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: RAB40C

Gene summary for RAB40C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB40C

Gene ID

57799

Gene nameRAB40C, member RAS oncogene family
Gene AliasRARL
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96S21


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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
57799RAB40CCCI_1HumanCervixCC2.19e-095.56e-010.528
57799RAB40CCCI_2HumanCervixCC1.48e-087.02e-010.5249
57799RAB40CCCI_3HumanCervixCC9.54e-074.58e-010.516
57799RAB40CLZE4THumanEsophagusESCC6.15e-031.13e-010.0811
57799RAB40CLZE7THumanEsophagusESCC5.53e-031.40e-010.0667
57799RAB40CLZE20THumanEsophagusESCC7.86e-082.53e-010.0662
57799RAB40CLZE21D1HumanEsophagusHGIN1.97e-053.76e-010.0632
57799RAB40CLZE22D1HumanEsophagusHGIN1.17e-021.44e-010.0595
57799RAB40CLZE24THumanEsophagusESCC1.73e-112.73e-010.0596
57799RAB40CLZE21THumanEsophagusESCC5.76e-074.31e-010.0655
57799RAB40CP1T-EHumanEsophagusESCC1.99e-155.52e-010.0875
57799RAB40CP2T-EHumanEsophagusESCC3.84e-335.11e-010.1177
57799RAB40CP4T-EHumanEsophagusESCC1.46e-204.30e-010.1323
57799RAB40CP5T-EHumanEsophagusESCC2.99e-122.22e-010.1327
57799RAB40CP8T-EHumanEsophagusESCC3.32e-233.77e-010.0889
57799RAB40CP9T-EHumanEsophagusESCC1.11e-031.04e-010.1131
57799RAB40CP10T-EHumanEsophagusESCC5.08e-162.10e-010.116
57799RAB40CP11T-EHumanEsophagusESCC4.63e-063.04e-010.1426
57799RAB40CP12T-EHumanEsophagusESCC9.53e-295.92e-010.1122
57799RAB40CP15T-EHumanEsophagusESCC7.43e-265.65e-010.1149
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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
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:007265910CervixCCprotein localization to plasma membrane73/2311284/187234.95e-106.73e-0873
GO:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:007265920EsophagusHGINprotein localization to plasma membrane66/2587284/187231.11e-053.18e-0466
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
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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
RAB40CinsertionFrame_Shift_Insrs769795950c.811dupCp.Gln271ProfsTer7p.Q271Pfs*7Q96S21protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAB40CSNVMissense_Mutationnovelc.493G>Ap.Glu165Lysp.E165KQ96S21protein_codingtolerated(0.06)probably_damaging(0.958)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RAB40CSNVMissense_Mutationc.361N>Tp.Arg121Trpp.R121WQ96S21protein_codingdeleterious(0)probably_damaging(0.968)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RAB40CSNVMissense_Mutationc.58N>Ap.Val20Metp.V20MQ96S21protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB40CSNVMissense_Mutationc.425N>Ap.Arg142Hisp.R142HQ96S21protein_codingdeleterious(0.01)possibly_damaging(0.575)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB40CSNVMissense_Mutationrs145997805c.751N>Ap.Gly251Serp.G251SQ96S21protein_codingtolerated_low_confidence(0.6)benign(0)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB40CinsertionFrame_Shift_Insrs769795950c.803_804insCp.Gln271ProfsTer7p.Q271Pfs*7Q96S21protein_codingTCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RAB40CSNVMissense_Mutationnovelc.311N>Tp.Gly104Valp.G104VQ96S21protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RAB40CSNVMissense_Mutationc.659N>Ap.Ser220Asnp.S220NQ96S21protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.906)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB40CSNVMissense_Mutationc.520N>Ap.Val174Metp.V174MQ96S21protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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