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: WIPF2

Gene summary for WIPF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WIPF2

Gene ID

147179

Gene nameWAS/WASL interacting protein family member 2
Gene AliasWICH
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006928

UniProtAcc

Q8TF74


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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
147179WIPF2P40T-EHumanEsophagusESCC3.12e-152.66e-010.109
147179WIPF2P42T-EHumanEsophagusESCC9.10e-112.33e-010.1175
147179WIPF2P44T-EHumanEsophagusESCC5.59e-101.76e-010.1096
147179WIPF2P47T-EHumanEsophagusESCC3.26e-163.07e-010.1067
147179WIPF2P48T-EHumanEsophagusESCC8.18e-162.74e-010.0959
147179WIPF2P49T-EHumanEsophagusESCC1.61e-098.63e-010.1768
147179WIPF2P52T-EHumanEsophagusESCC1.32e-192.76e-010.1555
147179WIPF2P54T-EHumanEsophagusESCC3.32e-153.14e-010.0975
147179WIPF2P56T-EHumanEsophagusESCC8.34e-047.70e-010.1613
147179WIPF2P57T-EHumanEsophagusESCC6.50e-121.19e-010.0926
147179WIPF2P61T-EHumanEsophagusESCC1.06e-123.36e-010.099
147179WIPF2P62T-EHumanEsophagusESCC1.55e-397.14e-010.1302
147179WIPF2P65T-EHumanEsophagusESCC1.23e-183.04e-010.0978
147179WIPF2P74T-EHumanEsophagusESCC1.69e-451.29e+000.1479
147179WIPF2P75T-EHumanEsophagusESCC5.64e-193.73e-010.1125
147179WIPF2P76T-EHumanEsophagusESCC1.71e-151.83e-010.1207
147179WIPF2P79T-EHumanEsophagusESCC2.09e-183.23e-010.1154
147179WIPF2P80T-EHumanEsophagusESCC9.40e-379.38e-010.155
147179WIPF2P82T-EHumanEsophagusESCC6.00e-165.97e-010.1072
147179WIPF2P83T-EHumanEsophagusESCC1.21e-265.53e-010.1738
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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
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
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
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:0030048ColorectumADactin filament-based movement44/3918127/187232.31e-042.99e-0344
GO:00300481ColorectumSERactin filament-based movement38/2897127/187232.80e-057.56e-0438
GO:00300482ColorectumMSSactin filament-based movement44/3467127/187231.11e-052.64e-0444
GO:00300483ColorectumFAPactin filament-based movement44/2622127/187233.48e-095.93e-0744
GO:00300484ColorectumCRCactin filament-based movement42/2078127/187232.96e-111.97e-0842
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513024BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0513034BreastIDCPathogenic Escherichia coli infection42/867197/84652.66e-063.92e-052.94e-0542
hsa0513043BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0414416BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa0513053BreastDCISPathogenic Escherichia coli infection42/846197/84651.40e-062.15e-051.59e-0542
hsa0414417BreastDCISEndocytosis37/846251/84659.92e-034.40e-023.24e-0237
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa051301ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa041442ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa051302ColorectumSERPathogenic Escherichia coli infection60/1580197/84653.63e-054.31e-043.13e-0460
hsa051352ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa041443ColorectumSEREndocytosis81/1580251/84651.14e-072.36e-061.71e-0681
hsa051303ColorectumSERPathogenic Escherichia coli infection60/1580197/84653.63e-054.31e-043.13e-0460
hsa051353ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa051304ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
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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
WIPF2SNVMissense_Mutationc.49C>Tp.Pro17Serp.P17SQ8TF74protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.994)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WIPF2insertionIn_Frame_Insnovelc.142_143insTCTCGGCTCACTGCAACCTCCACCTCCTGGGTTCAAGCGATTp.Thr48delinsIleSerAlaHisCysAsnLeuHisLeuLeuGlySerSerAspSerp.T48delinsISAHCNLHLLGSSDSQ8TF74protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
WIPF2deletionFrame_Shift_Delnovelc.1269delCp.Ser423ArgfsTer44p.S423Rfs*44Q8TF74protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
WIPF2SNVMissense_Mutationc.845N>Ap.Ser282Tyrp.S282YQ8TF74protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
WIPF2SNVMissense_Mutationnovelc.519N>Ap.Ser173Argp.S173RQ8TF74protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WIPF2SNVMissense_Mutationc.238N>Tp.Ala80Serp.A80SQ8TF74protein_codingtolerated(0.41)benign(0.029)TCGA-AZ-4616-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyxelodaPD
WIPF2SNVMissense_Mutationc.998G>Ap.Arg333Glnp.R333QQ8TF74protein_codingdeleterious(0.03)probably_damaging(0.953)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
WIPF2SNVMissense_Mutationc.1220A>Gp.Asp407Glyp.D407GQ8TF74protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
WIPF2deletionFrame_Shift_Delc.613_616delNNNNp.Glu206AsnfsTer31p.E206Nfs*31Q8TF74protein_codingTCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WIPF2deletionFrame_Shift_Delc.25delNp.Pro10HisfsTer20p.P10Hfs*20Q8TF74protein_codingTCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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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