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: HAUS2

Gene summary for HAUS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HAUS2

Gene ID

55142

Gene nameHAUS augmin like complex subunit 2
Gene AliasC15orf25
Cytomap15q15.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9NVX0


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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
55142HAUS2LZE2THumanEsophagusESCC2.32e-044.40e-010.082
55142HAUS2LZE4THumanEsophagusESCC3.75e-122.97e-010.0811
55142HAUS2LZE7THumanEsophagusESCC6.75e-043.09e-010.0667
55142HAUS2LZE22THumanEsophagusESCC1.48e-053.41e-010.068
55142HAUS2LZE24THumanEsophagusESCC4.08e-061.78e-010.0596
55142HAUS2LZE21THumanEsophagusESCC3.58e-083.13e-010.0655
55142HAUS2LZE6THumanEsophagusESCC1.34e-052.66e-010.0845
55142HAUS2P1T-EHumanEsophagusESCC1.41e-042.39e-010.0875
55142HAUS2P2T-EHumanEsophagusESCC3.98e-121.83e-010.1177
55142HAUS2P4T-EHumanEsophagusESCC1.12e-246.21e-010.1323
55142HAUS2P5T-EHumanEsophagusESCC8.27e-315.72e-010.1327
55142HAUS2P8T-EHumanEsophagusESCC8.18e-152.27e-010.0889
55142HAUS2P9T-EHumanEsophagusESCC1.82e-143.77e-010.1131
55142HAUS2P10T-EHumanEsophagusESCC2.35e-233.11e-010.116
55142HAUS2P11T-EHumanEsophagusESCC8.55e-062.75e-010.1426
55142HAUS2P12T-EHumanEsophagusESCC1.57e-234.47e-010.1122
55142HAUS2P15T-EHumanEsophagusESCC3.04e-245.08e-010.1149
55142HAUS2P16T-EHumanEsophagusESCC1.47e-172.77e-010.1153
55142HAUS2P19T-EHumanEsophagusESCC1.74e-045.99e-010.1662
55142HAUS2P20T-EHumanEsophagusESCC6.24e-112.50e-010.1124
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:00311094EsophagusESCCmicrotubule polymerization or depolymerization77/8552122/187237.60e-055.68e-0477
GO:00467856EsophagusESCCmicrotubule polymerization55/855283/187231.21e-048.31e-0455
GO:00070205EsophagusESCCmicrotubule nucleation27/855235/187231.48e-049.88e-0427
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
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
GO:0046785LiverHCCmicrotubule polymerization51/795883/187233.82e-042.61e-0351
GO:0007020LiverHCCmicrotubule nucleation25/795835/187235.05e-043.29e-0325
GO:0031109LiverHCCmicrotubule polymerization or depolymerization68/7958122/187232.14e-031.08e-0268
GO:00070517Oral cavityOSCCspindle organization117/7305184/187231.16e-114.17e-10117
GO:005125820Oral cavityOSCCprotein polymerization169/7305297/187232.57e-107.17e-09169
GO:00512255Oral cavityOSCCspindle assembly73/7305117/187232.51e-073.96e-0673
GO:00070204Oral cavityOSCCmicrotubule nucleation28/730535/187238.71e-071.19e-0528
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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
HAUS2SNVMissense_Mutationc.539C>Tp.Thr180Ilep.T180IQ9NVX0protein_codingtolerated(0.56)benign(0.391)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HAUS2SNVMissense_Mutationc.315N>Cp.Glu105Aspp.E105DQ9NVX0protein_codingdeleterious(0.03)benign(0.021)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HAUS2SNVMissense_Mutationc.373N>Ap.Glu125Lysp.E125KQ9NVX0protein_codingtolerated(0.05)possibly_damaging(0.88)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HAUS2SNVMissense_Mutationc.535N>Cp.Glu179Glnp.E179QQ9NVX0protein_codingdeleterious(0)benign(0.439)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
HAUS2SNVMissense_Mutationnovelc.125N>Ap.Ser42Tyrp.S42YQ9NVX0protein_codingdeleterious(0)benign(0.246)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HAUS2SNVMissense_Mutationnovelc.617N>Tp.Ala206Valp.A206VQ9NVX0protein_codingtolerated_low_confidence(0.05)benign(0.178)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HAUS2SNVMissense_Mutationrs777814162c.572G>Ap.Arg191Hisp.R191HQ9NVX0protein_codingdeleterious(0)possibly_damaging(0.783)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HAUS2SNVMissense_Mutationnovelc.648N>Gp.Ile216Metp.I216MQ9NVX0protein_codingtolerated_low_confidence(0.05)possibly_damaging(0.487)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HAUS2SNVMissense_Mutationnovelc.643G>Tp.Asp215Tyrp.D215YQ9NVX0protein_codingdeleterious_low_confidence(0)benign(0.006)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
HAUS2SNVMissense_Mutationc.236N>Cp.Val79Alap.V79AQ9NVX0protein_codingdeleterious(0)benign(0.115)TCGA-AX-A0J1-01Endometriumuterine 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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