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: RAB9A

Gene summary for RAB9A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB9A

Gene ID

9367

Gene nameRAB9A, member RAS oncogene family
Gene AliasRAB9
CytomapXp22.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024RBV5


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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
9367RAB9ALZE4THumanEsophagusESCC9.61e-113.49e-010.0811
9367RAB9ALZE7THumanEsophagusESCC2.47e-085.35e-010.0667
9367RAB9ALZE8THumanEsophagusESCC9.01e-145.78e-010.067
9367RAB9ALZE20THumanEsophagusESCC9.40e-063.53e-010.0662
9367RAB9ALZE22THumanEsophagusESCC2.05e-054.18e-010.068
9367RAB9ALZE24THumanEsophagusESCC8.42e-163.61e-010.0596
9367RAB9ALZE21THumanEsophagusESCC7.35e-044.50e-010.0655
9367RAB9ALZE6THumanEsophagusESCC8.01e-129.50e-010.0845
9367RAB9AP1T-EHumanEsophagusESCC1.48e-055.61e-010.0875
9367RAB9AP2T-EHumanEsophagusESCC4.57e-377.77e-010.1177
9367RAB9AP4T-EHumanEsophagusESCC1.46e-207.33e-010.1323
9367RAB9AP5T-EHumanEsophagusESCC1.21e-193.31e-010.1327
9367RAB9AP8T-EHumanEsophagusESCC2.20e-399.12e-010.0889
9367RAB9AP9T-EHumanEsophagusESCC1.52e-172.35e-010.1131
9367RAB9AP10T-EHumanEsophagusESCC1.33e-221.63e-010.116
9367RAB9AP11T-EHumanEsophagusESCC7.60e-187.58e-010.1426
9367RAB9AP12T-EHumanEsophagusESCC5.98e-203.95e-010.1122
9367RAB9AP15T-EHumanEsophagusESCC8.74e-224.56e-010.1149
9367RAB9AP16T-EHumanEsophagusESCC3.96e-265.28e-010.1153
9367RAB9AP17T-EHumanEsophagusESCC1.19e-053.32e-010.1278
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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
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
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:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:005181714EsophagusESCCmodulation of process of other organism involved in symbiotic interaction54/855281/187231.09e-047.64e-0454
GO:003582114EsophagusESCCmodulation of process of other organism64/8552106/187231.61e-037.50e-0364
GO:00518171LiverCirrhoticmodulation of process of other organism involved in symbiotic interaction44/463481/187231.11e-084.26e-0744
GO:001648211LiverCirrhoticcytosolic transport74/4634168/187233.34e-081.12e-0674
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:00358213LiverCirrhoticmodulation of process of other organism49/4634106/187231.20e-062.43e-0549
GO:000726511LiverCirrhoticRas protein signal transduction119/4634337/187238.16e-061.22e-04119
GO:004214711LiverCirrhoticretrograde transport, endosome to Golgi34/463491/187235.01e-032.60e-0234
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:001648221LiverHCCcytosolic transport117/7958168/187238.83e-134.48e-11117
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:00518172LiverHCCmodulation of process of other organism involved in symbiotic interaction56/795881/187231.11e-061.65e-0556
GO:004214721LiverHCCretrograde transport, endosome to Golgi61/795891/187231.94e-062.68e-0561
GO:003582111LiverHCCmodulation of process of other organism67/7958106/187231.34e-051.48e-0467
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:00164829Oral cavityOSCCcytosolic transport106/7305168/187232.08e-105.90e-09106
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa051628Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0516212Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa05132210Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
hsa0516221Oral cavityLPMeasles59/2418139/84652.90e-041.60e-031.03e-0359
hsa0513238Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
hsa0516231Oral cavityLPMeasles59/2418139/84652.90e-041.60e-031.03e-0359
hsa0513228ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa051624ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa05132113ProstateBPHSalmonella infection99/1718249/84657.26e-131.50e-119.27e-1299
hsa0516211ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
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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
RAB9ASNVMissense_Mutationc.142G>Tp.Asp48Tyrp.D48YP51151protein_codingdeleterious(0)probably_damaging(0.949)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
RAB9ASNVMissense_Mutationc.509G>Ap.Arg170Glnp.R170QP51151protein_codingtolerated(0.19)benign(0.111)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
RAB9ASNVMissense_Mutationc.391N>Tp.Arg131Trpp.R131WP51151protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
RAB9AinsertionFrame_Shift_Insnovelc.169_170insATCTCAAAAGp.Thr57AsnfsTer28p.T57Nfs*28P51151protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAB9ASNVMissense_Mutationc.127N>Ap.Glu43Lysp.E43KP51151protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB9ASNVMissense_Mutationc.201N>Tp.Glu67Aspp.E67DP51151protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB9ASNVMissense_Mutationc.509N>Ap.Arg170Glnp.R170QP51151protein_codingtolerated(0.19)benign(0.111)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB9ASNVMissense_Mutationnovelc.77N>Tp.Arg26Ilep.R26IP51151protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB9ASNVMissense_Mutationc.509N>Ap.Arg170Glnp.R170QP51151protein_codingtolerated(0.19)benign(0.111)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB9ASNVMissense_Mutationc.509N>Ap.Arg170Glnp.R170QP51151protein_codingtolerated(0.19)benign(0.111)TCGA-AX-A0J0-01Endometriumuterine 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
9367RAB9AENZYME, DRUGGABLE GENOMENSC-234945CHEMBL260311
9367RAB9AENZYME, DRUGGABLE GENOMECID 838877CHEMBL405317
9367RAB9AENZYME, DRUGGABLE GENOMETDR77585CHEMBL1333386
9367RAB9AENZYME, DRUGGABLE GENOMEDNDI1417031CHEMBL1333049
9367RAB9AENZYME, DRUGGABLE GENOMECID 660258CHEMBL259805
9367RAB9AENZYME, DRUGGABLE GENOME2-AMINO-ANTHRAQUINONECHEMBL84685
9367RAB9AENZYME, DRUGGABLE GENOMECID 887167CHEMBL260342
9367RAB9AENZYME, DRUGGABLE GENOME7-HYDROXY ISOFLAVONE7-HYDROXY ISOFLAVONE
9367RAB9AENZYME, DRUGGABLE GENOMELASSBIO-123CHEMBL573111
9367RAB9AENZYME, DRUGGABLE GENOMEVU0080241CHEMBL477396
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