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: ATOH1

Gene summary for ATOH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATOH1

Gene ID

474

Gene nameatonal bHLH transcription factor 1
Gene AliasATH1
Cytomap4q22.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q92858


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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
474ATOH1HTA11_78_2000001011HumanColorectumAD8.02e-083.43e-01-0.1088
474ATOH1HTA11_696_2000001011HumanColorectumAD9.56e-072.53e-01-0.1464
474ATOH1HTA11_866_2000001011HumanColorectumAD4.38e-062.54e-01-0.1001
474ATOH1HTA11_1391_2000001011HumanColorectumAD2.63e-022.35e-01-0.059
474ATOH1HTA11_99999965062_69753HumanColorectumMSI-H7.89e-034.77e-010.3487
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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
∗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:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0035315ColorectumADhair cell differentiation21/391847/187232.14e-042.82e-0321
GO:0042491ColorectumADinner ear auditory receptor cell differentiation17/391838/187238.26e-048.13e-0317
GO:0042490ColorectumADmechanoreceptor differentiation24/391867/187233.48e-032.52e-0224
GO:0048568ColorectumADembryonic organ development112/3918427/187234.60e-033.14e-02112
GO:0009913ColorectumADepidermal cell differentiation58/3918202/187235.16e-033.42e-0258
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0008544ColorectumADepidermis development87/3918324/187235.99e-033.76e-0287
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:0007219ColorectumADNotch signaling pathway50/3918172/187236.92e-034.26e-0250
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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
ATOH1IMGOBColorectumADCLCA1,KCNMA1,TFF3, etc.2.02e-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.
ATOH1GOBColorectumADCLCA1,KCNMA1,TFF3, etc.2.32e-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.
ATOH1GOBColorectumADJREP15,CAPN9,ANO7, etc.2.82e-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.
ATOH1IMGOBColorectumADJREP15,CAPN9,ANO7, etc.1.27e-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.
ATOH1IMGOBColorectumFAPREP15,CAPN9,ANO7, etc.2.37e-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.
ATOH1GOBColorectumFAPREP15,CAPN9,ANO7, etc.1.21e-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.
ATOH1GOBColorectumHealthySYTL2,CAPN9,BCAS1, etc.2.91e-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.
ATOH1GOBColorectumMSI-HCLCA1,KCNMA1,TFF3, etc.4.32e-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.
ATOH1IMGOBColorectumMSI-HCLCA1,KCNMA1,TFF3, etc.2.53e-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.
ATOH1IMGOBColorectumMSSCLCA1,KCNMA1,TFF3, etc.6.91e-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.
∗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
ATOH1SNVMissense_Mutationc.766N>Ap.Ala256Thrp.A256TQ92858protein_codingtolerated(0.41)benign(0)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATOH1SNVMissense_Mutationc.571N>Cp.Asn191Hisp.N191HQ92858protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
ATOH1SNVMissense_Mutationc.5N>Tp.Ser2Phep.S2FQ92858protein_codingdeleterious_low_confidence(0)possibly_damaging(0.737)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ATOH1SNVMissense_Mutationc.992N>Tp.Ser331Leup.S331LQ92858protein_codingdeleterious(0)probably_damaging(0.991)TCGA-C8-A12W-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATOH1SNVMissense_Mutationrs139664764c.659G>Ap.Gly220Glup.G220EQ92858protein_codingtolerated(0.08)benign(0.022)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ATOH1SNVMissense_Mutationc.251N>Tp.Ser84Phep.S84FQ92858protein_codingdeleterious(0)benign(0.384)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATOH1SNVMissense_Mutationc.931N>Gp.Leu311Valp.L311VQ92858protein_codingtolerated(0.15)benign(0.351)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ATOH1SNVMissense_Mutationrs772119264c.104N>Ap.Pro35Glnp.P35QQ92858protein_codingtolerated_low_confidence(0.3)benign(0.308)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ATOH1SNVMissense_Mutationnovelc.527N>Gp.Asn176Serp.N176SQ92858protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATOH1SNVMissense_Mutationnovelc.311N>Gp.Glu104Glyp.E104GQ92858protein_codingdeleterious(0.02)benign(0.081)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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