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: CDADC1

Gene summary for CDADC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDADC1

Gene ID

81602

Gene namecytidine and dCMP deaminase domain containing 1
Gene AliasNYD-SP15
Cytomap13q14.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BWV3


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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
81602CDADC1LZE4THumanEsophagusESCC3.68e-049.51e-020.0811
81602CDADC1LZE20THumanEsophagusESCC7.31e-041.18e-010.0662
81602CDADC1LZE21THumanEsophagusESCC3.85e-031.36e-010.0655
81602CDADC1P2T-EHumanEsophagusESCC2.59e-152.82e-010.1177
81602CDADC1P4T-EHumanEsophagusESCC6.87e-091.03e-010.1323
81602CDADC1P5T-EHumanEsophagusESCC1.01e-047.03e-020.1327
81602CDADC1P8T-EHumanEsophagusESCC1.15e-141.79e-010.0889
81602CDADC1P9T-EHumanEsophagusESCC2.62e-091.09e-010.1131
81602CDADC1P10T-EHumanEsophagusESCC2.73e-162.64e-010.116
81602CDADC1P11T-EHumanEsophagusESCC4.01e-113.29e-010.1426
81602CDADC1P12T-EHumanEsophagusESCC1.12e-162.15e-010.1122
81602CDADC1P15T-EHumanEsophagusESCC9.71e-101.34e-010.1149
81602CDADC1P16T-EHumanEsophagusESCC3.77e-182.86e-010.1153
81602CDADC1P17T-EHumanEsophagusESCC2.50e-041.44e-010.1278
81602CDADC1P20T-EHumanEsophagusESCC4.11e-101.31e-010.1124
81602CDADC1P21T-EHumanEsophagusESCC1.09e-091.29e-010.1617
81602CDADC1P22T-EHumanEsophagusESCC8.06e-108.97e-020.1236
81602CDADC1P23T-EHumanEsophagusESCC1.70e-068.72e-020.108
81602CDADC1P24T-EHumanEsophagusESCC2.55e-121.77e-010.1287
81602CDADC1P26T-EHumanEsophagusESCC1.48e-131.60e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00725273EsophagusESCCpyrimidine-containing compound metabolic process52/855282/187239.03e-044.61e-0352
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00091163EsophagusESCCnucleoside metabolic process39/855262/187234.68e-031.82e-0239
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:003465517Oral cavityOSCCnucleobase-containing compound catabolic process244/7305407/187235.38e-185.49e-16244
GO:004670015Oral cavityOSCCheterocycle catabolic process254/7305445/187235.07e-153.31e-13254
GO:004427016Oral cavityOSCCcellular nitrogen compound catabolic process256/7305451/187239.67e-155.88e-13256
GO:001943915Oral cavityOSCCaromatic compound catabolic process263/7305467/187231.49e-148.84e-13263
GO:190136115Oral cavityOSCCorganic cyclic compound catabolic process272/7305495/187232.73e-131.36e-11272
GO:19016573Oral cavityOSCCglycosyl compound metabolic process52/730588/187231.06e-047.84e-0452
GO:19011361Oral cavityOSCCcarbohydrate derivative catabolic process89/7305172/187234.52e-042.73e-0389
GO:00091162Oral cavityOSCCnucleoside metabolic process37/730562/187237.79e-044.23e-0337
GO:00442826Oral cavityOSCCsmall molecule catabolic process174/7305376/187232.25e-031.00e-02174
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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
CDADC1SNVMissense_Mutationc.872N>Tp.Pro291Leup.P291LQ9BWV3protein_codingdeleterious(0)probably_damaging(0.967)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
CDADC1SNVMissense_Mutationc.1124A>Cp.Tyr375Serp.Y375SQ9BWV3protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TQ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CDADC1SNVMissense_Mutationnovelc.768G>Ap.Met256Ilep.M256IQ9BWV3protein_codingtolerated(0.1)benign(0.201)TCGA-BH-A42V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDADC1SNVMissense_Mutationc.1129G>Ap.Asp377Asnp.D377NQ9BWV3protein_codingtolerated(0.17)probably_damaging(0.953)TCGA-C8-A1HO-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
CDADC1SNVMissense_Mutationc.206N>Cp.Leu69Serp.L69SQ9BWV3protein_codingtolerated(0.12)benign(0)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
CDADC1insertionFrame_Shift_Insnovelc.1544_1545insGp.Ter515%3Dp.*515%3DQ9BWV3protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CDADC1SNVMissense_Mutationrs141868508c.485N>Tp.Thr162Metp.T162MQ9BWV3protein_codingtolerated(0.1)benign(0.163)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDADC1SNVMissense_Mutationrs376714185c.1528C>Tp.Arg510Cysp.R510CQ9BWV3protein_codingtolerated_low_confidence(0.37)benign(0)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
CDADC1SNVMissense_Mutationc.581C>Ap.Pro194Hisp.P194HQ9BWV3protein_codingdeleterious(0)possibly_damaging(0.8)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDADC1SNVMissense_Mutationc.1373N>Cp.Met458Thrp.M458TQ9BWV3protein_codingdeleterious(0)benign(0.428)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=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
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