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: VPS13D

Gene summary for VPS13D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS13D

Gene ID

55187

Gene namevacuolar protein sorting 13 homolog D
Gene AliasSCAR4
Cytomap1p36.22-p36.21
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

Q5THJ4


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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
55187VPS13DCCI_1HumanCervixCC1.79e-081.46e+000.528
55187VPS13DCCI_2HumanCervixCC2.47e-111.07e+000.5249
55187VPS13DCCI_3HumanCervixCC1.99e-201.32e+000.516
55187VPS13DHTA11_3410_2000001011HumanColorectumAD2.02e-24-4.84e-010.0155
55187VPS13DHTA11_347_2000001011HumanColorectumAD2.51e-055.16e-01-0.1954
55187VPS13DHTA11_4255_2000001011HumanColorectumSER3.14e-02-3.66e-010.0446
55187VPS13DHTA11_11156_2000001011HumanColorectumAD1.87e-02-8.10e-010.0397
55187VPS13DHTA11_6818_2000001021HumanColorectumAD1.41e-03-4.97e-010.0588
55187VPS13DHTA11_99999973899_84307HumanColorectumMSS9.25e-04-4.11e-010.2585
55187VPS13DHTA11_99999974143_84620HumanColorectumMSS5.68e-19-6.11e-010.3005
55187VPS13DF007HumanColorectumFAP4.77e-09-4.50e-010.1176
55187VPS13DA002-C-010HumanColorectumFAP1.81e-02-2.91e-010.242
55187VPS13DA001-C-207HumanColorectumFAP4.47e-09-4.06e-010.1278
55187VPS13DA015-C-203HumanColorectumFAP1.86e-35-5.44e-01-0.1294
55187VPS13DA015-C-204HumanColorectumFAP3.34e-08-2.34e-01-0.0228
55187VPS13DA014-C-040HumanColorectumFAP3.00e-06-3.10e-01-0.1184
55187VPS13DA002-C-201HumanColorectumFAP3.80e-24-4.59e-010.0324
55187VPS13DA002-C-203HumanColorectumFAP5.36e-05-2.81e-010.2786
55187VPS13DA001-C-119HumanColorectumFAP2.76e-13-3.96e-01-0.1557
55187VPS13DA001-C-108HumanColorectumFAP1.14e-16-2.72e-01-0.0272
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:005165110CervixCCmaintenance of location in cell55/2311214/187236.63e-083.85e-0655
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00325077CervixCCmaintenance of protein location in cell21/231165/187232.03e-053.71e-0421
GO:004518510CervixCCmaintenance of protein location26/231194/187234.85e-057.34e-0426
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00726655CervixCCprotein localization to vacuole20/231167/187231.12e-041.40e-0320
GO:00108218CervixCCregulation of mitochondrion organization34/2311144/187231.27e-041.58e-0334
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:00004227CervixCCautophagy of mitochondrion21/231181/187236.47e-046.02e-0321
GO:00617267CervixCCmitochondrion disassembly21/231181/187236.47e-046.02e-0321
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00066235CervixCCprotein targeting to vacuole12/231137/187231.15e-039.39e-0312
GO:00108224CervixCCpositive regulation of mitochondrion organization19/231174/187231.30e-031.03e-0219
GO:00726665CervixCCestablishment of protein localization to vacuole14/231149/187231.84e-031.37e-0214
GO:19031466CervixCCregulation of autophagy of mitochondrion10/231133/187235.07e-033.00e-0210
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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
VPS13DSNVMissense_Mutationc.5552N>Cp.Ile1851Thrp.I1851TQ5THJ4protein_codingtolerated(0.59)benign(0)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
VPS13DSNVMissense_Mutationc.11399N>Ap.Ser3800Asnp.S3800NQ5THJ4protein_codingtolerated(0.71)benign(0)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
VPS13DSNVMissense_Mutationnovelc.3030N>Cp.Gln1010Hisp.Q1010HQ5THJ4protein_codingdeleterious(0)probably_damaging(1)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
VPS13DSNVMissense_Mutationrs763271218c.7067C>Tp.Thr2356Metp.T2356MQ5THJ4protein_codingtolerated(0.08)benign(0.322)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
VPS13DSNVMissense_Mutationc.9985G>Cp.Glu3329Glnp.E3329QQ5THJ4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VPS13DSNVMissense_Mutationrs771180052c.3561G>Tp.Glu1187Aspp.E1187DQ5THJ4protein_codingtolerated(0.17)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS13DSNVMissense_Mutationnovelc.4298C>Ap.Ser1433Tyrp.S1433YQ5THJ4protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS13DSNVMissense_Mutationc.5452N>Ap.Asp1818Asnp.D1818NQ5THJ4protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
VPS13DSNVMissense_Mutationc.8179G>Cp.Ala2727Prop.A2727PQ5THJ4protein_codingdeleterious(0.02)probably_damaging(0.972)TCGA-AR-A24P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS13DSNVMissense_Mutationrs775755003c.913N>Gp.Trp305Glyp.W305GQ5THJ4protein_codingtolerated(0.17)benign(0.169)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
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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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