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: HEYL

Gene summary for HEYL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HEYL

Gene ID

26508

Gene namehes related family bHLH transcription factor with YRPW motif like
Gene AliasHESR3
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9NQ87


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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
26508HEYLATC12HumanThyroidATC4.82e-021.44e-010.34
26508HEYLATC13HumanThyroidATC4.66e-327.95e-010.34
26508HEYLATC4HumanThyroidATC2.34e-041.87e-010.34
26508HEYLATC5HumanThyroidATC6.03e-408.55e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:007207322ThyroidATCkidney epithelium development68/6293136/187235.50e-054.24e-0468
GO:000317012ThyroidATCheart valve development37/629365/187239.43e-056.91e-0437
GO:003052124ThyroidATCandrogen receptor signaling pathway27/629344/187231.49e-041.03e-0327
GO:007200614ThyroidATCnephron development69/6293142/187231.50e-041.04e-0369
GO:00030075ThyroidATCheart morphogenesis110/6293246/187231.76e-041.20e-03110
GO:0072132ThyroidATCmesenchyme morphogenesis30/629352/187233.08e-041.94e-0330
GO:00720097ThyroidATCnephron epithelium development54/6293109/187234.12e-042.49e-0354
GO:000317912ThyroidATCheart valve morphogenesis31/629355/187234.33e-042.59e-0331
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:003314414ThyroidATCnegative regulation of intracellular steroid hormone receptor signaling pathway23/629338/187236.05e-043.44e-0323
GO:0003198ThyroidATCepithelial to mesenchymal transition involved in endocardial cushion formation12/629316/187238.59e-044.68e-0312
GO:000318111ThyroidATCatrioventricular valve morphogenesis16/629324/187239.46e-045.07e-0316
GO:000328121ThyroidATCventricular septum development37/629371/187239.80e-045.21e-0337
GO:000323111ThyroidATCcardiac ventricle development58/6293123/187231.23e-036.46e-0358
GO:000320612ThyroidATCcardiac chamber morphogenesis57/6293121/187231.39e-037.20e-0357
GO:00613265ThyroidATCrenal tubule development46/629394/187231.48e-037.52e-0346
GO:006041111ThyroidATCcardiac septum morphogenesis35/629368/187231.76e-038.71e-0335
GO:0003197ThyroidATCendocardial cushion development25/629345/187232.00e-039.59e-0325
GO:0003203ThyroidATCendocardial cushion morphogenesis21/629336/187232.01e-039.59e-0321
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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
HEYLTREGEsophagusADJYWHAH,ARIH2,VWCE, etc.1.21e-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.
HEYLPERIProstateADJCOL18A1,RGS5,PLXDC1, etc.7.69e-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.
HEYLPERIProstateBPHCOL18A1,RGS5,PLXDC1, etc.3.51e-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.
HEYLPERIProstateTumorCOL18A1,RGS5,PLXDC1, etc.3.02e-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.
HEYLMYOFIBStomachADJPDGFRB,FOXS1,COL18A1, etc.2.35e-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.
HEYLMYOFIBStomachCAGPDGFRB,FOXS1,COL18A1, etc.2.76e-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.
HEYLSMCStomachCAG with IMPDGFRB,FOXS1,COL18A1, etc.3.61e-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.
HEYLMYOFIBStomachCSGPDGFRB,FOXS1,COL18A1, etc.1.01e-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.
HEYLSMCStomachCSGPDGFRB,FOXS1,COL18A1, etc.2.85e-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.
HEYLMYOFIBStomachGCPDGFRB,FOXS1,COL18A1, etc.4.25e-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
HEYLSNVMissense_Mutationnovelc.806G>Cp.Ser269Thrp.S269TQ9NQ87protein_codingtolerated_low_confidence(0.09)benign(0.015)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
HEYLSNVMissense_Mutationc.537N>Gp.Phe179Leup.F179LQ9NQ87protein_codingdeleterious(0.03)benign(0.119)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HEYLSNVMissense_Mutationnovelc.164N>Ap.Arg55Hisp.R55HQ9NQ87protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-OL-A66J-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HEYLSNVMissense_Mutationnovelc.949T>Cp.Ser317Prop.S317PQ9NQ87protein_codingtolerated_low_confidence(0.06)benign(0.001)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HEYLSNVMissense_Mutationnovelc.196T>Gp.Leu66Valp.L66VQ9NQ87protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HEYLSNVMissense_Mutationc.422N>Ap.Arg141Hisp.R141HQ9NQ87protein_codingtolerated(0.25)benign(0.012)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HEYLSNVMissense_Mutationc.443G>Ap.Arg148Hisp.R148HQ9NQ87protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HEYLSNVMissense_Mutationc.764N>Tp.Ala255Valp.A255VQ9NQ87protein_codingtolerated(0.06)benign(0.005)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HEYLSNVMissense_Mutationrs747977443c.442C>Tp.Arg148Cysp.R148CQ9NQ87protein_codingdeleterious(0.02)possibly_damaging(0.852)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
HEYLSNVMissense_Mutationrs766168978c.202N>Tp.Arg68Cysp.R68CQ9NQ87protein_codingdeleterious(0.01)benign(0.334)TCGA-AA-3947-01Colorectumcolon 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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