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: DCTD

Gene summary for DCTD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCTD

Gene ID

1635

Gene namedCMP deaminase
Gene AliasDCTD
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P32321


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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
1635DCTDHTA11_1938_2000001011HumanColorectumAD7.95e-034.31e-01-0.0811
1635DCTDHTA11_347_2000001011HumanColorectumAD3.03e-084.39e-01-0.1954
1635DCTDHTA11_1391_2000001011HumanColorectumAD1.01e-075.48e-01-0.059
1635DCTDHTA11_866_3004761011HumanColorectumAD5.98e-054.00e-010.096
1635DCTDHTA11_6801_2000001011HumanColorectumSER1.61e-027.09e-010.0171
1635DCTDHTA11_7696_3000711011HumanColorectumAD2.30e-114.39e-010.0674
1635DCTDHTA11_99999970781_79442HumanColorectumMSS1.57e-156.61e-010.294
1635DCTDHTA11_99999965062_69753HumanColorectumMSI-H4.48e-039.62e-010.3487
1635DCTDHTA11_99999965104_69814HumanColorectumMSS5.20e-054.88e-010.281
1635DCTDHTA11_99999971662_82457HumanColorectumMSS3.05e-299.42e-010.3859
1635DCTDHTA11_99999974143_84620HumanColorectumMSS5.49e-074.12e-010.3005
1635DCTDA015-C-203HumanColorectumFAP2.79e-02-1.15e-01-0.1294
1635DCTDA002-C-205HumanColorectumFAP3.52e-06-1.76e-01-0.1236
1635DCTDA002-C-114HumanColorectumFAP4.50e-02-1.41e-01-0.1561
1635DCTDA015-C-104HumanColorectumFAP3.22e-02-1.02e-01-0.1899
1635DCTDA002-C-016HumanColorectumFAP2.76e-02-1.47e-010.0521
1635DCTDA002-C-116HumanColorectumFAP4.25e-05-1.43e-01-0.0452
1635DCTDLZE4THumanEsophagusESCC1.10e-113.38e-010.0811
1635DCTDLZE8THumanEsophagusESCC9.52e-081.08e-010.067
1635DCTDLZE20THumanEsophagusESCC8.92e-071.15e-010.0662
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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
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:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:1901293ColorectumADnucleoside phosphate biosynthetic process80/3918256/187236.31e-051.05e-0380
GO:0009165ColorectumADnucleotide biosynthetic process79/3918254/187238.33e-051.30e-0379
GO:00091171ColorectumSERnucleotide metabolic process122/2897489/187232.50e-081.76e-06122
GO:00067531ColorectumSERnucleoside phosphate metabolic process122/2897497/187236.64e-084.33e-06122
GO:00091651ColorectumSERnucleotide biosynthetic process58/2897254/187231.21e-031.38e-0258
GO:19012931ColorectumSERnucleoside phosphate biosynthetic process58/2897256/187231.47e-031.59e-0258
GO:00091172ColorectumMSSnucleotide metabolic process144/3467489/187231.87e-091.35e-07144
GO:00067532ColorectumMSSnucleoside phosphate metabolic process145/3467497/187233.25e-092.23e-07145
GO:19012932ColorectumMSSnucleoside phosphate biosynthetic process71/3467256/187231.80e-042.56e-0371
GO:00091652ColorectumMSSnucleotide biosynthetic process70/3467254/187232.44e-043.34e-0370
GO:0009123ColorectumMSSnucleoside monophosphate metabolic process25/346776/187231.91e-031.66e-0225
GO:0009124ColorectumMSI-Hnucleoside monophosphate biosynthetic process11/131942/187231.14e-043.45e-0311
GO:00091231ColorectumMSI-Hnucleoside monophosphate metabolic process15/131976/187232.31e-046.03e-0315
GO:0009265ColorectumMSI-H2'-deoxyribonucleotide biosynthetic process5/131912/187238.97e-041.58e-025
GO:0046385ColorectumMSI-Hdeoxyribose phosphate biosynthetic process5/131912/187238.97e-041.58e-025
GO:00091173ColorectumMSI-Hnucleotide metabolic process53/1319489/187231.16e-031.92e-0253
GO:0009394ColorectumMSI-H2'-deoxyribonucleotide metabolic process9/131940/187231.55e-032.33e-029
GO:00067533ColorectumMSI-Hnucleoside phosphate metabolic process53/1319497/187231.66e-032.45e-0253
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa00240LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa002401LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa002404Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0024011Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123221Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0024021Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
hsa0123231Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0024031Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
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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
DCTDSNVMissense_Mutationnovelc.383N>Ap.Ile128Asnp.I128NP32321protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCTDSNVMissense_Mutationrs778735165c.455N>Tp.Ala152Valp.A152VP32321protein_codingdeleterious(0)possibly_damaging(0.594)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCTDSNVMissense_Mutationc.128N>Gp.Asp43Glyp.D43GP32321protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DCTDSNVMissense_Mutationrs17849458c.317N>Tp.Ser106Leup.S106LP32321protein_codingtolerated(0.18)benign(0.04)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DCTDSNVMissense_Mutationnovelc.133A>Cp.Asn45Hisp.N45HP32321protein_codingtolerated(0.18)benign(0.007)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DCTDSNVMissense_Mutationrs764782245c.373N>Ap.Ala125Thrp.A125TP32321protein_codingtolerated(0.15)possibly_damaging(0.566)TCGA-A5-A0GA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
DCTDSNVMissense_Mutationrs17849458c.317N>Tp.Ser106Leup.S106LP32321protein_codingtolerated(0.18)benign(0.04)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DCTDSNVMissense_Mutationrs773939009c.223N>Ap.Val75Metp.V75MP32321protein_codingtolerated(0.06)benign(0.13)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DCTDSNVMissense_Mutationc.286N>Ap.Ala96Thrp.A96TP32321protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AP-A0LD-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DCTDSNVMissense_Mutationrs757869621c.64N>Ap.Asp22Asnp.D22NP32321protein_codingtolerated(0.18)benign(0.034)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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
1635DCTDENZYMEgemcitabineGEMCITABINE22838950
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