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: SKIV2L2

Gene summary for SKIV2L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SKIV2L2

Gene ID

23517

Gene nameMtr4 exosome RNA helicase
Gene AliasDob1
Cytomap5q11.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

P42285


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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
23517SKIV2L2P1T-EHumanEsophagusESCC3.97e-021.27e-010.0875
23517SKIV2L2P2T-EHumanEsophagusESCC7.33e-203.60e-010.1177
23517SKIV2L2P4T-EHumanEsophagusESCC3.61e-092.13e-010.1323
23517SKIV2L2P5T-EHumanEsophagusESCC4.25e-232.54e-010.1327
23517SKIV2L2P8T-EHumanEsophagusESCC6.51e-151.45e-010.0889
23517SKIV2L2P9T-EHumanEsophagusESCC2.18e-122.06e-010.1131
23517SKIV2L2P10T-EHumanEsophagusESCC4.99e-262.65e-010.116
23517SKIV2L2P11T-EHumanEsophagusESCC1.04e-083.94e-010.1426
23517SKIV2L2P12T-EHumanEsophagusESCC1.81e-182.82e-010.1122
23517SKIV2L2P15T-EHumanEsophagusESCC8.43e-152.63e-010.1149
23517SKIV2L2P16T-EHumanEsophagusESCC4.24e-161.99e-010.1153
23517SKIV2L2P17T-EHumanEsophagusESCC3.04e-058.98e-020.1278
23517SKIV2L2P20T-EHumanEsophagusESCC3.97e-112.25e-010.1124
23517SKIV2L2P21T-EHumanEsophagusESCC1.35e-182.87e-010.1617
23517SKIV2L2P22T-EHumanEsophagusESCC4.01e-181.85e-010.1236
23517SKIV2L2P23T-EHumanEsophagusESCC2.39e-032.04e-010.108
23517SKIV2L2P24T-EHumanEsophagusESCC1.89e-131.58e-010.1287
23517SKIV2L2P26T-EHumanEsophagusESCC5.30e-292.72e-010.1276
23517SKIV2L2P27T-EHumanEsophagusESCC2.73e-161.43e-010.1055
23517SKIV2L2P28T-EHumanEsophagusESCC8.00e-126.50e-020.1149
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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
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
∗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
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
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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
SKIV2L2SNVMissense_Mutationnovelc.740C>Tp.Ala247Valp.A247VP42285protein_codingdeleterious(0.01)possibly_damaging(0.906)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
SKIV2L2SNVMissense_Mutationnovelc.2764N>Tp.Pro922Serp.P922SP42285protein_codingtolerated(0.13)benign(0.22)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SKIV2L2SNVMissense_Mutationc.2464N>Cp.Cys822Argp.C822RP42285protein_codingdeleterious(0.01)possibly_damaging(0.449)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SKIV2L2SNVMissense_Mutationnovelc.1505G>Ap.Arg502Hisp.R502HP42285protein_codingdeleterious(0)probably_damaging(0.922)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SKIV2L2SNVMissense_Mutationc.1618N>Cp.Asp540Hisp.D540HP42285protein_codingdeleterious(0)probably_damaging(0.98)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SKIV2L2SNVMissense_Mutationc.3121T>Gp.Tyr1041Aspp.Y1041DP42285protein_codingdeleterious(0)probably_damaging(0.98)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SKIV2L2SNVMissense_Mutationc.2305C>Tp.Arg769Cysp.R769CP42285protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SKIV2L2SNVMissense_Mutationnovelc.511N>Ap.Ala171Thrp.A171TP42285protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SKIV2L2SNVMissense_Mutationc.239C>Ap.Pro80Hisp.P80HP42285protein_codingtolerated(0.59)benign(0.372)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SKIV2L2SNVMissense_Mutationc.1634N>Tp.Pro545Leup.P545LP42285protein_codingdeleterious(0)benign(0.077)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=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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