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: RABIF

Gene summary for RABIF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RABIF

Gene ID

5877

Gene nameRAB interacting factor
Gene AliasMSS4
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P47224


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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
5877RABIFLZE4THumanEsophagusESCC3.42e-112.57e-010.0811
5877RABIFLZE5THumanEsophagusESCC4.95e-034.39e-010.0514
5877RABIFLZE7THumanEsophagusESCC7.11e-104.41e-010.0667
5877RABIFLZE8THumanEsophagusESCC4.62e-039.64e-030.067
5877RABIFLZE20THumanEsophagusESCC5.53e-073.50e-010.0662
5877RABIFLZE22THumanEsophagusESCC1.56e-065.72e-010.068
5877RABIFLZE24THumanEsophagusESCC2.08e-193.72e-010.0596
5877RABIFLZE21THumanEsophagusESCC5.45e-043.06e-010.0655
5877RABIFLZE6THumanEsophagusESCC7.21e-042.59e-010.0845
5877RABIFP1T-EHumanEsophagusESCC1.88e-033.56e-010.0875
5877RABIFP2T-EHumanEsophagusESCC4.52e-061.73e-010.1177
5877RABIFP4T-EHumanEsophagusESCC4.84e-338.27e-010.1323
5877RABIFP5T-EHumanEsophagusESCC7.12e-185.12e-010.1327
5877RABIFP8T-EHumanEsophagusESCC8.72e-173.32e-010.0889
5877RABIFP9T-EHumanEsophagusESCC1.59e-265.46e-010.1131
5877RABIFP10T-EHumanEsophagusESCC1.64e-183.06e-010.116
5877RABIFP11T-EHumanEsophagusESCC9.23e-196.84e-010.1426
5877RABIFP12T-EHumanEsophagusESCC1.15e-152.93e-010.1122
5877RABIFP15T-EHumanEsophagusESCC2.32e-254.60e-010.1149
5877RABIFP16T-EHumanEsophagusESCC2.12e-072.47e-010.1153
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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
∗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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:0061025LiverHCCmembrane fusion88/7958163/187231.98e-031.00e-0288
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068929Oral cavityOSCCpost-Golgi vesicle-mediated transport71/7305104/187231.37e-093.33e-0871
GO:00610253Oral cavityOSCCmembrane fusion84/7305163/187237.56e-044.12e-0384
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000689214Oral cavityLPpost-Golgi vesicle-mediated transport44/4623104/187235.90e-058.05e-0444
GO:00610251Oral cavityLPmembrane fusion58/4623163/187231.19e-039.62e-0358
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000689217SkincSCCpost-Golgi vesicle-mediated transport49/4864104/187232.71e-064.30e-0549
GO:00610255SkincSCCmembrane fusion63/4864163/187232.49e-042.03e-0363
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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
RABIFSNVMissense_Mutationrs756339996c.176N>Gp.Asn59Serp.N59SP47224protein_codingtolerated(1)benign(0)TCGA-LL-A9Q3-01Breastbreast invasive carcinomaFemale>=65III/IVImmunotherapyherceptinCR
RABIFdeletionFrame_Shift_Delnovelc.288delCp.Cys97ValfsTer11p.C97Vfs*11P47224protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RABIFSNVMissense_Mutationnovelc.40N>Ap.Glu14Lysp.E14KP47224protein_codingdeleterious(0.04)benign(0.026)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
RABIFSNVMissense_Mutationc.242N>Ap.Gly81Aspp.G81DP47224protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D5-6538-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyxelodaSD
RABIFSNVMissense_Mutationc.73N>Tp.Arg25Cysp.R25CP47224protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AF-4110-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinSD
RABIFSNVMissense_Mutationnovelc.339C>Ap.Phe113Leup.F113LP47224protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RABIFSNVMissense_Mutationnovelc.263N>Gp.Asn88Serp.N88SP47224protein_codingtolerated(0.24)benign(0.005)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RABIFSNVMissense_Mutationnovelc.144G>Tp.Met48Ilep.M48IP47224protein_codingtolerated(0.11)possibly_damaging(0.654)TCGA-69-A59K-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycisplatinSD
RABIFSNVMissense_Mutationc.341N>Tp.Tyr114Phep.Y114FP47224protein_codingtolerated(0.06)possibly_damaging(0.634)TCGA-34-5231-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
RABIFSNVMissense_Mutationc.356G>Tp.Arg119Leup.R119LP47224protein_codingdeleterious(0)probably_damaging(1)TCGA-85-6561-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycisplatinSD
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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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