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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: NUDT3

Gene summary for NUDT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDT3

Gene ID

11165

Gene namenudix hydrolase 3
Gene AliasDIPP
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

O95989


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Malignant transformation analysis

check button 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
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
11165NUDT3HTA11_3410_2000001011HumanColorectumAD2.20e-031.55e-010.0155
11165NUDT3HTA11_1938_2000001011HumanColorectumAD6.47e-043.29e-01-0.0811
11165NUDT3HTA11_78_2000001011HumanColorectumAD1.08e-032.63e-01-0.1088
11165NUDT3HTA11_347_2000001011HumanColorectumAD9.38e-113.41e-01-0.1954
11165NUDT3HTA11_83_2000001011HumanColorectumSER3.92e-022.59e-01-0.1526
11165NUDT3HTA11_1391_2000001011HumanColorectumAD2.07e-083.79e-01-0.059
11165NUDT3HTA11_866_3004761011HumanColorectumAD2.52e-021.60e-010.096
11165NUDT3HTA11_4255_2000001011HumanColorectumSER3.18e-065.45e-010.0446
11165NUDT3HTA11_99999970781_79442HumanColorectumMSS2.05e-093.36e-010.294
11165NUDT3HTA11_99999965062_69753HumanColorectumMSI-H8.62e-047.03e-010.3487
11165NUDT3HTA11_99999965104_69814HumanColorectumMSS2.14e-104.30e-010.281
11165NUDT3HTA11_99999971662_82457HumanColorectumMSS8.90e-176.14e-010.3859
11165NUDT3HTA11_99999973899_84307HumanColorectumMSS8.23e-033.48e-010.2585
11165NUDT3LZE2THumanEsophagusESCC2.49e-054.95e-010.082
11165NUDT3LZE4THumanEsophagusESCC5.51e-061.23e-010.0811
11165NUDT3LZE7THumanEsophagusESCC3.22e-062.58e-010.0667
11165NUDT3LZE24THumanEsophagusESCC3.92e-103.72e-010.0596
11165NUDT3LZE21THumanEsophagusESCC2.01e-021.20e-010.0655
11165NUDT3P1T-EHumanEsophagusESCC8.48e-053.53e-010.0875
11165NUDT3P2T-EHumanEsophagusESCC3.11e-468.96e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.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.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.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.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.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: 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).
ColorectumSERGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: 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).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: 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).
∗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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0006195ColorectumADpurine nucleotide catabolic process18/391846/187233.67e-032.60e-0218
GO:0046164ColorectumADalcohol catabolic process20/391855/187236.03e-033.78e-0220
GO:0072523ColorectumADpurine-containing compound catabolic process19/391852/187236.92e-034.26e-0219
GO:00061631ColorectumSERpurine nucleotide metabolic process109/2897396/187234.26e-105.44e-08109
GO:00091501ColorectumSERpurine ribonucleotide metabolic process103/2897368/187234.69e-105.68e-08103
GO:00725211ColorectumSERpurine-containing compound metabolic process113/2897416/187234.80e-105.68e-08113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon 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.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
NUDT3SNVMissense_Mutationc.429N>Cp.Leu143Phep.L143FO95989protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NUDT3SNVMissense_Mutationnovelc.458N>Ap.Thr153Asnp.T153NO95989protein_codingtolerated(0.64)benign(0.003)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
NUDT3SNVMissense_Mutationnovelc.134N>Ap.Arg45Lysp.R45KO95989protein_codingtolerated(0.85)benign(0)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NUDT3SNVMissense_Mutationc.187N>Ap.Ala63Thrp.A63TO95989protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-DM-A28H-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
NUDT3SNVMissense_Mutationc.500N>Tp.Ser167Leup.S167LO95989protein_codingdeleterious_low_confidence(0.03)benign(0.163)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NUDT3SNVMissense_Mutationnovelc.514N>Gp.Arg172Glyp.R172GO95989protein_codingdeleterious_low_confidence(0)probably_damaging(0.916)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
NUDT3SNVMissense_Mutationnovelc.127C>Gp.Pro43Alap.P43AO95989protein_codingdeleterious(0)probably_damaging(0.984)TCGA-60-2714-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapytaxolSD
NUDT3SNVMissense_Mutationc.194N>Ap.Arg65Hisp.R65HO95989protein_codingdeleterious(0)probably_damaging(0.996)TCGA-HJ-7597-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilCR
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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