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: RABL6

Gene summary for RABL6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RABL6

Gene ID

55684

Gene nameRAB, member RAS oncogene family like 6
Gene AliasC9orf86
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

H0Y4Z8


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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
55684RABL6LZE7THumanEsophagusESCC1.57e-074.72e-010.0667
55684RABL6LZE20THumanEsophagusESCC1.00e-063.73e-010.0662
55684RABL6LZE22THumanEsophagusESCC6.88e-073.26e-010.068
55684RABL6LZE24THumanEsophagusESCC6.17e-081.96e-010.0596
55684RABL6LZE21THumanEsophagusESCC4.20e-064.26e-010.0655
55684RABL6P1T-EHumanEsophagusESCC8.81e-094.92e-010.0875
55684RABL6P2T-EHumanEsophagusESCC4.97e-711.18e+000.1177
55684RABL6P4T-EHumanEsophagusESCC1.06e-224.71e-010.1323
55684RABL6P5T-EHumanEsophagusESCC3.61e-203.91e-010.1327
55684RABL6P8T-EHumanEsophagusESCC3.89e-153.02e-010.0889
55684RABL6P9T-EHumanEsophagusESCC3.87e-102.45e-010.1131
55684RABL6P10T-EHumanEsophagusESCC1.64e-243.64e-010.116
55684RABL6P11T-EHumanEsophagusESCC1.32e-022.03e-010.1426
55684RABL6P12T-EHumanEsophagusESCC7.18e-131.45e-010.1122
55684RABL6P15T-EHumanEsophagusESCC2.58e-092.42e-010.1149
55684RABL6P16T-EHumanEsophagusESCC8.98e-151.73e-010.1153
55684RABL6P17T-EHumanEsophagusESCC3.65e-051.75e-010.1278
55684RABL6P20T-EHumanEsophagusESCC1.83e-089.57e-020.1124
55684RABL6P21T-EHumanEsophagusESCC8.14e-173.04e-010.1617
55684RABL6P22T-EHumanEsophagusESCC1.00e-172.47e-010.1236
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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
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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
RABL6SNVMissense_Mutationc.804N>Gp.Asn268Lysp.N268Kprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RABL6SNVMissense_Mutationc.1717N>Tp.Asp573Tyrp.D573Yprotein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
RABL6SNVMissense_Mutationrs777136840c.586G>Ap.Asp196Asnp.D196Nprotein_codingtolerated(0.07)benign(0.005)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RABL6SNVMissense_Mutationnovelc.776N>Tp.Ser259Leup.S259Lprotein_codingdeleterious(0.04)probably_damaging(0.938)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RABL6SNVMissense_Mutationc.18G>Tp.Lys6Asnp.K6Nprotein_codingdeleterious(0)probably_damaging(0.961)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RABL6SNVMissense_Mutationc.190N>Ap.Gln64Lysp.Q64Kprotein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
RABL6SNVMissense_Mutationc.1175N>Tp.Glu392Valp.E392Vprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RABL6SNVMissense_Mutationrs559366258c.1646N>Cp.Glu549Alap.E549Aprotein_codingtolerated_low_confidence(0.26)benign(0.14)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
RABL6SNVMissense_Mutationrs371358921c.625C>Tp.Arg209Cysp.R209Cprotein_codingdeleterious(0)probably_damaging(0.966)TCGA-CM-6169-01Colorectumcolon adenocarcinomaMale>=65I/IIAncillaryleucovorinSD
RABL6SNVMissense_Mutationrs771039241c.919N>Ap.Ala307Thrp.A307Tprotein_codingtolerated(0.44)benign(0)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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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