1.25E−02
[20] array · 4 items
[0]
MARCKS
[1]
0.69
[2]
3.31E−03
[3]
1.25E−02
[21] array · 4 items
[0]
LILRB2
[1]
0.66
[2]
3.34E−03
[3]
1.25E−02
[22] array · 4 items
[0]
H1F0
[1]
0.68
[2]
3.36E−03
[3]
1.25E−02
[23] array · 4 items
[0]
JUP
[1]
1.5
[2]
3.38E−03
[3]
1.25E−02
[24] array · 4 items
[0]
TSPAN13
[1]
0.69
[2]
3.83E−03
[3]
1.36E−02
[25] array · 4 items
[0]
FCN1
[1]
0.71
[2]
4.58E−03
[3]
1.50E−02
[26] array · 4 items
[0]
ITM2A
[1]
1.46
[2]
4.65E−03
[3]
1.50E−02
[27] array · 4 items
[0]
PBX3
[1]
0.69
[2]
4.76E−03
[3]
1.50E−02
[28] array · 4 items
[0]
BAALC
[1]
0.69
[2]
7.04E−03
[3]
2.14E−02
[29] array · 4 items
[0]
IFI30
[1]
0.68
[2]
7.80E−03
[3]
2.24E−02
[30] array · 4 items
[0]
CPVL
[1]
0.71
[2]
8.09E−03
[3]
2.24E−02
[31] array · 4 items
[0]
VNN1
[1]
0.69
[2]
8.18E−03
[3]
2.24E−02
[32] array · 4 items
[0]
CD14
[1]
0.71
[2]
8.83E−03
[3]
2.34E−02
[33] array · 4 items
[0]
HOXB5
[1]
0.73
[2]
9.86E−03
[3]
2.54E−02
[34] array · 4 items
[0]
LGALS3BP
[1]
0.72
[2]
1.13E−02
[3]
2.81E−02
[35] array · 4 items
[0]
TNFAIP2
[1]
0.72
[2]
1.21E−02
[3]
2.88E−02
[36] array · 4 items
[0]
SLC38A1
[1]
0.74
[2]
1.22E−02
[3]
2.88E−02
[37] array · 4 items
[0]
CD200
[1]
0.73
[2]
1.38E−02
[3]
3.16E−02
[38] array · 4 items
[0]
GYPC
[1]
1.34
[2]
1.41E−02
[3]
3.16E−02
[39] array · 4 items
[0]
MYCN
[1]
0.73
[2]
1.48E−02
[3]
3.23E−02
[40] array · 4 items
[0]
COL4A5
[1]
0.75
[2]
1.54E−02
[3]
3.27E−02
[41] array · 4 items
[0]
HOXB6
[1]
0.76
[2]
1.75E−02
[3]
3.59E−02
[42] array · 4 items
[0]
FPR1
[1]
0.72
[2]
1.77E−02
[3]
3.59E−02
[43] array · 4 items
[0]
RASGRP3
[1]
0.76
[2]
1.90E−02
[3]
3.75E−02
[44] array · 4 items
[0]
EREG
[1]
0.76
[2]
2.12E−02
[3]
4.10E−02
[45] array · 4 items
[0]
MAFB
[1]
0.73
[2]
2.22E−02
[3]
4.19E−02
[46] array · 4 items
[0]
EMP1
[1]
0.73
[2]
2.61E−02
[3]
4.83E−02
[47] array · 4 items
[0]
HOXB3
[1]
0.77
[2]
2.71E−02
[3]
4.90E−02
[48] array · 4 items
[0]
CTSG
[1]
0.76
[2]
3.22E−02
[3]
5.71E−02
[49] array · 4 items
[0]
CYTL1
[1]
1.35
[2]
3.33E−02
[3]
5.78E−02
[50] array · 4 items
[0]
HOXB2
[1]
0.77
[2]
4.19E−02
[3]
7.02E−02
[51] array · 4 items
[0]
EGFL7
[1]
0.76
[2]
4.21E−02
[3]
7.02E−02
[52] array · 4 items
[0]
IFITM1
[1]
0.77
[2]
4.36E−02
[3]
7.09E−02
[53] array · 4 items
[0]
MAN1A1
[1]
1.28
[2]
4.42E−02
[3]
7.09E−02
locator
section[11]/table-wrap[3]#t0020
[5] object · 16 fields
id
asset:table:pmid:31333881:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:32e63ec170a76134d97d9e0b9aca853638fc602ae4bb194612fc750cff56c174
bytes
4700
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#t0025
version
null
note
List of genes that expression was significantly altered between NPM1 mutant and wild type cohorts in the TCGA (A) and GSE1159 (B) datasets.
structure object · 5 fields
pmcid
PMC6614546
section_index
12
section_title
Selecting genes for qPCR analysis
row_count
102
column_count
5
table object · 8 fields
label
Table 5
caption
List of genes that expression was significantly altered between NPM1 mutant and wild type cohorts in the TCGA (A) and GSE1159 (B) datasets.
rows array · 102 items
[0] array · 5 items
[0]
Gene
[1]
Mutant median
[2]
Wild median
[3]
FC
[4]
P-value
[1] array · 1 item
[0]
(A)
[2] array · 5 items
[0]
BAALC
[1]
41.5
[2]
1010
[3]
0.04
[4]
4.75E−06
[3] array · 5 items
[0]
HOXA5
[1]
1651.5
[2]
175.5
[3]
9.41
[4]
1.15E−05
[4] array · 5 items
[0]
CD34
[1]
89
[2]
9587
[3]
0.01
[4]
1.18E−05
[5] array · 5 items
[0]
GYPC
[1]
752.5
[2]
2596.5
[3]
0.29
[4]
1.26E−05
[6] array · 5 items
[0]
HOXB3
[1]
6453
[2]
729
[3]
8.85
[4]
1.54E−05
[7] array · 5 items
[0]
HOXB5
[1]
426.5
[2]
5
[3]
85.3
[4]
2.75E−05
[8] array · 5 items
[0]
HOXB6
[1]
714
[2]
7.5
[3]
95.2
[4]
3.61E−05
[9] array · 5 items
[0]
RASGRP3
[1]
2853
[2]
693.5
[3]
4.11
[4]
5.14E−05
[10] array · 5 items
[0]
MAN1A1
[1]
1577.5
[2]
4319.5
[3]
0.37
[4]
5.91E−05
[11] array · 5 items
[0]
PBX3
[1]
3952
[2]
895.5
[3]
4.41
[4]
6.29E−05
[12] array · 5 items
[0]
HOXB2
[1]
750.5
[2]
199
[3]
3.77
[4]
6.48E−05
[13] array · 5 items
[0]
CD200
[1]
37
[2]
869
[3]
0.04
[4]
7.68E−05
[14] array · 5 items
[0]
PDGFD
[1]
377
[2]
85.5
[3]
4.41
[4]
1.10E−04
[15] array · 5 items
[0]
COL4A5
[1]
1769
[2]
54
[3]
32.76
[4]
1.26E−04
[16] array · 5 items
[0]
PROM1
[1]
118
[2]
3421
[3]
0.03
[4]
1.26E−04
[17] array · 5 items
[0]
HOXA10
[1]
1164.5
[2]
318.5
[3]
3.66
[4]
1.46E−04
[18] array · 5 items
[0]
DMXL2
[1]
9338
[2]
4220
[3]
2.21
[4]
1.51E−04
[19] array · 5 items
[0]
MEIS1
[1]
4178
[2]
1235
[3]
3.38
[4]
1.96E−04
[20] array · 5 items
[0]
SMC4
[1]
5938.5
[2]
3471
[3]
1.71
[4]
2.14E−04
[21] array · 5 items
[0]
NPR3
[1]
561.5
[2]
3175
[3]
0.18
[4]
3.67E−04
[22] array · 5 items
[0]
ITM2C
[1]
2335
[2]
3929
[3]
0.59
[4]
4.83E−04
[23] array · 5 items
[0]
MEST
[1]
678
[2]
1710
[3]
0.4
[4]
1.27E−03
[24] array · 5 items
[0]
BAHCC1
[1]
14,302
[2]
5990
[3]
2.39
[4]
1.49E−03
[25] array · 5 items
[0]
TSPAN13
[1]
133.5
[2]
405
[3]
0.33
[4]
2.20E−03
[26] array · 5 items
[0]
TMEM176B
[1]
28.5
[2]
105.5
[3]
0.27
[4]
2.90E−03
[27] array · 5 items
[0]
TMEM176A
[1]
17
[2]
65.5
[3]
0.26
[4]
3.04E−03
[28] array · 5 items
[0]
JUP
[1]
2023
[2]
4307
[3]
0.47
[4]
3.22E−03
[29] array · 5 items
[0]
APP
[1]
230
[2]
4225.5
[3]
0.05
[4]
4.07E−03
[30] array · 5 items
[0]
PTX3
[1]
177
[2]
99
[3]
1.79
[4]
5.66E−03
[31] array · 5 items
[0]
PLA2G4A
[1]
845.5
[2]
542.5
[3]
1.56
[4]
7.47E−03
[32] array · 5 items
[0]
CTSG
[1]
3846.5
[2]
891
[3]
4.32
[4]
7.55E−03
[33] array · 5 items
[0]
IFITM1
[1]
208.5
[2]
405
[3]
0.51
[4]
8.51E−03
[34] array · 5 items
[0]
LPAR6
[1]
330
[2]
649
[3]
0.51
[4]
8.60E−03
[35] array · 5 items
[0]
CCND2
[1]
4057.5
[2]
6980
[3]
0.58
[4]
8.98E−03
[36] array · 5 items
[0]
SEL1L3
[1]
2942.5
[2]
1823.5
[3]
1.61
[4]
1.41E−02
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[0]
ITM2A
[1]
730.5
[2]
2173
[3]
0.34
[4]
1.45E−02
[38] array · 5 items
[0]
SLC38A1
[1]
2730.5
[2]
5749.5
[3]
0.47
[4]
1.70E−02
[39] array · 5 items
[0]
EMP1
[1]
478
[2]
698
[3]
0.68
[4]
1.93E−02
[40] array · 5 items
[0]
EGFL7
[1]
799
[2]
1628
[3]
0.49
[4]
2.28E−02
[41] array · 5 items
[0]
JAG1
[1]
1032
[2]
701.5
[3]
1.47
[4]
2.56E−02
[42] array · 5 items
[0]
CCNA1
[1]
866.5
[2]
392.5
[3]
2.21
[4]
2.60E−02
[43] array · 5 items
[0]
ELANE
[1]
2815
[2]
1644
[3]
1.71
[4]
3.66E−02
[44] array · 5 items
[0]
TREM1
[1]
1238
[2]
565.5
[3]
2.19
[4]
4.07E−02
[45] array · 5 items
[0]
TNFAIP2
[1]
5289
[2]
3448
[3]
1.53
[4]
4.25E−02
[46] array · 5 items
[0]
SLC4A1
[1]
255
[2]
1005.5
[3]
0.25
[4]
4.29E−02
[47] array · 5 items
[0]
PRKD3
[1]
898
[2]
1510.5
[3]
0.59
[4]
4.33E−02
[48] array · 5 items
[0]
LGALS3BP
[1]
5023.5
[2]
1190
[3]
4.22
[4]
4.60E−02
[49] array · 5 items
[0]
TARP
[1]
1053.5
[2]
503
[3]
2.09
[4]
4.72E−02
[50] array · 5 items
[0]
HBB
[1]
3253
[2]
11122.5
[3]
0.29
[4]
4.72E−02
[51] array · 1 item
[0]
[52] array · 1 item
[0]
(B)
[53] array · 5 items
[0]
BAALC
[1]
105
[2]
527
[3]
0.2
[4]
1.20E−14
[54] array · 5 items
[0]
HOXA5
[1]
3320
[2]
167.5
[3]
19.82
[4]
3.79E−26
[55] array · 5 items
[0]
CD34
[1]
310
[2]
1862
[3]
0.17
[4]
1.02E−13
[56] array · 5 items
[0]
GYPC
[1]
814
[2]
2218.5
[3]
0.37
[4]
7.62E−12
[57] array · 5 items
[0]
HOXB3
[1]
395
[2]
93
[3]
4.25
[4]
1.19E−25
[58] array · 5 items
[0]
HOXB5
[1]
687
[2]
245.5
[3]
2.8
[4]
1.53E−23
[59] array · 5 items
[0]
HOXB6
[1]
952
[2]
14.5
[3]
65.66
[4]
1.06E−22
[60] array · 5 items
[0]
RASGRP3
[1]
743
[2]
197
[3]
3.77
[4]
1.93E−11
[61] array · 5 items
[0]
MAN1A1
[1]
1025
[2]
2469.5
[3]
0.42
[4]
7.51E−11
[62] array · 5 items
[0]
PBX3
[1]
3406
[2]
647
[3]
5.26
[4]
1.58E−22
[63] array · 5 items
[0]
HOXB2
[1]
2268
[2]
245
[3]
9.26
[4]
2.71E−23
[64] array · 5 items
[0]
CD200
[1]
69
[2]
538
[3]
0.13
[4]
1.63E−16
[65] array · 5 items
[0]
PDGFD
[1]
573
[2]
205.5
[3]
2.79
[4]
2.23E−18
[66] array · 5 items
[0]
COL4A5
[1]
1161
[2]
99
[3]
11.73
[4]
1.03E−17
[67] array · 5 items
[0]
PROM1
[1]
288
[2]
1468
[3]
0.2
[4]
2.68E−05
[68] array · 5 items
[0]
HOXA10
[1]
1842
[2]
304.5
[3]
6.05
[4]
8.81E−23
[69] array · 5 items
[0]
DMXL2
[1]
3644
[2]
1164.5
[3]
3.13
[4]
1.03E−17
[70] array · 5 items
[0]
MEIS1
[1]
1761
[2]
352.5
[3]
5
[4]
4.04E−21
[71] array · 5 items
[0]
SMC4
[1]
3502
[2]
1565.5
[3]
2.24
[4]
5.65E−20
[72] array · 5 items
[0]
NPR3
[1]
440
[2]
1493
[3]
0.29
[4]
7.34E−06
[73] array · 5 items
[0]
ITM2C
[1]
712
[2]
2538
[3]
0.28
[4]
3.27E−17
[74] array · 5 items
[0]
MEST
[1]
948
[2]
2877
[3]
0.33
[4]
1.20E−12
[75] array · 5 items
[0]
BAHCC1
[1]
2543
[2]
1273
[3]
2
[4]
1.15E−08
[76] array · 5 items
[0]
TSPAN13
[1]
252
[2]
732
[3]
0.34
[4]
4.82E−11
[77] array · 5 items
[0]
TMEM176B
[1]
651
[2]
170
[3]
3.83
[4]
2.21E−03
[78] array · 5 items
[0]
TMEM176A
[1]
831
[2]
435.5
[3]
1.91
[4]
8.10E−04
[79] array · 5 items
[0]
JUP
[1]
510
[2]
1762.5
[3]
0.29
[4]
1.40E−14
[80] array · 5 items
[0]
APP
[1]
43
[2]
335.5
[3]
0.13
[4]
1.90E−14
[81] array · 5 items
[0]
PTX3
[1]
722
[2]
286
[3]
2.52
[4]
3.17E−07
[82] array · 5 items
[0]
PLA2G4A
[1]
400
[2]
187.5
[3]
2.13
[4]
3.73E−15
[83] array · 5 items
[0]
CTSG
[1]
3909
[2]
837
[3]
4.67
[4]
1.05E−08
[84] array · 5 items
[0]
IFITM1
[1]
1295
[2]
2301
[3]
0.56
[4]
1.06E−08
[85] array · 5 items
[0]
LPAR6
[1]
220
[2]
805
[3]
0.27
[4]
1.24E−11
[86] array · 5 items
[0]
CCND2
[1]
2137
[2]
5490.5
[3]
0.39
[4]
3.31E−16
[87] array · 5 items
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SEL1L3
[1]
1650
[2]
791
[3]
2.09
[4]
2.16E−09
[88] array · 5 items
[0]
ITM2A
[1]
647
[2]
1967
[3]
0.33
[4]
1.75E−11
[89] array · 5 items
[0]
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[1]
831
[2]
1893.5
[3]
0.44
[4]
4.41E−10
[90] array · 5 items
[0]
EMP1
[1]
281
[2]
906.5
[3]
0.31
[4]
3.13E−09
[91] array · 5 items
[0]
EGFL7
[1]
376
[2]
965
[3]
0.39
[4]
1.51E−09
[92] array · 5 items
[0]
JAG1
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888
[2]
403
[3]
2.2
[4]
8.53E−08
[93] array · 5 items
[0]
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[1]
1514
[2]
583.5
[3]
2.59
[4]
2.04E−05
[94] array · 5 items
[0]
ELANE
[1]
2466
[2]
5811
[3]
0.42
[4]
1.27E−02
[95] array · 5 items
[0]
TREM1
[1]
1158
[2]
597.5
[3]
1.94
[4]
2.99E−07
[96] array · 5 items
[0]
TNFAIP2
[1]
2196
[2]
1215.5
[3]
1.81
[4]
2.72E−08
[97] array · 5 items
[0]
SLC4A1
[1]
284
[2]
794
[3]
0.36
[4]
4.45E−04
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[0]
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[1]
269
[2]
558.5
[3]
0.48
[4]
6.82E−08
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[0]
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[1]
2623
[2]
996.5
[3]
2.63
[4]
2.70E−09
[100] array · 5 items
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[1]
5095
[2]
2815.5
[3]
1.81
[4]
3.96E−05
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21338.5
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0.21
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5.18E−05
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locator
section[12]/table-wrap[1]#t0025
[6] object · 16 fields
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asset:table:pmid:31333881:6
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sha256:7d09e9c698edcb0df831fc9601e986afb07722f3606b12775bf673664b2712cb
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note
NPM1 mutation associated genes that expression was correlated with OS in the GSE1159 dataset.
structure object · 5 fields
pmcid
PMC6614546
section_index
12
section_title
Selecting genes for qPCR analysis
row_count
28
column_count
4
table object · 8 fields
label
Table 6
caption
NPM1 mutation associated genes that expression was correlated with OS in the GSE1159 dataset.
rows array · 28 items
[0] array · 4 items
[0]
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[1]
HR
[2]
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[3]
q-value
[1] array · 4 items
[0]
HOXA10
[1]
0.48
[2]
1.63E−05
[3]
7.99E−04
[2] array · 4 items
[0]
TARP
[1]
0.53
[2]
1.31E−04
[3]
2.22E−03
[3] array · 4 items
[0]
HOXA5
[1]
0.51
[2]
1.69E−04
[3]
2.22E−03
[4] array · 4 items
[0]
SEL1L3
[1]
0.53
[2]
1.81E−04
[3]
2.22E−03
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[0]
MEIS1
[1]
0.49
[2]
2.85E−04
[3]
2.76E−03
[6] array · 4 items
[0]
ITM2A
[1]
1.96
[2]
3.38E−04
[3]
2.76E−03
[7] array · 4 items
[0]
PLA2G4A
[1]
0.59
[2]
1.19E−03
[3]
8.33E−03
[8] array · 4 items
[0]
ELANE
[1]
1.8
[2]
1.39E−03
[3]
8.51E−03
[9] array · 4 items
[0]
MEST
[1]
1.77
[2]
2.06E−03
[3]
1.12E−02
[10] array · 4 items
[0]
CD34
[1]
0.58
[2]
2.48E−03
[3]
1.22E−02
[11] array · 4 items
[0]
JUP
[1]
1.76
[2]
3.73E−03
[3]
1.58E−02
[12] array · 4 items
[0]
GYPC
[1]
1.57
[2]
3.86E−03
[3]
1.58E−02
[13] array · 4 items
[0]
LGALS3BP
[1]
0.62
[2]
4.49E−03
[3]
1.67E−02
[14] array · 4 items
[0]
SMC4
[1]
0.62
[2]
4.76E−03
[3]
1.67E−02
[15] array · 4 items
[0]
MAN1A1
[1]
1.54
[2]
5.38E−03
[3]
1.76E−02
[16] array · 4 items
[0]
PBX3
[1]
0.65
[2]
6.02E−03
[3]
1.84E−02
[17] array · 4 items
[0]
HOXB5
[1]
0.63
[2]
7.11E−03
[3]
2.05E−02
[18] array · 4 items
[0]
CTSG
[1]
0.63
[2]
8.96E−03
[3]
2.44E−02
[19] array · 4 items
[0]
TSPAN13
[1]
0.65
[2]
1.03E−02
[3]
2.66E−02
[20] array · 4 items
[0]
SLC38A1
[1]
0.67
[2]
1.26E−02
[3]
3.09E−02
[21] array · 4 items
[0]
IFITM1
[1]
1.49
[2]
1.49E−02
[3]
3.48E−02
[22] array · 4 items
[0]
HOXB2
[1]
0.68
[2]
1.98E−02
[3]
4.41E−02
[23] array · 4 items
[0]
RASGRP3
[1]
0.71
[2]
2.79E−02
[3]
5.94E−02
[24] array · 4 items
[0]
CCND2
[1]
1.38
[2]
4.21E−02
[3]
8.24E−02
[25] array · 4 items
[0]
LPAR6
[1]
1.41
[2]
4.42E−02
[3]
8.24E−02
[26] array · 4 items
[0]
HOXB3
[1]
0.72
[2]
4.45E−02
[3]
8.24E−02
[27] array · 4 items
[0]
EGFL7
[1]
1.46
[2]
4.54E−02
[3]
8.24E−02
locator
section[12]/table-wrap[2]#t0030
gaps array · 0 items
analysis object · 4 fields
state
partial
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[0] object · 10 fields
id
method-1
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group_comparison
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wilcoxon
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Group comparison
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missing_operations array · 1 item
[0]
group_comparison_wilcoxon
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false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
1
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verbatim
quote
Then, Wilcoxon analysis was used to identify differentially expressed genes between the mutant and wild type cohorts.
[1] object · 10 fields
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method-2
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survival_analysis
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cox_proportional_hazards
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Survival analysis
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[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
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[0]
time_to_event_with_censoring
evidence object · 3 fields
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0.7
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medium
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Cox regression
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method-3
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differential_expression
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Differential expression analysis
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[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
0.8
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high
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DESeq
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gaps array · 1 item
[0]
method.group_comparison_wilcoxon
capability object · 3 fields
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complete
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[0] object · 6 fields
capability_id
capability:computational_analysis
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[0]
meta_analysis
[1]
machine_learning
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[3]
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[4]
pca
[5]
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[6]
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[7]
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[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
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method object · 5 fields
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missing_operations array · 1 item
[0]
group_comparison_wilcoxon
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The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
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capability_id
capability:computational_analysis
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owned
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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 · 0 items
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statements array · 1 item
[0]
The NCBI Gene Expression Omnibus datasets are available using the following links: GSE6891: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE6891. GSE1159: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE1159. TCGA (The Cancer Genome Atlas) dataset is available using the following link: https://portal.gdc.cancer.gov/projects/TCGA-LAML.
basis
The paper names no accession to its source data, so the data has to come from the authors.
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source:pmid:31333881
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asset:table:pmid:31333881:4
[5]
asset:table:pmid:31333881:5
[6]
asset:table:pmid:31333881:6
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group_comparison_wilcoxon
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null
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gaps array · 1 item
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partial
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extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
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2026-10-31T18:47:56Z
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single_reader
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verbatim
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verbatim
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3
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extraction
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minimax
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pmid:31333881
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PMID 31333881 full text
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pmid:31333881
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pmid:31333881
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PMID 31333881 full text
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method.group_comparison_wilcoxon
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review.human_critique
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review.independent_reader
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step:run_analysis blocked on method:group_comparison_wilcoxon
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utations) and gene expression data including RNA-seq, microarray, and qPCR data were used for the
[1]
ation localizations in the TCGA samples (D). RNA-seq and mutation data of AML patients Two additi
[2]
ataset (processed as described above) and an RNA-seq dataset. In the RNA-seq dataset, the somatic
[3]
cribed above) and an RNA-seq dataset. In the RNA-seq dataset, the somatic mutation data were obta
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and gene expression data including RNA-seq, microarray, and qPCR data were used for the analysis. M
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files of these samples were determined using Affymetrix Human Genome U133 Plus 2.0 Arrays (GPL570),
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sion data including RNA-seq, microarray, and qPCR data were used for the analysis. Multiple da
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Then, Wilcoxon analysis was used to identify differentially expressed genes between the mutant and wild type cohorts.
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Complete file
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Several gene mutations such as in NPM1 (nucleophosmin 1) are involved in the pathogenesis and progression of AML. The aim of this study was to identify genes whose expression is associated with driver mutations and survival outcome. Genotype data (somatic mutations) and gene expression data including RNA-seq, microarray, and qPCR data were used for the analysis. Multiple datasets were utilized as training sets (GSE6891, TCGA, and GSE1159). A new clinical sample cohort (Semmelweis set) was established for in vitro validation. Wilcoxon analysis was used to identify genes with expression alterations between the mutant and wild type samples. Cox regression analysis was performed to examine the association between gene expression and survival outcome. Data analysis was performed in the R statistical environment. Eighty-five genes were identified with significantly altered expression when comparing NPM1 mutant and wild type patient groups in the GSE6891 set. Additional training sets were used as a filter to condense the six most significant genes associated with NPM1 mutations. Then, the expression changes of these six genes were confirmed in the Semmelweis set: HOXA5 (P = 3.06E-12, FC = 8.3), HOXA10 (P = 2.44E-09, FC = 3.3), HOXB5 (P = 1.86E-13, FC = 37), MEIS1 (P = 9.82E-10, FC = 4.4), PBX3 (P = 1.03E-13, FC = 5.4) and ITM2A (P = 0.004, FC = 0.4). Cox regression analysis showed that higher expression of these genes - with the exception of ITM2A - was associated with worse overall survival. Higher expression of the HOX genes was identified in tumors harboring NPM1 gene mutations by computationally linking genotype and gene expression. 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"section_title": "Analysis of the first training cohort", "row_count": 86, "column_count": 5}, "table": {"label": "Table 3", "caption": "List of genes showing significantly altered expression when comparing NPM1 mutant and wild type cohorts in the training set.", "rows": [["Gene", "Mutant median", "Wild median", "FC", "P-value"], ["HOXB3", "598.5", "189", "3.17", "5.12E−45"], ["HOXA5", "2799", "100", "27.99", "1.87E−44"], ["HOXB2", "2282", "220.5", "10.35", "2.85E−43"], ["HOXB6", "1017", "83.5", "12.18", "4.55E−43"], ["HOXA10", "2952", "683.5", "4.32", "2.22E−39"], ["PBX3", "3544.5", "654", "5.42", "5.45E−39"], ["MEIS1", "2264.5", "431", "5.25", "1.12E−38"], ["HOXB5", "840.5", "321.5", "2.61", "1.35E−38"], ["PDGFD", "665.5", "227.5", "2.93", "2.30E−33"], ["SMC4", "4415", "2043.5", "2.16", "2.75E−32"], ["COL4A5", "1342.5", "100.5", "13.36", "1.00E−31"], ["DMXL2", "4371.5", "1398", "3.13", "3.00E−31"], ["PLA2G4A", "593.5", "262.5", "2.26", "6.11E−29"], ["CD34", "257.5", "1854", "0.14", 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