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: HEATR3

Gene summary for HEATR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HEATR3

Gene ID

55027

Gene nameHEAT repeat containing 3
Gene AliasSYO1
Cytomap16q12.1
Gene Typeprotein-coding
GO ID

GO:0006606

UniProtAcc

Q7Z4Q2


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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
55027HEATR3HCC1_MengHumanLiverHCC8.34e-162.59e-020.0246
55027HEATR3HCC2_MengHumanLiverHCC3.90e-033.27e-020.0107
55027HEATR3HCC1HumanLiverHCC2.13e-151.36e+000.5336
55027HEATR3HCC2HumanLiverHCC2.20e-373.10e+000.5341
55027HEATR3HCC5HumanLiverHCC1.20e-312.04e+000.4932
55027HEATR3S014HumanLiverHCC3.68e-031.51e-010.2254
55027HEATR3S015HumanLiverHCC1.59e-042.29e-010.2375
55027HEATR3S016HumanLiverHCC2.41e-021.23e-010.2243
55027HEATR3S028HumanLiverHCC7.96e-103.58e-010.2503
55027HEATR3S029HumanLiverHCC1.51e-082.90e-010.2581
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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
∗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:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
GO:004227322LiverHCCribosomal large subunit biogenesis64/795872/187232.31e-162.03e-1464
GO:001703811LiverHCCprotein import140/7958206/187231.12e-136.46e-12140
GO:005117011LiverHCCimport into nucleus102/7958159/187232.78e-086.39e-07102
GO:00066066LiverHCCprotein import into nucleus99/7958155/187236.12e-081.28e-0699
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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
∗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
HEATR3SNVMissense_Mutationnovelc.1997G>Ap.Arg666Lysp.R666KQ7Z4Q2protein_codingtolerated(0.11)probably_damaging(0.978)TCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HEATR3SNVMissense_Mutationnovelc.1885N>Cp.Ala629Prop.A629PQ7Z4Q2protein_codingdeleterious(0.03)benign(0.203)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
HEATR3SNVMissense_Mutationnovelc.815T>Gp.Ile272Serp.I272SQ7Z4Q2protein_codingtolerated(0.25)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HEATR3SNVMissense_Mutationc.50C>Tp.Thr17Metp.T17MQ7Z4Q2protein_codingdeleterious(0)benign(0.164)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
HEATR3insertionNonsense_Mutationnovelc.984_985insTAATp.Gly329Terp.G329*Q7Z4Q2protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
HEATR3insertionNonsense_Mutationnovelc.985_986insTCCTTTAp.Gly329ValfsTer3p.G329Vfs*3Q7Z4Q2protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
HEATR3SNVMissense_Mutationc.526N>Gp.Arg176Glyp.R176GQ7Z4Q2protein_codingtolerated(0.05)benign(0.024)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HEATR3SNVMissense_Mutationc.1174N>Ap.Glu392Lysp.E392KQ7Z4Q2protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AA-3975-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HEATR3SNVMissense_Mutationc.1539N>Cp.Glu513Aspp.E513DQ7Z4Q2protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
HEATR3SNVMissense_Mutationnovelc.316C>Tp.Leu106Phep.L106FQ7Z4Q2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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