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: RAB3D

Gene summary for RAB3D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB3D

Gene ID

9545

Gene nameRAB3D, member RAS oncogene family
Gene AliasD2-2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

A0A024R7G2


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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
9545RAB3DLZE8THumanEsophagusESCC1.30e-028.73e-020.067
9545RAB3DLZE24THumanEsophagusESCC2.24e-062.23e-010.0596
9545RAB3DP2T-EHumanEsophagusESCC5.96e-091.32e-010.1177
9545RAB3DP4T-EHumanEsophagusESCC1.66e-192.47e-010.1323
9545RAB3DP5T-EHumanEsophagusESCC1.27e-077.12e-020.1327
9545RAB3DP8T-EHumanEsophagusESCC2.36e-103.17e-010.0889
9545RAB3DP9T-EHumanEsophagusESCC1.42e-058.72e-020.1131
9545RAB3DP10T-EHumanEsophagusESCC4.51e-111.02e-010.116
9545RAB3DP12T-EHumanEsophagusESCC8.66e-203.04e-010.1122
9545RAB3DP15T-EHumanEsophagusESCC2.70e-082.73e-010.1149
9545RAB3DP16T-EHumanEsophagusESCC3.51e-223.43e-010.1153
9545RAB3DP19T-EHumanEsophagusESCC9.49e-063.94e-010.1662
9545RAB3DP20T-EHumanEsophagusESCC4.03e-102.73e-010.1124
9545RAB3DP21T-EHumanEsophagusESCC1.87e-173.61e-010.1617
9545RAB3DP22T-EHumanEsophagusESCC9.11e-182.52e-010.1236
9545RAB3DP23T-EHumanEsophagusESCC5.18e-173.87e-010.108
9545RAB3DP24T-EHumanEsophagusESCC5.09e-061.98e-010.1287
9545RAB3DP26T-EHumanEsophagusESCC1.79e-071.36e-010.1276
9545RAB3DP27T-EHumanEsophagusESCC6.17e-143.03e-010.1055
9545RAB3DP28T-EHumanEsophagusESCC6.89e-265.39e-010.1149
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00224069EsophagusESCCmembrane docking62/855286/187235.93e-077.79e-0662
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:01400567EsophagusESCCorganelle localization by membrane tethering53/855277/187233.33e-052.74e-0453
GO:00482781EsophagusESCCvesicle docking38/855259/187232.86e-031.21e-0238
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
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
GO:00224068Oral cavityOSCCmembrane docking52/730586/187234.50e-053.84e-0452
GO:00064797Oral cavityOSCCprotein methylation92/7305181/187237.86e-044.26e-0392
GO:00082137Oral cavityOSCCprotein alkylation92/7305181/187237.86e-044.26e-0392
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
GO:003559210Oral cavityOSCCestablishment of protein localization to extracellular region169/7305360/187231.21e-036.08e-03169
GO:00716929Oral cavityOSCCprotein localization to extracellular region172/7305368/187231.40e-036.79e-03172
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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
RAB3DSNVMissense_Mutationrs144435530c.313G>Ap.Ala105Thrp.A105TO95716protein_codingtolerated(1)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RAB3DSNVMissense_Mutationc.442N>Ap.Glu148Lysp.E148KO95716protein_codingdeleterious(0.02)possibly_damaging(0.593)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAB3DinsertionIn_Frame_Insnovelc.52_53insCCTCGGCCTCCCAAAGCGCTGGGATTACAGGCATGAGCCp.Asn18delinsThrSerAlaSerGlnSerAlaGlyIleThrGlyMetSerHisp.N18delinsTSASQSAGITGMSHO95716protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
RAB3DSNVMissense_Mutationc.442N>Ap.Glu148Lysp.E148KO95716protein_codingdeleterious(0.02)possibly_damaging(0.593)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
RAB3DSNVMissense_Mutationrs144435530c.313N>Ap.Ala105Thrp.A105TO95716protein_codingtolerated(1)benign(0)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RAB3DSNVMissense_Mutationrs762283527c.427N>Tp.Arg143Cysp.R143CO95716protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3819-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB3DSNVMissense_Mutationc.235G>Ap.Ala79Thrp.A79TO95716protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RAB3DSNVMissense_Mutationrs145958698c.452N>Ap.Arg151Glnp.R151QO95716protein_codingtolerated(0.88)benign(0)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
RAB3DSNVMissense_Mutationc.483C>Ap.Phe161Leup.F161LO95716protein_codingdeleterious(0)benign(0.442)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RAB3DSNVMissense_Mutationc.408G>Tp.Lys136Asnp.K136NO95716protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=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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