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: RAB22A

Gene summary for RAB22A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAB22A

Gene ID

57403

Gene nameRAB22A, member RAS oncogene family
Gene AliasRAB22A
Cytomap20q13.32
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9UL26


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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
57403RAB22ALZE4THumanEsophagusESCC1.77e-042.29e-020.0811
57403RAB22ALZE8THumanEsophagusESCC2.12e-02-2.68e-020.067
57403RAB22ALZE24THumanEsophagusESCC5.12e-143.74e-010.0596
57403RAB22AP1T-EHumanEsophagusESCC1.16e-043.81e-010.0875
57403RAB22AP2T-EHumanEsophagusESCC5.23e-307.30e-010.1177
57403RAB22AP4T-EHumanEsophagusESCC2.43e-174.60e-010.1323
57403RAB22AP5T-EHumanEsophagusESCC5.88e-367.61e-010.1327
57403RAB22AP8T-EHumanEsophagusESCC1.27e-131.18e-010.0889
57403RAB22AP9T-EHumanEsophagusESCC4.69e-112.19e-010.1131
57403RAB22AP10T-EHumanEsophagusESCC7.40e-448.63e-010.116
57403RAB22AP11T-EHumanEsophagusESCC1.31e-075.98e-010.1426
57403RAB22AP12T-EHumanEsophagusESCC1.06e-142.67e-010.1122
57403RAB22AP15T-EHumanEsophagusESCC1.83e-193.44e-010.1149
57403RAB22AP16T-EHumanEsophagusESCC8.10e-243.31e-010.1153
57403RAB22AP19T-EHumanEsophagusESCC2.96e-024.38e-010.1662
57403RAB22AP20T-EHumanEsophagusESCC2.34e-183.83e-010.1124
57403RAB22AP21T-EHumanEsophagusESCC7.94e-234.71e-010.1617
57403RAB22AP22T-EHumanEsophagusESCC3.79e-283.71e-010.1236
57403RAB22AP23T-EHumanEsophagusESCC1.85e-227.77e-010.108
57403RAB22AP24T-EHumanEsophagusESCC6.50e-203.50e-010.1287
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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
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:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:000703211LiverHCCendosome organization61/795882/187234.36e-091.15e-0761
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:0097494LiverHCCregulation of vesicle size9/795811/187239.51e-033.60e-029
GO:00160508Oral cavityOSCCvesicle organization189/7305300/187232.40e-172.14e-15189
GO:00070327Oral cavityOSCCendosome organization59/730582/187231.41e-093.39e-0859
GO:003253519Oral cavityOSCCregulation of cellular component size201/7305383/187234.80e-088.88e-07201
GO:003253524SkinAKregulation of cellular component size62/1910383/187231.66e-041.94e-0362
GO:001605010SkinAKvesicle organization45/1910300/187235.44e-033.02e-0245
GO:00070329SkinAKendosome organization16/191082/187238.04e-034.05e-0216
GO:001605015SkincSCCvesicle organization135/4864300/187235.98e-133.44e-11135
GO:000703215SkincSCCendosome organization42/486482/187238.86e-071.63e-0542
GO:0032535111SkincSCCregulation of cellular component size131/4864383/187231.89e-041.59e-03131
GO:001605017ThyroidPTCvesicle organization163/5968300/187234.74e-163.69e-14163
GO:0032535112ThyroidPTCregulation of cellular component size181/5968383/187231.70e-105.64e-09181
GO:000703210ThyroidPTCendosome organization48/596882/187235.65e-079.04e-0648
GO:001605023ThyroidATCvesicle organization166/6293300/187236.14e-153.92e-13166
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
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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
RAB22ASNVMissense_Mutationc.437N>Cp.Glu146Alap.E146AQ9UL26protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
RAB22ASNVMissense_Mutationc.438N>Tp.Glu146Aspp.E146DQ9UL26protein_codingdeleterious(0)probably_damaging(0.929)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
RAB22ASNVMissense_Mutationc.379G>Cp.Glu127Glnp.E127QQ9UL26protein_codingtolerated(0.14)probably_damaging(0.978)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
RAB22ASNVMissense_Mutationnovelc.91N>Cp.Asp31Hisp.D31HQ9UL26protein_codingtolerated(0.84)probably_damaging(0.994)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAB22AinsertionFrame_Shift_Insnovelc.446_447insAp.Asn151LysfsTer7p.N151Kfs*7Q9UL26protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RAB22ASNVMissense_Mutationrs373476700c.455N>Tp.Ala152Valp.A152VQ9UL26protein_codingdeleterious(0)probably_damaging(0.95)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAB22ASNVMissense_Mutationnovelc.307N>Ap.Leu103Ilep.L103IQ9UL26protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RAB22ASNVMissense_Mutationnovelc.520N>Tp.Pro174Serp.P174SQ9UL26protein_codingtolerated(0.26)benign(0.005)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RAB22ASNVMissense_Mutationrs148684735c.548N>Ap.Arg183Glnp.R183QQ9UL26protein_codingtolerated(0.62)benign(0.034)TCGA-BG-A0M4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
RAB22ASNVMissense_Mutationc.554N>Cp.Gln185Prop.Q185PQ9UL26protein_codingtolerated(0.28)benign(0.003)TCGA-BS-A0UJ-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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