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: WIPI1

Gene summary for WIPI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WIPI1

Gene ID

55062

Gene nameWD repeat domain, phosphoinositide interacting 1
Gene AliasATG18
Cytomap17q24.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

B4DX63


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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
55062WIPI1GSM4909293HumanBreastIDC5.16e-103.04e-010.1581
55062WIPI1GSM4909294HumanBreastIDC4.15e-03-1.44e-010.2022
55062WIPI1GSM4909296HumanBreastIDC1.38e-03-1.69e-010.1524
55062WIPI1GSM4909297HumanBreastIDC1.09e-03-1.13e-010.1517
55062WIPI1GSM4909298HumanBreastIDC3.15e-215.01e-010.1551
55062WIPI1GSM4909311HumanBreastIDC4.49e-09-1.47e-010.1534
55062WIPI1GSM4909312HumanBreastIDC3.29e-027.18e-020.1552
55062WIPI1GSM4909319HumanBreastIDC4.55e-09-1.79e-010.1563
55062WIPI1GSM4909321HumanBreastIDC1.99e-04-8.02e-020.1559
55062WIPI1brca3HumanBreastPrecancer5.26e-042.51e-01-0.0263
55062WIPI1NCCBC2HumanBreastDCIS3.79e-106.20e-010.1554
55062WIPI1NCCBC5HumanBreastDCIS3.88e-04-1.62e-010.2046
55062WIPI1DCIS2HumanBreastDCIS1.15e-301.04e-010.0085
55062WIPI1LZE4THumanEsophagusESCC1.27e-073.80e-010.0811
55062WIPI1LZE5THumanEsophagusESCC2.89e-066.77e-010.0514
55062WIPI1LZE7THumanEsophagusESCC9.35e-072.58e-010.0667
55062WIPI1LZE22THumanEsophagusESCC3.46e-021.62e-010.068
55062WIPI1LZE24THumanEsophagusESCC9.27e-451.94e+000.0596
55062WIPI1LZE21THumanEsophagusESCC9.53e-063.89e-010.0655
55062WIPI1P2T-EHumanEsophagusESCC3.72e-108.70e-020.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00004226BreastPrecancerautophagy of mitochondrion14/108081/187232.01e-043.16e-0314
GO:00617266BreastPrecancermitochondrion disassembly14/108081/187232.01e-043.16e-0314
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
GO:00316688BreastPrecancercellular response to extracellular stimulus27/1080246/187231.02e-031.13e-0227
GO:00092677BreastPrecancercellular response to starvation19/1080156/187231.65e-031.67e-0219
GO:00425947BreastPrecancerresponse to starvation22/1080197/187232.30e-032.15e-0222
GO:19030085BreastPrecancerorganelle disassembly15/1080114/187232.31e-032.15e-0215
GO:00481992BreastPrecancervesicle targeting, to, from or within Golgi5/108021/187235.93e-034.21e-025
GO:00316697BreastPrecancercellular response to nutrient levels22/1080215/187236.58e-034.53e-0222
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:007149614BreastIDCcellular response to external stimulus45/1434320/187235.40e-051.15e-0345
GO:003166814BreastIDCcellular response to extracellular stimulus35/1434246/187232.79e-044.26e-0335
GO:000042212BreastIDCautophagy of mitochondrion15/143481/187231.13e-031.23e-0215
GO:006172612BreastIDCmitochondrion disassembly15/143481/187231.13e-031.23e-0215
GO:003166914BreastIDCcellular response to nutrient levels28/1434215/187234.02e-033.25e-0228
GO:190300812BreastIDCorganelle disassembly17/1434114/187235.99e-034.31e-0217
GO:007149623BreastDCIScellular response to external stimulus45/1390320/187232.55e-055.87e-0445
GO:003166723BreastDCISresponse to nutrient levels58/1390474/187231.16e-042.03e-0358
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0501023BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501423BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0502223BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0501033BreastIDCAlzheimer disease107/867384/84651.70e-237.88e-225.90e-22107
hsa0501433BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
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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
WIPI1SNVMissense_Mutationrs771913875c.937N>Ap.Gly313Argp.G313RQ5MNZ9protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
WIPI1SNVMissense_Mutationc.652N>Ap.Asp218Asnp.D218NQ5MNZ9protein_codingtolerated(0.26)benign(0.003)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WIPI1insertionFrame_Shift_Insnovelc.1207_1208insTGAGCTTCAGTCAAAACATCCCAGATAGTCAACCTGAAATCATTp.Gly403ValfsTer45p.G403Vfs*45Q5MNZ9protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WIPI1insertionFrame_Shift_Insnovelc.1193_1194insCACCp.Tyr399ThrfsTer4p.Y399Tfs*4Q5MNZ9protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
WIPI1insertionNonsense_Mutationnovelc.1193-1_1193insCTTGACCCTCACTTACCTGCAGCTCTGGCCGGCAGACCCp.Gly398delinsAlaTerProSerLeuThrCysSerSerGlyArgGlnThrArgp.G398delinsA*PSLTCSSGRQTRQ5MNZ9protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
WIPI1deletionFrame_Shift_Delc.1069delNp.His357ThrfsTer29p.H357Tfs*29Q5MNZ9protein_codingTCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WIPI1SNVMissense_Mutationrs554506311c.922N>Tp.Arg308Cysp.R308CQ5MNZ9protein_codingdeleterious(0.03)possibly_damaging(0.886)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WIPI1deletionFrame_Shift_Delnovelc.505delNp.Val169CysfsTer8p.V169Cfs*8Q5MNZ9protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WIPI1SNVMissense_Mutationrs200972573c.1184N>Tp.Thr395Metp.T395MQ5MNZ9protein_codingdeleterious(0.03)benign(0.029)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WIPI1SNVMissense_Mutationc.224N>Ap.Val75Aspp.V75DQ5MNZ9protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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