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: HES6

Gene summary for HES6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HES6

Gene ID

55502

Gene namehes family bHLH transcription factor 6
Gene AliasC-HAIRY1
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96HZ4


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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
55502HES6HTA11_2487_2000001011HumanColorectumSER4.80e-032.36e-01-0.1808
55502HES6HTA11_1938_2000001011HumanColorectumAD5.05e-074.41e-01-0.0811
55502HES6HTA11_347_2000001011HumanColorectumAD1.95e-041.44e-01-0.1954
55502HES6HTA11_3361_2000001011HumanColorectumAD2.44e-033.11e-01-0.1207
55502HES6HTA11_696_2000001011HumanColorectumAD1.16e-187.14e-01-0.1464
55502HES6HTA11_1391_2000001011HumanColorectumAD4.74e-114.86e-01-0.059
55502HES6HTA11_546_2000001011HumanColorectumAD3.99e-023.36e-01-0.0842
55502HES6HTA11_866_3004761011HumanColorectumAD1.71e-114.06e-010.096
55502HES6HTA11_7663_2000001011HumanColorectumSER1.25e-023.45e-010.0131
55502HES6HTA11_10711_2000001011HumanColorectumAD3.95e-032.01e-010.0338
55502HES6HTA11_7696_3000711011HumanColorectumAD3.98e-134.68e-010.0674
55502HES6HTA11_6818_2000001021HumanColorectumAD4.76e-041.92e-010.0588
55502HES6HTA11_99999970781_79442HumanColorectumMSS2.59e-123.91e-010.294
55502HES6HTA11_99999965062_69753HumanColorectumMSI-H9.42e-081.19e+000.3487
55502HES6HTA11_99999971662_82457HumanColorectumMSS6.88e-095.24e-010.3859
55502HES6HTA11_99999973899_84307HumanColorectumMSS1.93e-105.02e-010.2585
55502HES6HTA11_99999974143_84620HumanColorectumMSS1.70e-226.26e-010.3005
55502HES6LZE24THumanEsophagusESCC4.05e-072.56e-010.0596
55502HES6P1T-EHumanEsophagusESCC3.04e-021.87e-010.0875
55502HES6P2T-EHumanEsophagusESCC4.49e-133.20e-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
∗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:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:00507671ColorectumMSSregulation of neurogenesis94/3467364/187233.12e-044.06e-0394
GO:0051090ColorectumMSSregulation of DNA-binding transcription factor activity106/3467440/187231.88e-031.65e-02106
GO:0051960ColorectumMSSregulation of nervous system development103/3467443/187236.68e-034.38e-02103
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:00507679Oral cavityOSCCregulation of neurogenesis179/7305364/187234.49e-053.84e-04179
GO:00519605Oral cavityOSCCregulation of nervous system development205/7305443/187239.80e-045.11e-03205
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0516514Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
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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
HES6CD8TRMBreastADJFGFBP2,SPON2,CLIC3, etc.5.67e-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.
HES6CD8TEREXBreastHealthyFGFBP2,SPON2,CLIC3, etc.1.15e-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.
HES6GDTCervixCCKRT81,TMIGD2,CLIC3, etc.1.30e-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.
HES6CD8TEXEndometriumADJIGFBP2,NKG7,CLIC3, etc.4.64e-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.
HES6NKEndometriumADJIGFBP2,NKG7,CLIC3, etc.4.09e-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.
HES6NKEndometriumAEHIGFBP2,NKG7,CLIC3, etc.9.70e-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.
HES6CD8TEXEndometriumHealthyIGFBP2,NKG7,CLIC3, etc.1.47e-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.
HES6AT1LungAAHMT-CO3,NREP,PODXL2, etc.1.12e-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.
HES6BASLungAAHMT-CO3,NREP,PODXL2, 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.
HES6ABPLungADJMT-CO3,NREP,PODXL2, 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.
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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
HES6SNVMissense_Mutationnovelc.640N>Ap.Ala214Thrp.A214TQ96HZ4protein_codingtolerated(0.16)benign(0.005)TCGA-VS-A94W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HES6SNVMissense_Mutationnovelc.548C>Tp.Ser183Phep.S183FQ96HZ4protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HES6SNVMissense_Mutationnovelc.524C>Tp.Pro175Leup.P175LQ96HZ4protein_codingtolerated(0.1)benign(0)TCGA-IQ-7630-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapydocetaxelCR
HES6SNVMissense_Mutationnovelc.361N>Tp.Val121Phep.V121FQ96HZ4protein_codingdeleterious(0.04)possibly_damaging(0.722)TCGA-VQ-A91K-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilCR
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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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