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: DCLRE1C

Gene summary for DCLRE1C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCLRE1C

Gene ID

64421

Gene nameDNA cross-link repair 1C
Gene AliasA-SCID
Cytomap10p13
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

Q96SD1


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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
64421DCLRE1CLZE22THumanEsophagusESCC5.58e-032.23e-010.068
64421DCLRE1CLZE24THumanEsophagusESCC7.12e-114.51e-010.0596
64421DCLRE1CLZE6THumanEsophagusESCC4.33e-021.28e-010.0845
64421DCLRE1CP1T-EHumanEsophagusESCC4.28e-066.42e-010.0875
64421DCLRE1CP2T-EHumanEsophagusESCC2.11e-112.19e-010.1177
64421DCLRE1CP4T-EHumanEsophagusESCC5.34e-071.48e-010.1323
64421DCLRE1CP5T-EHumanEsophagusESCC6.48e-049.53e-020.1327
64421DCLRE1CP8T-EHumanEsophagusESCC2.99e-091.60e-010.0889
64421DCLRE1CP9T-EHumanEsophagusESCC1.70e-025.19e-020.1131
64421DCLRE1CP10T-EHumanEsophagusESCC1.54e-111.68e-010.116
64421DCLRE1CP12T-EHumanEsophagusESCC2.53e-141.87e-010.1122
64421DCLRE1CP15T-EHumanEsophagusESCC1.31e-071.18e-010.1149
64421DCLRE1CP16T-EHumanEsophagusESCC6.04e-091.59e-010.1153
64421DCLRE1CP20T-EHumanEsophagusESCC6.06e-151.98e-010.1124
64421DCLRE1CP21T-EHumanEsophagusESCC4.68e-133.09e-010.1617
64421DCLRE1CP23T-EHumanEsophagusESCC1.56e-063.02e-010.108
64421DCLRE1CP24T-EHumanEsophagusESCC5.65e-101.92e-010.1287
64421DCLRE1CP26T-EHumanEsophagusESCC1.12e-061.66e-010.1276
64421DCLRE1CP27T-EHumanEsophagusESCC7.83e-122.45e-010.1055
64421DCLRE1CP28T-EHumanEsophagusESCC7.63e-045.58e-020.1149
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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
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
∗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:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00162332EsophagusESCCtelomere capping28/855239/187238.57e-044.40e-0328
GO:00025622EsophagusESCCsomatic diversification of immune receptors via germline recombination within a single locus43/855266/187231.10e-035.53e-0343
GO:0006303EsophagusESCCdouble-strand break repair via nonhomologous end joining43/855266/187231.10e-035.53e-0343
GO:00164442EsophagusESCCsomatic cell DNA recombination43/855266/187231.10e-035.53e-0343
GO:00022003EsophagusESCCsomatic diversification of immune receptors49/855277/187231.12e-035.60e-0349
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:000072311LiverHCCtelomere maintenance85/7958131/187231.86e-073.40e-0685
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:001021221LiverHCCresponse to ionizing radiation89/7958148/187231.10e-051.26e-0489
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:00322001LiverHCCtelomere organization86/7958159/187232.06e-031.04e-0286
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
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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
DCLRE1CSNVMissense_Mutationc.1484N>Cp.Arg495Thrp.R495TQ96SD1protein_codingtolerated_low_confidence(0.49)benign(0)TCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCLRE1CSNVMissense_Mutationc.1993G>Cp.Glu665Glnp.E665QQ96SD1protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.796)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DCLRE1CSNVMissense_Mutationc.1310G>Cp.Arg437Thrp.R437TQ96SD1protein_codingtolerated_low_confidence(0.06)benign(0.009)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DCLRE1CSNVMissense_Mutationc.442N>Cp.Glu148Glnp.E148QQ96SD1protein_codingdeleterious(0.04)benign(0.212)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCLRE1CSNVMissense_Mutationc.1084N>Cp.Ser362Prop.S362PQ96SD1protein_codingtolerated(0.24)benign(0.01)TCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
DCLRE1CinsertionFrame_Shift_Insnovelc.1186_1187insAATATTACAATAGAGAAAATACAGTAp.Pro396GlnfsTer15p.P396Qfs*15Q96SD1protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
DCLRE1CdeletionFrame_Shift_Delnovelc.1619delCp.Ser540Terp.S540*Q96SD1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DCLRE1CSNVMissense_Mutationnovelc.70C>Ap.Leu24Metp.L24MQ96SD1protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DCLRE1CSNVMissense_Mutationc.310N>Ap.Glu104Lysp.E104KQ96SD1protein_codingdeleterious(0.03)possibly_damaging(0.603)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DCLRE1CSNVMissense_Mutationnovelc.1148N>Ap.Arg383Glnp.R383QQ96SD1protein_codingtolerated(0.59)benign(0)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<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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