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: VPS41

Gene summary for VPS41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VPS41

Gene ID

27072

Gene nameVPS41 subunit of HOPS complex
Gene AliasHVPS41
Cytomap7p14.1
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

P49754


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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
27072VPS41LZE4THumanEsophagusESCC1.00e-114.13e-010.0811
27072VPS41LZE7THumanEsophagusESCC2.41e-084.37e-010.0667
27072VPS41LZE8THumanEsophagusESCC8.87e-031.64e-010.067
27072VPS41LZE20THumanEsophagusESCC1.08e-029.53e-020.0662
27072VPS41LZE22THumanEsophagusESCC5.58e-034.21e-010.068
27072VPS41LZE24THumanEsophagusESCC3.61e-103.16e-010.0596
27072VPS41P1T-EHumanEsophagusESCC6.92e-063.29e-010.0875
27072VPS41P2T-EHumanEsophagusESCC5.75e-234.00e-010.1177
27072VPS41P4T-EHumanEsophagusESCC1.08e-183.79e-010.1323
27072VPS41P5T-EHumanEsophagusESCC2.19e-057.72e-020.1327
27072VPS41P8T-EHumanEsophagusESCC7.34e-183.36e-010.0889
27072VPS41P9T-EHumanEsophagusESCC2.19e-121.71e-010.1131
27072VPS41P10T-EHumanEsophagusESCC6.80e-203.08e-010.116
27072VPS41P11T-EHumanEsophagusESCC2.01e-104.33e-010.1426
27072VPS41P12T-EHumanEsophagusESCC3.84e-183.20e-010.1122
27072VPS41P15T-EHumanEsophagusESCC7.18e-244.66e-010.1149
27072VPS41P16T-EHumanEsophagusESCC1.64e-254.79e-010.1153
27072VPS41P17T-EHumanEsophagusESCC6.84e-052.75e-010.1278
27072VPS41P19T-EHumanEsophagusESCC1.05e-033.36e-010.1662
27072VPS41P20T-EHumanEsophagusESCC1.91e-203.84e-010.1124
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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
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
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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:00726659EsophagusESCCprotein localization to vacuole52/855267/187239.14e-081.52e-0652
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:00066238EsophagusESCCprotein targeting to vacuole31/855237/187231.95e-062.26e-0531
GO:00901743EsophagusESCCorganelle membrane fusion73/8552110/187239.29e-068.88e-0573
GO:00069063EsophagusESCCvesicle fusion70/8552106/187231.82e-051.60e-0470
GO:00726668EsophagusESCCestablishment of protein localization to vacuole37/855249/187232.05e-051.78e-0437
GO:00083333EsophagusESCCendosome to lysosome transport40/855255/187234.27e-053.42e-0440
GO:00610254EsophagusESCCmembrane fusion98/8552163/187231.39e-049.41e-0498
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513214LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513215LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513216LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
hsa0513217LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
hsa0513223LungAISSalmonella infection50/961249/84653.47e-055.62e-043.59e-0450
hsa0513233LungAISSalmonella infection50/961249/84653.47e-055.62e-043.59e-0450
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0513245Oral cavityEOLPSalmonella infection78/1218249/84653.66e-122.37e-101.40e-1078
hsa0513255Oral cavityEOLPSalmonella infection78/1218249/84653.66e-122.37e-101.40e-1078
hsa0513229ProstateTumorSalmonella infection98/1791249/84652.55e-115.28e-103.27e-1098
hsa0513237ProstateTumorSalmonella infection98/1791249/84652.55e-115.28e-103.27e-1098
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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
VPS41SNVMissense_Mutationnovelc.1264C>Ap.Leu422Ilep.L422IP49754protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS41SNVMissense_Mutationnovelc.1835N>Gp.Tyr612Cysp.Y612CP49754protein_codingdeleterious(0)possibly_damaging(0.733)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VPS41SNVMissense_Mutationc.1566N>Cp.Lys522Asnp.K522NP49754protein_codingtolerated(0.12)benign(0.022)TCGA-B6-A0RV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
VPS41SNVMissense_Mutationc.2281N>Gp.Lys761Glup.K761EP49754protein_codingdeleterious(0.01)possibly_damaging(0.907)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS41SNVMissense_Mutationc.1189N>Tp.Ile397Phep.I397FP49754protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-C8-A132-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VPS41SNVMissense_Mutationrs755139889c.73G>Ap.Glu25Lysp.E25KP49754protein_codingdeleterious(0.01)probably_damaging(0.935)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
VPS41insertionFrame_Shift_Insnovelc.575_576insTAAAAp.Ile194ArgfsTer20p.I194Rfs*20P49754protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
VPS41deletionFrame_Shift_Delnovelc.1866delNp.Glu622AspfsTer32p.E622Dfs*32P49754protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
VPS41deletionFrame_Shift_Delnovelc.1274delNp.Asn425MetfsTer32p.N425Mfs*32P49754protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
VPS41SNVMissense_Mutationnovelc.1483N>Ap.Gln495Lysp.Q495KP49754protein_codingtolerated(0.15)benign(0.201)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=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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