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: RAB32

Gene summary for RAB32

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB32

Gene ID

10981

Gene nameRAB32, member RAS oncogene family
Gene AliasRAB32
Cytomap6q24.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q13637


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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
10981RAB32CA_HPV_1HumanCervixCC1.98e-07-2.67e-010.0264
10981RAB32CCI_1HumanCervixCC1.38e-04-5.48e-010.528
10981RAB32CCI_3HumanCervixCC1.19e-06-5.48e-010.516
10981RAB32CCII_1HumanCervixCC2.16e-07-5.37e-010.3249
10981RAB32TumorHumanCervixCC4.72e-04-2.09e-010.1241
10981RAB32sample3HumanCervixCC3.32e-09-1.75e-010.1387
10981RAB32H2HumanCervixHSIL_HPV7.85e-19-4.88e-010.0632
10981RAB32L1HumanCervixCC2.41e-03-4.20e-010.0802
10981RAB32T3HumanCervixCC4.32e-06-1.85e-010.1389
10981RAB32LZE22THumanEsophagusESCC3.20e-055.85e-010.068
10981RAB32LZE24THumanEsophagusESCC9.06e-03-3.95e-020.0596
10981RAB32P1T-EHumanEsophagusESCC8.05e-074.39e-010.0875
10981RAB32P2T-EHumanEsophagusESCC1.91e-112.69e-010.1177
10981RAB32P4T-EHumanEsophagusESCC5.30e-163.39e-010.1323
10981RAB32P5T-EHumanEsophagusESCC9.14e-501.04e+000.1327
10981RAB32P8T-EHumanEsophagusESCC3.23e-399.96e-010.0889
10981RAB32P9T-EHumanEsophagusESCC3.32e-308.16e-010.1131
10981RAB32P10T-EHumanEsophagusESCC1.08e-153.79e-010.116
10981RAB32P11T-EHumanEsophagusESCC1.84e-261.21e+000.1426
10981RAB32P12T-EHumanEsophagusESCC8.95e-072.49e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:001988210CervixCCantigen processing and presentation32/2311106/187238.61e-073.08e-0532
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:001988215CervixHSIL_HPVantigen processing and presentation17/737106/187238.01e-073.94e-0517
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:00330593EsophagusESCCcellular pigmentation40/855253/187239.67e-069.21e-0540
GO:001988225EsophagusESCCantigen processing and presentation67/8552106/187232.03e-041.28e-0367
GO:00487531EsophagusESCCpigment granule organization23/855229/187232.25e-041.40e-0323
GO:00324381EsophagusESCCmelanosome organization22/855228/187233.95e-042.26e-0322
GO:0090382EsophagusESCCphagosome maturation19/855225/187232.03e-039.08e-0319
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:0035646EsophagusESCCendosome to melanosome transport9/855210/187235.09e-031.92e-029
GO:0043485EsophagusESCCendosome to pigment granule transport9/855210/187235.09e-031.92e-029
GO:0048757EsophagusESCCpigment granule maturation9/855210/187235.09e-031.92e-029
GO:0043476EsophagusESCCpigment accumulation10/855212/187238.94e-033.12e-0210
GO:0043482EsophagusESCCcellular pigment accumulation10/855212/187238.94e-033.12e-0210
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:00198827LiverCirrhoticantigen processing and presentation44/4634106/187231.07e-041.10e-0344
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:001988212LiverHCCantigen processing and presentation65/7958106/187237.06e-056.37e-0465
GO:00160508Oral cavityOSCCvesicle organization189/7305300/187232.40e-172.14e-15189
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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
RAB32SNVMissense_Mutationc.653N>Tp.Ala218Valp.A218VQ13637protein_codingtolerated(0.1)benign(0.003)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB32SNVMissense_Mutationnovelc.577N>Ap.Leu193Ilep.L193IQ13637protein_codingtolerated(0.12)benign(0.291)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RAB32SNVMissense_Mutationnovelc.528N>Tp.Lys176Asnp.K176NQ13637protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB32SNVMissense_Mutationrs751404303c.613G>Ap.Asp205Asnp.D205NQ13637protein_codingtolerated(0.07)benign(0.049)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB32SNVMissense_Mutationnovelc.247G>Tp.Ala83Serp.A83SQ13637protein_codingdeleterious(0.02)possibly_damaging(0.836)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RAB32SNVMissense_Mutationrs751404303c.613N>Ap.Asp205Asnp.D205NQ13637protein_codingtolerated(0.07)benign(0.049)TCGA-QF-A5YS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RAB32deletionFrame_Shift_Delnovelc.82delGp.Val28CysfsTer3p.V28Cfs*3Q13637protein_codingTCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RAB32insertionFrame_Shift_Insnovelc.78_79insAp.Val28GlyfsTer80p.V28Gfs*80Q13637protein_codingTCGA-BG-A221-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB32SNVMissense_Mutationc.543A>Gp.Ile181Metp.I181MQ13637protein_codingdeleterious(0)probably_damaging(0.973)TCGA-DD-A3A1-01Liverliver hepatocellular carcinomaMale>=65III/IVUnknownUnknownSD
RAB32SNVMissense_Mutationnovelc.446N>Gp.Lys149Argp.K149RQ13637protein_codingtolerated(0.25)benign(0.033)TCGA-95-7567-01Lunglung adenocarcinomaMale<65I/IIChemotherapycisplatinSD
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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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