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: HUS1

Gene summary for HUS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HUS1

Gene ID

3364

Gene nameHUS1 checkpoint clamp component
Gene AliashHUS1
Cytomap7p12.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A4D2F2


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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
3364HUS1LZE4THumanEsophagusESCC3.17e-134.38e-010.0811
3364HUS1LZE5THumanEsophagusESCC4.01e-032.48e-010.0514
3364HUS1LZE7THumanEsophagusESCC4.11e-062.58e-010.0667
3364HUS1LZE24THumanEsophagusESCC6.44e-082.25e-010.0596
3364HUS1LZE6THumanEsophagusESCC4.42e-043.23e-010.0845
3364HUS1P1T-EHumanEsophagusESCC1.09e-042.35e-010.0875
3364HUS1P2T-EHumanEsophagusESCC1.65e-233.18e-010.1177
3364HUS1P4T-EHumanEsophagusESCC1.91e-175.00e-010.1323
3364HUS1P5T-EHumanEsophagusESCC3.76e-162.36e-010.1327
3364HUS1P8T-EHumanEsophagusESCC2.64e-051.19e-010.0889
3364HUS1P9T-EHumanEsophagusESCC3.13e-134.13e-010.1131
3364HUS1P10T-EHumanEsophagusESCC4.15e-254.10e-010.116
3364HUS1P11T-EHumanEsophagusESCC6.30e-145.92e-010.1426
3364HUS1P12T-EHumanEsophagusESCC6.33e-192.56e-010.1122
3364HUS1P15T-EHumanEsophagusESCC1.88e-266.26e-010.1149
3364HUS1P16T-EHumanEsophagusESCC1.83e-163.41e-010.1153
3364HUS1P17T-EHumanEsophagusESCC1.13e-033.69e-010.1278
3364HUS1P20T-EHumanEsophagusESCC1.97e-172.36e-010.1124
3364HUS1P21T-EHumanEsophagusESCC6.84e-224.02e-010.1617
3364HUS1P22T-EHumanEsophagusESCC3.17e-192.86e-010.1236
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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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:007147816EsophagusESCCcellular response to radiation122/8552186/187233.07e-085.73e-07122
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:0071479110EsophagusESCCcellular response to ionizing radiation54/855272/187233.85e-075.32e-0654
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
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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
HUS1SNVMissense_Mutationc.232G>Ap.Glu78Lysp.E78KO60921protein_codingdeleterious(0.01)benign(0.395)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HUS1insertionFrame_Shift_Insnovelc.688_689insAACAATTTCTCATTGATGTTGTGAAAATCGTCATGTATTTAGAp.Val230GlufsTer20p.V230Efs*20O60921protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HUS1SNVMissense_Mutationc.183N>Tp.Glu61Aspp.E61DO60921protein_codingtolerated(0.51)benign(0.068)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HUS1SNVMissense_Mutationc.501G>Tp.Lys167Asnp.K167NO60921protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
HUS1SNVMissense_Mutationc.667N>Cp.Asn223Hisp.N223HO60921protein_codingtolerated(0.13)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HUS1SNVMissense_Mutationrs779721301c.341C>Tp.Thr114Metp.T114MO60921protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HUS1SNVMissense_Mutationc.416N>Ap.Pro139Hisp.P139HO60921protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HUS1SNVMissense_Mutationrs779721301c.341N>Tp.Thr114Metp.T114MO60921protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HUS1SNVMissense_Mutationnovelc.265N>Cp.Ser89Prop.S89PO60921protein_codingtolerated(0.19)possibly_damaging(0.747)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
HUS1SNVMissense_Mutationc.192N>Ap.Phe64Leup.F64LO60921protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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
3364HUS1DNA REPAIR, KINASECAMPTOTHECINCAMPTOTHECIN14762204
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