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: HEY1

Gene summary for HEY1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HEY1

Gene ID

23462

Gene namehes related family bHLH transcription factor with YRPW motif 1
Gene AliasBHLHb31
Cytomap8q21.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y5J3


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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
23462HEY1LZE4THumanEsophagusESCC2.85e-259.19e-010.0811
23462HEY1LZE5THumanEsophagusESCC1.57e-034.24e-010.0514
23462HEY1LZE7THumanEsophagusESCC9.32e-083.67e-010.0667
23462HEY1LZE8THumanEsophagusESCC2.72e-031.39e-010.067
23462HEY1LZE20THumanEsophagusESCC2.95e-062.34e-010.0662
23462HEY1LZE22THumanEsophagusESCC1.40e-064.49e-010.068
23462HEY1LZE21THumanEsophagusESCC1.16e-054.53e-010.0655
23462HEY1P2T-EHumanEsophagusESCC5.79e-541.24e+000.1177
23462HEY1P4T-EHumanEsophagusESCC1.40e-188.29e-010.1323
23462HEY1P5T-EHumanEsophagusESCC3.39e-103.57e-010.1327
23462HEY1P8T-EHumanEsophagusESCC4.71e-153.97e-010.0889
23462HEY1P9T-EHumanEsophagusESCC8.59e-072.30e-010.1131
23462HEY1P11T-EHumanEsophagusESCC1.20e-094.61e-010.1426
23462HEY1P12T-EHumanEsophagusESCC5.01e-411.26e+000.1122
23462HEY1P15T-EHumanEsophagusESCC1.75e-371.12e+000.1149
23462HEY1P16T-EHumanEsophagusESCC1.15e-881.78e+000.1153
23462HEY1P19T-EHumanEsophagusESCC7.48e-032.66e-010.1662
23462HEY1P20T-EHumanEsophagusESCC1.16e-155.50e-010.1124
23462HEY1P22T-EHumanEsophagusESCC2.68e-154.62e-010.1236
23462HEY1P23T-EHumanEsophagusESCC8.35e-431.14e+000.108
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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
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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:0051101111EsophagusESCCregulation of DNA binding84/8552118/187231.64e-083.21e-0784
GO:0051100111EsophagusESCCnegative regulation of binding109/8552162/187232.10e-084.03e-07109
GO:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:000189219EsophagusESCCembryonic placenta development57/855282/187231.06e-051.01e-0457
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:0045746EsophagusESCCnegative regulation of Notch signaling pathway28/855236/187238.62e-056.22e-0428
GO:00018378EsophagusESCCepithelial to mesenchymal transition95/8552157/187231.25e-048.56e-0495
GO:00433924EsophagusESCCnegative regulation of DNA binding37/855252/187231.75e-041.14e-0337
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:00607119EsophagusESCClabyrinthine layer development30/855244/187232.14e-039.54e-0330
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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
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
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
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0516514Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
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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
HEY1M2MACOral cavityADJHPGDS,GATA2,TPSAB1, etc.1.17e-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.
HEY1MASTOral cavityADJHPGDS,GATA2,TPSAB1, etc.4.34e-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.
HEY1CD8TEFFOral cavityEOLPHPGDS,GATA2,TPSAB1, 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.
HEY1cDCOral cavityEOLPHPGDS,GATA2,TPSAB1, etc.9.37e-03The 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.
HEY1MDSCsOral cavityEOLPHPGDS,GATA2,TPSAB1, 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.
HEY1pDCOral cavityEOLPHPGDS,GATA2,TPSAB1, etc.1.94e-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.
HEY1NKOral cavityEOLPHPGDS,GATA2,TPSAB1, etc.1.19e-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.
HEY1MASTOral cavityEOLPHPGDS,GATA2,TPSAB1, etc.1.31e-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.
HEY1CD8TEXOral cavityHealthyHPGDS,GATA2,TPSAB1, etc.5.03e-04The 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.
HEY1MASTOral cavityHealthyHPGDS,GATA2,TPSAB1, etc.7.32e-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.
∗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
HEY1SNVMissense_Mutationc.796N>Ap.Ser266Thrp.S266TQ9Y5J3protein_codingtolerated(0.05)benign(0.02)TCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HEY1SNVMissense_Mutationrs138580863c.571N>Tp.His191Tyrp.H191YQ9Y5J3protein_codingtolerated(1)benign(0.184)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HEY1SNVMissense_Mutationnovelc.466N>Tp.Val156Phep.V156FQ9Y5J3protein_codingdeleterious(0)possibly_damaging(0.595)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
HEY1SNVMissense_Mutationc.740T>Cp.Val247Alap.V247AQ9Y5J3protein_codingtolerated(0.68)benign(0.406)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HEY1SNVMissense_Mutationnovelc.243N>Tp.Glu81Aspp.E81DQ9Y5J3protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HEY1SNVMissense_Mutationnovelc.606N>Tp.Gln202Hisp.Q202HQ9Y5J3protein_codingtolerated(0.08)benign(0.006)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HEY1SNVMissense_Mutationnovelc.179N>Ap.Arg60Hisp.R60HQ9Y5J3protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
HEY1SNVMissense_Mutationnovelc.372G>Ap.Met124Ilep.M124IQ9Y5J3protein_codingtolerated(0.06)benign(0.041)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HEY1SNVMissense_Mutationrs141577372c.470G>Ap.Arg157Glnp.R157QQ9Y5J3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
HEY1SNVMissense_Mutationnovelc.881N>Cp.Leu294Prop.L294PQ9Y5J3protein_codingtolerated(0.21)possibly_damaging(0.884)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
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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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