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: HAUS4

Gene summary for HAUS4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HAUS4

Gene ID

54930

Gene nameHAUS augmin like complex subunit 4
Gene AliasC14orf94
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9H6D7


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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
54930HAUS4P49T-EHumanEsophagusESCC1.36e-091.04e+000.1768
54930HAUS4P52T-EHumanEsophagusESCC8.56e-194.62e-010.1555
54930HAUS4P54T-EHumanEsophagusESCC1.70e-153.34e-010.0975
54930HAUS4P56T-EHumanEsophagusESCC1.93e-074.35e-010.1613
54930HAUS4P57T-EHumanEsophagusESCC2.54e-316.24e-010.0926
54930HAUS4P61T-EHumanEsophagusESCC1.65e-277.81e-010.099
54930HAUS4P62T-EHumanEsophagusESCC9.17e-276.05e-010.1302
54930HAUS4P65T-EHumanEsophagusESCC1.73e-397.97e-010.0978
54930HAUS4P74T-EHumanEsophagusESCC1.08e-531.32e+000.1479
54930HAUS4P75T-EHumanEsophagusESCC2.16e-409.50e-010.1125
54930HAUS4P76T-EHumanEsophagusESCC5.84e-371.10e+000.1207
54930HAUS4P79T-EHumanEsophagusESCC1.65e-509.51e-010.1154
54930HAUS4P80T-EHumanEsophagusESCC4.11e-351.08e+000.155
54930HAUS4P82T-EHumanEsophagusESCC6.49e-107.91e-010.1072
54930HAUS4P83T-EHumanEsophagusESCC1.80e-521.58e+000.1738
54930HAUS4P84T-EHumanEsophagusESCC6.40e-054.35e-010.0933
54930HAUS4P89T-EHumanEsophagusESCC1.34e-181.07e+000.1752
54930HAUS4P91T-EHumanEsophagusESCC5.91e-111.22e+000.1828
54930HAUS4P107T-EHumanEsophagusESCC4.26e-511.23e+000.171
54930HAUS4P126T-EHumanEsophagusESCC4.60e-044.88e-010.1125
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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
∗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:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:000705111LiverHCCspindle organization116/7958184/187231.40e-083.40e-07116
GO:005122511LiverHCCspindle assembly75/7958117/187231.92e-062.67e-0575
GO:0031023LiverHCCmicrotubule organizing center organization82/7958143/187232.38e-041.79e-0382
GO:0007098LiverHCCcentrosome cycle75/7958130/187233.33e-042.34e-0375
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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
HAUS4SNVMissense_Mutationnovelc.499G>Ap.Glu167Lysp.E167KQ9H6D7protein_codingtolerated(0.12)benign(0.015)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
HAUS4SNVMissense_Mutationc.688A>Gp.Lys230Glup.K230EQ9H6D7protein_codingdeleterious(0.01)benign(0.053)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HAUS4SNVMissense_Mutationc.77N>Tp.Pro26Leup.P26LQ9H6D7protein_codingtolerated(1)probably_damaging(0.999)TCGA-E2-A14Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
HAUS4SNVMissense_Mutationnovelc.343N>Ap.Leu115Ilep.L115IQ9H6D7protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
HAUS4SNVMissense_Mutationc.773C>Gp.Ser258Cysp.S258CQ9H6D7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
HAUS4insertionIn_Frame_Insnovelc.650_651insAGTp.Lys217_Ser218insValp.K217_S218insVQ9H6D7protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
HAUS4SNVMissense_Mutationrs757985683c.1027N>Ap.Val343Ilep.V343IQ9H6D7protein_codingdeleterious(0.01)benign(0.046)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HAUS4SNVMissense_Mutationnovelc.911A>Gp.Asp304Glyp.D304GQ9H6D7protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HAUS4deletionFrame_Shift_Delc.521delAp.Lys174ArgfsTer21p.K174Rfs*21Q9H6D7protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
HAUS4SNVMissense_Mutationnovelc.708G>Tp.Gln236Hisp.Q236HQ9H6D7protein_codingtolerated(0.14)probably_damaging(0.994)TCGA-A5-A1OF-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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