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

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CLOCK

Gene summary for CLOCK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLOCK

Gene ID

9575

Gene nameclock circadian regulator
Gene AliasKAT13D
Cytomap4q12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O15516


Top

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
9575CLOCKLZE7THumanEsophagusESCC3.67e-023.49e-010.0667
9575CLOCKLZE24THumanEsophagusESCC1.39e-101.05e-010.0596
9575CLOCKP1T-EHumanEsophagusESCC2.82e-084.13e-010.0875
9575CLOCKP2T-EHumanEsophagusESCC3.42e-162.87e-010.1177
9575CLOCKP4T-EHumanEsophagusESCC3.37e-102.44e-010.1323
9575CLOCKP5T-EHumanEsophagusESCC1.34e-037.07e-020.1327
9575CLOCKP8T-EHumanEsophagusESCC2.60e-193.46e-010.0889
9575CLOCKP9T-EHumanEsophagusESCC1.56e-061.17e-010.1131
9575CLOCKP10T-EHumanEsophagusESCC3.17e-101.65e-010.116
9575CLOCKP11T-EHumanEsophagusESCC6.32e-031.71e-010.1426
9575CLOCKP12T-EHumanEsophagusESCC7.28e-132.50e-010.1122
9575CLOCKP15T-EHumanEsophagusESCC8.50e-101.54e-010.1149
9575CLOCKP20T-EHumanEsophagusESCC1.08e-081.72e-010.1124
9575CLOCKP21T-EHumanEsophagusESCC5.73e-102.97e-010.1617
9575CLOCKP22T-EHumanEsophagusESCC3.43e-182.44e-010.1236
9575CLOCKP23T-EHumanEsophagusESCC5.65e-143.16e-010.108
9575CLOCKP24T-EHumanEsophagusESCC1.37e-121.03e-010.1287
9575CLOCKP26T-EHumanEsophagusESCC4.82e-172.01e-010.1276
9575CLOCKP27T-EHumanEsophagusESCC9.54e-141.93e-010.1055
9575CLOCKP28T-EHumanEsophagusESCC5.67e-266.06e-010.1149
Page: 1 2 3 4 5 

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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00510914LungIACpositive regulation of DNA-binding transcription factor activity50/2061260/187235.87e-051.29e-0350
GO:00434017LungIACsteroid hormone mediated signaling pathway31/2061136/187236.00e-051.31e-0331
GO:00093147LungIACresponse to radiation77/2061456/187238.59e-051.74e-0377
GO:00457861LungIACnegative regulation of cell cycle67/2061385/187239.74e-051.93e-0367
GO:00000773LungIACDNA damage checkpoint27/2061115/187231.03e-042.02e-0327
GO:00714784LungIACcellular response to radiation38/2061186/187231.19e-042.25e-0338
GO:19019881LungIACnegative regulation of cell cycle phase transition47/2061249/187231.53e-042.80e-0347
GO:00109481LungIACnegative regulation of cell cycle process53/2061294/187232.05e-043.58e-0353
GO:0051092LungIACpositive regulation of NF-kappaB transcription factor activity32/2061152/187232.25e-043.90e-0332
GO:00712146LungIACcellular response to abiotic stimulus58/2061331/187232.30e-043.96e-0358
GO:01040046LungIACcellular response to environmental stimulus58/2061331/187232.30e-043.96e-0358
GO:00427526LungIACregulation of circadian rhythm27/2061121/187232.53e-044.24e-0327
GO:00102124LungIACresponse to ionizing radiation31/2061148/187233.07e-044.89e-0331
GO:00331434LungIACregulation of intracellular steroid hormone receptor signaling pathway19/206174/187233.15e-044.98e-0319
GO:00315703LungIACDNA integrity checkpoint27/2061123/187233.34e-045.24e-0327
GO:00331445LungIACnegative regulation of intracellular steroid hormone receptor signaling pathway12/206138/187235.35e-047.54e-0312
GO:00000752LungIACcell cycle checkpoint33/2061169/187237.51e-049.82e-0333
GO:00182053LungIACpeptidyl-lysine modification62/2061376/187237.55e-049.82e-0362
GO:00097557LungIAChormone-mediated signaling pathway36/2061190/187237.95e-041.02e-0236
GO:00321033LungIACpositive regulation of response to external stimulus65/2061427/187234.28e-033.41e-0265
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa047105EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa0471012EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa04710LungIACCircadian rhythm10/105334/84656.70e-032.76e-021.83e-0210
hsa047101LungIACCircadian rhythm10/105334/84656.70e-032.76e-021.83e-0210
hsa047102LungAISCircadian rhythm11/96134/84659.22e-047.11e-034.55e-0311
hsa047103LungAISCircadian rhythm11/96134/84659.22e-047.11e-034.55e-0311
Page: 1 

Top

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
Page: 1 

Top

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
CLOCKCD8TEXBreastDCISDHX30,BCAS3,MTMR4, etc.3.82e-02The 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.
CLOCKCD4TNBreastHealthyDHX30,BCAS3,MTMR4, etc.2.09e-02The 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.
CLOCKCD8TEXBreastIDCDHX30,BCAS3,MTMR4, etc.3.95e-02The 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.
CLOCKKEREsophagusADJKRT13,KRT5,TMEM165, etc.2.21e-01The 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.
CLOCKCD8TEXPEsophagusADJSMIM10L2B,CDC42SE2,CLEC7A, etc.4.89e-02The 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.
CLOCKCD8TEXPEsophagusESCCSMIM10L2B,CDC42SE2,CLEC7A, etc.7.66e-02The 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.
CLOCKINMONEsophagusESCCSMIM10L2B,CDC42SE2,CLEC7A, etc.8.35e-02The 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.
CLOCKAT2LLungMIACTMEM165,SYT8,SPTSSA, etc.6.38e-01The 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.
CLOCKCD8TEXINTLungAAHTICAM2,HSPA1B,ZHX3, etc.3.56e-01The 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.
CLOCKECMOral cavityEOLPGLIS2,LUZP2,AL078604.4, etc.0.00e+00The 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.
∗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 2 3 

Top

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
CLOCKSNVMissense_Mutationc.496N>Ap.Val166Ilep.V166IO15516protein_codingtolerated(0.13)benign(0.042)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLOCKSNVMissense_Mutationc.49N>Tp.Asp17Tyrp.D17YO15516protein_codingdeleterious(0)possibly_damaging(0.526)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
CLOCKSNVMissense_Mutationc.35N>Tp.Ser12Leup.S12LO15516protein_codingdeleterious(0.03)benign(0.001)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CLOCKinsertionNonsense_Mutationnovelc.1840_1841insTAATTTp.Gly614delinsValIleTerp.G614delinsVI*O15516protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CLOCKinsertionFrame_Shift_Insnovelc.1839_1840insCACGTTCCCACCAGCAGTGTp.Gly614HisfsTer16p.G614Hfs*16O15516protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CLOCKSNVMissense_Mutationnovelc.677N>Gp.Ser226Cysp.S226CO15516protein_codingdeleterious(0)possibly_damaging(0.447)TCGA-C5-A907-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CLOCKSNVMissense_Mutationnovelc.142N>Ap.Asp48Asnp.D48NO15516protein_codingdeleterious(0)probably_damaging(0.999)TCGA-ZJ-AAX8-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CLOCKSNVMissense_Mutationnovelc.1174N>Ap.Glu392Lysp.E392KO15516protein_codingdeleterious(0.04)benign(0.043)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CLOCKSNVMissense_Mutationc.2355N>Gp.Phe785Leup.F785LO15516protein_codingtolerated(0.08)benign(0.007)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLOCKSNVMissense_Mutationrs779397098c.1460N>Tp.Ser487Phep.S487FO15516protein_codingdeleterious(0.01)possibly_damaging(0.887)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 7 8 

Top

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
9575CLOCKENZYME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR COMPLEXsalbutamolALBUTEROL23508266
9575CLOCKENZYME, TRANSCRIPTION FACTOR, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR COMPLEXlithiumLITHIUM21047205
Page: 1