Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

	Gene summary
	Malignant transformation analysis
	Malignant transformation related pathway analysis
	Cell-cell communication analysis
	Single-cell gene regulatory network inference analysis
	Somatic mutation of malignant transformation related genes
	Related drugs of malignant transformation related genes

Gene: NUDT1

Gene summary for NUDT1

Gene summary.

Gene information	Species	Human
	Gene symbol	NUDT1
	Gene ID	4521
	Gene name	nudix hydrolase 1
	Gene Alias	MTH1
	Cytomap	7p22.3
	Gene Type	protein-coding
	GO ID	GO:0000003
	UniProtAcc	A0A024R819

Top

Malignant transformation analysis

Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells

Malignant transformation involving gene list.

Entrez ID	Symbol	Replicates	Species	Organ	Tissue	Adj P-value	Log2FC	Malignancy
4521	NUDT1	GSM4909282	Human	Breast	IDC	1.33e-06	3.57e-01	-0.0288
4521	NUDT1	GSM4909311	Human	Breast	IDC	3.50e-06	-9.78e-02	0.1534
4521	NUDT1	GSM4909312	Human	Breast	IDC	3.60e-03	-5.51e-02	0.1552
4521	NUDT1	GSM4909315	Human	Breast	IDC	5.65e-17	5.94e-01	0.21
4521	NUDT1	GSM4909316	Human	Breast	IDC	4.15e-05	5.02e-01	0.21
4521	NUDT1	GSM4909319	Human	Breast	IDC	3.29e-18	7.71e-02	0.1563
4521	NUDT1	GSM4909321	Human	Breast	IDC	1.91e-04	7.76e-02	0.1559
4521	NUDT1	NCCBC3	Human	Breast	DCIS	1.22e-02	7.81e-02	0.1198
4521	NUDT1	NCCBC5	Human	Breast	DCIS	2.29e-02	1.92e-01	0.2046
4521	NUDT1	P1	Human	Breast	IDC	3.22e-04	-4.50e-02	0.1527
4521	NUDT1	DCIS2	Human	Breast	DCIS	1.05e-19	4.37e-02	0.0085
4521	NUDT1	LZE2D	Human	Esophagus	HGIN	1.97e-04	4.91e-01	0.0642
4521	NUDT1	LZE2T	Human	Esophagus	ESCC	6.36e-05	1.02e+00	0.082
4521	NUDT1	LZE4T	Human	Esophagus	ESCC	1.12e-11	4.20e-01	0.0811
4521	NUDT1	LZE7T	Human	Esophagus	ESCC	2.77e-15	8.12e-01	0.0667
4521	NUDT1	LZE8T	Human	Esophagus	ESCC	6.49e-04	3.60e-01	0.067
4521	NUDT1	LZE20T	Human	Esophagus	ESCC	9.98e-06	3.73e-01	0.0662
4521	NUDT1	LZE22D1	Human	Esophagus	HGIN	1.64e-03	2.63e-01	0.0595
4521	NUDT1	LZE22T	Human	Esophagus	ESCC	5.73e-11	1.07e+00	0.068
4521	NUDT1	LZE24T	Human	Esophagus	ESCC	1.02e-13	5.37e-01	0.0596

Page: 1 2 3 4 5 6 7

Transcriptomic changes along malignancy continuum.

Tissue	Expression Dynamics	Abbreviation
Breast		IDC: Invasive ductal carcinoma
		DCIS: Ductal carcinoma in situ
		Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Esophagus		ESCC: Esophageal squamous cell carcinoma
		HGIN: High-grade intraepithelial neoplasias
		LGIN: Low-grade intraepithelial neoplasias
Liver		HCC: Hepatocellular carcinoma
		NAFLD: Non-alcoholic fatty liver disease
Oral Cavity		EOLP: Erosive Oral lichen planus
		LP: leukoplakia
		NEOLP: Non-erosive oral lichen planus
		OSCC: Oral squamous cell carcinoma
Skin		AK: Actinic keratosis
		cSCC: Cutaneous squamous cell carcinoma
		SCCIS:squamous cell carcinoma in situ
Thyroid		ATC: Anaplastic thyroid cancer
		HT: Hashimoto's thyroiditis
		PTC: Papillary thyroid cancer

∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

Find out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer

Figure of enriched GO biological processes.

Tissue	Disease Stage	Enriched GO biological Processes
Colorectum	AD
Colorectum	SER
Colorectum	MSS
Colorectum	MSI-H
Colorectum	FAP

∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).

Page: 1 2 3 4 5 6 7 8 9

Enriched GO biological processes.

GO ID	Tissue	Disease Stage	Description	Gene Ratio	Bg Ratio	pvalue	p.adjust	Count
GO:0034655111	Skin	cSCC	nucleobase-containing compound catabolic process	172/4864	407/18723	4.11e-13	2.43e-11	172
GO:000697929	Skin	cSCC	response to oxidative stress	184/4864	446/18723	8.57e-13	4.89e-11	184
GO:0046700110	Skin	cSCC	heterocycle catabolic process	178/4864	445/18723	4.45e-11	2.13e-09	178
GO:0044270110	Skin	cSCC	cellular nitrogen compound catabolic process	179/4864	451/18723	8.34e-11	3.79e-09	179
GO:0019439110	Skin	cSCC	aromatic compound catabolic process	183/4864	467/18723	1.76e-10	7.68e-09	183
GO:1901361110	Skin	cSCC	organic cyclic compound catabolic process	188/4864	495/18723	1.92e-09	7.01e-08	188
GO:000030228	Skin	cSCC	response to reactive oxygen species	97/4864	222/18723	6.88e-09	2.25e-07	97
GO:007149628	Skin	cSCC	cellular response to external stimulus	125/4864	320/18723	1.63e-07	3.65e-06	125
GO:005105217	Skin	cSCC	regulation of DNA metabolic process	136/4864	359/18723	3.83e-07	7.58e-06	136
GO:0019693112	Skin	cSCC	ribose phosphate metabolic process	146/4864	396/18723	9.28e-07	1.68e-05	146
GO:000675324	Skin	cSCC	nucleoside phosphate metabolic process	176/4864	497/18723	1.55e-06	2.62e-05	176
GO:000756827	Skin	cSCC	aging	127/4864	339/18723	1.80e-06	3.02e-05	127
GO:000911724	Skin	cSCC	nucleotide metabolic process	173/4864	489/18723	2.03e-06	3.35e-05	173
GO:0072521112	Skin	cSCC	purine-containing compound metabolic process	150/4864	416/18723	2.88e-06	4.54e-05	150
GO:2001020111	Skin	cSCC	regulation of response to DNA damage stimulus	87/4864	219/18723	5.38e-06	7.75e-05	87
GO:000914126	Skin	cSCC	nucleoside triphosphate metabolic process	51/4864	112/18723	5.89e-06	8.44e-05	51
GO:000914425	Skin	cSCC	purine nucleoside triphosphate metabolic process	42/4864	88/18723	9.13e-06	1.20e-04	42
GO:001827910	Skin	cSCC	protein N-linked glycosylation via asparagine	16/4864	23/18723	1.47e-05	1.82e-04	16
GO:003166825	Skin	cSCC	cellular response to extracellular stimulus	94/4864	246/18723	1.52e-05	1.87e-04	94
GO:00064877	Skin	cSCC	protein N-linked glycosylation	33/4864	65/18723	1.63e-05	1.99e-04	33

Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35

Enriched KEGG pathways.

Pathway ID

Tissue

Disease Stage

Description

Gene Ratio

Bg Ratio

pvalue

p.adjust

qvalue

Count

Page: 1

Top

Cell-cell communication analysis

Identification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states

Ligand

Receptor

LRpair

Pathway

Tissue

Disease Stage

Page: 1

Top

Single-cell gene regulatory network inference analysis

Find out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states

Cell Type

Tissue

Disease Stage

Target Gene

RSS

Regulon Activity

∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.

Page: 1

Top

Somatic mutation of malignant transformation related genes

Annotation of somatic variants for genes involved in malignant transformation

Hugo Symbol

Variant Class

Variant Classification

dbSNP RS

HGVSc

HGVSp

HGVSp Short

SWISSPROT

BIOTYPE

SIFT

PolyPhen

Tumor Sample Barcode

Tissue

Histology

Sex

Age

Stage

Therapy Types

Drugs

Outcome

NUDT1

SNV

Missense_Mutation

rs374666803

c.205N>A

p.Glu69Lys

p.E69K

P36639

protein_coding

tolerated(0.2)

possibly_damaging(0.847)

TCGA-AC-A2B8-01

Breast

breast invasive carcinoma

Female

>=65

I/II

Chemotherapy

chemo

NUDT1

SNV

Missense_Mutation

rs746490760

c.533N>T

p.Thr178Met

p.T178M

P36639

protein_coding

tolerated(0.08)

benign(0.188)

TCGA-C8-A12V-01

Breast

breast invasive carcinoma

Female

<65

I/II

Unknown

NUDT1

insertion

Nonsense_Mutation

novel

c.483_484insCCTGCTCTGCGCCCACCCTAAAATGAGAAACACGGTCATGAGGATGAAATA

p.Lys161_Phe162insProAlaLeuArgProProTerAsnGluLysHisGlyHisGluAspGluIle

p.K161_F162insPALRPP*NEKHGHEDEI

P36639

protein_coding

TCGA-A8-A07J-01

Breast

breast invasive carcinoma

Female

<65

I/II

Chemotherapy

5-fluorouracil

NUDT1

SNV

Missense_Mutation

c.190N>C

p.Glu64Gln

p.E64Q

P36639

protein_coding

tolerated(0.43)

benign(0.255)

TCGA-C5-A1M6-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

NUDT1

SNV

Missense_Mutation

rs747651511

c.373C>T

p.Arg125Cys

p.R125C

P36639

protein_coding

tolerated(0.05)

benign(0.073)

TCGA-AA-A01R-01

Colorectum

colon adenocarcinoma

Male

<65

III/IV

Chemotherapy

5-fluorouracil

NUDT1

SNV

Missense_Mutation

novel

c.421N>T

p.Pro141Ser

p.P141S

P36639

protein_coding

deleterious(0.05)

possibly_damaging(0.834)

TCGA-E6-A1M0-01

Endometrium

uterine corpus endometrioid carcinoma

Female

<65

III/IV

Chemotherapy

carboplatin

NUDT1

SNV

Missense_Mutation

novel

c.466N>G

p.Phe156Val

p.F156V

P36639

protein_coding

deleterious(0)

benign(0.436)

TCGA-EO-A22R-01

Endometrium

uterine corpus endometrioid carcinoma

Female

<65

I/II

Unknown

NUDT1

SNV

Missense_Mutation

novel

c.124N>A

p.Leu42Ile

p.L42I

P36639

protein_coding

deleterious(0)

possibly_damaging(0.787)

TCGA-EO-A22X-01

Endometrium

uterine corpus endometrioid carcinoma

Female

<65

III/IV

Unspecific

Carboplatin

Complete Response

NUDT1

SNV

Missense_Mutation

novel

c.291N>A

p.Phe97Leu

p.F97L

P36639

protein_coding

deleterious(0)

probably_damaging(0.998)

TCGA-QF-A5YS-01

Endometrium

uterine corpus endometrioid carcinoma

Female

<65

I/II

Chemotherapy

carboplatin

NUDT1

SNV

Missense_Mutation

rs115556911

c.367N>A

p.Glu123Lys

p.E123K

P36639

protein_coding

deleterious(0.03)

probably_damaging(0.999)

TCGA-44-6779-01

Lung

lung adenocarcinoma

Female

<65

I/II

Chemotherapy

taxol

Page: 1 2

Top

Related drugs of malignant transformation related genes

Identification of chemicals and drugs interact with genes involved in malignant transfromation

(DGIdb 4.0)

Entrez ID	Symbol	Category	Interaction Types	Drug Claim Name	Drug Name	PMIDs
4521	NUDT1	DNA REPAIR, ENZYME		8-oxo-dgtp		26238318

Page: 1