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: ATOH8

Gene summary for ATOH8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATOH8

Gene ID

84913

Gene nameatonal bHLH transcription factor 8
Gene AliasHATH6
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q96SQ7


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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
84913ATOH8HCC2HumanLiverHCC9.26e-079.45e-010.5341
84913ATOH8HCC5HumanLiverHCC4.22e-021.11e-010.4932
84913ATOH8S014HumanLiverHCC1.59e-185.85e-010.2254
84913ATOH8S015HumanLiverHCC1.81e-167.61e-010.2375
84913ATOH8S016HumanLiverHCC2.00e-165.11e-010.2243
84913ATOH8male-WTAHumanThyroidPTC3.35e-231.81e-010.1037
84913ATOH8PTC01HumanThyroidPTC6.06e-101.37e-010.1899
84913ATOH8PTC04HumanThyroidPTC2.76e-113.23e-010.1927
84913ATOH8PTC05HumanThyroidPTC1.85e-072.87e-010.2065
84913ATOH8PTC06HumanThyroidPTC3.13e-084.16e-010.2057
84913ATOH8PTC07HumanThyroidPTC1.12e-255.89e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:006161422LiverHCCpri-miRNA transcription by RNA polymerase II35/795855/187231.26e-036.92e-0335
GO:190289312LiverHCCregulation of pri-miRNA transcription by RNA polymerase II34/795854/187231.92e-039.78e-0334
GO:00351484LiverHCCtube formation77/7958148/187231.20e-024.39e-0277
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:000717819ThyroidPTCtransmembrane receptor protein serine/threonine kinase signaling pathway156/5968355/187231.02e-061.51e-05156
GO:0001667112ThyroidPTCameboidal-type cell migration198/5968475/187233.36e-064.34e-05198
GO:0010634111ThyroidPTCpositive regulation of epithelial cell migration85/5968176/187233.83e-064.80e-0585
GO:003514819ThyroidPTCtube formation73/5968148/187237.04e-068.31e-0573
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:000736910ThyroidPTCgastrulation84/5968185/187237.58e-056.52e-0484
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0010632111ThyroidPTCregulation of epithelial cell migration123/5968292/187231.33e-041.05e-03123
GO:00017046ThyroidPTCformation of primary germ layer57/5968121/187233.23e-042.23e-0357
GO:001059516ThyroidPTCpositive regulation of endothelial cell migration61/5968133/187234.95e-043.25e-0361
GO:0003158111ThyroidPTCendothelium development62/5968136/187235.45e-043.48e-0362
GO:004544619ThyroidPTCendothelial cell differentiation55/5968118/187235.64e-043.59e-0355
GO:004354219ThyroidPTCendothelial cell migration112/5968279/187232.03e-031.09e-02112
GO:0061614111ThyroidPTCpri-miRNA transcription by RNA polymerase II28/596855/187232.55e-031.31e-0228
GO:1902893110ThyroidPTCregulation of pri-miRNA transcription by RNA polymerase II27/596854/187234.18e-031.99e-0227
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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
ATOH8BASBreastHealthyFADS3,C2orf40,LGALS1, etc.2.13e-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.
ATOH8SURFEndometriumHealthyCLU,DUSP23,SCGB2A1, etc.4.16e-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.
ATOH8CLUBLungHealthyFDFT1,BMPR1A,BCAP31, etc.1.43e-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.
ATOH8MVAStomachADJCA4,RBP7,PLVAP, etc.3.45e-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.
ATOH8MVAStomachCSGCA4,RBP7,PLVAP, etc.2.14e-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
ATOH8SNVMissense_Mutationnovelc.907N>Tp.Val303Leup.V303LQ96SQ7protein_codingtolerated(0.06)benign(0.012)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ATOH8SNVMissense_Mutationc.751G>Cp.Glu251Glnp.E251QQ96SQ7protein_codingdeleterious(0)probably_damaging(0.993)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATOH8SNVMissense_Mutationrs760406327c.943C>Tp.Arg315Cysp.R315CQ96SQ7protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATOH8SNVMissense_Mutationc.123N>Cp.Lys41Asnp.K41NQ96SQ7protein_codingdeleterious_low_confidence(0)probably_damaging(0.981)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATOH8SNVMissense_Mutationc.605N>Gp.Asn202Serp.N202SQ96SQ7protein_codingtolerated(0.1)benign(0.425)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ATOH8SNVMissense_Mutationrs768036689c.602N>Cp.Asn201Thrp.N201TQ96SQ7protein_codingtolerated(0.23)possibly_damaging(0.624)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
ATOH8SNVMissense_Mutationc.897N>Ap.Phe299Leup.F299LQ96SQ7protein_codingtolerated(0.08)benign(0.063)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATOH8SNVMissense_Mutationrs754920791c.955N>Tp.Arg319Cysp.R319CQ96SQ7protein_codingdeleterious(0)probably_damaging(0.989)TCGA-D1-A17M-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATOH8SNVMissense_Mutationnovelc.872N>Cp.Ser291Thrp.S291TQ96SQ7protein_codingtolerated(0.32)benign(0.046)TCGA-EY-A1GU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATOH8SNVMissense_Mutationrs372705499c.914N>Ap.Arg305Hisp.R305HQ96SQ7protein_codingdeleterious(0.01)benign(0.346)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<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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