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: WNK2

Gene summary for WNK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WNK2

Gene ID

65268

Gene nameWNK lysine deficient protein kinase 2
Gene AliasNY-CO-43
Cytomap9q22.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y3S1


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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
65268WNK2HTA11_3410_2000001011HumanColorectumAD6.37e-19-5.49e-010.0155
65268WNK2HTA11_2487_2000001011HumanColorectumSER5.62e-11-6.66e-01-0.1808
65268WNK2HTA11_1938_2000001011HumanColorectumAD3.09e-19-9.34e-01-0.0811
65268WNK2HTA11_78_2000001011HumanColorectumAD3.72e-27-9.33e-01-0.1088
65268WNK2HTA11_347_2000001011HumanColorectumAD2.65e-032.22e-01-0.1954
65268WNK2HTA11_3361_2000001011HumanColorectumAD1.50e-06-5.19e-01-0.1207
65268WNK2HTA11_83_2000001011HumanColorectumSER3.92e-06-5.66e-01-0.1526
65268WNK2HTA11_5212_2000001011HumanColorectumAD7.63e-04-6.38e-01-0.2061
65268WNK2HTA11_5216_2000001011HumanColorectumSER4.36e-03-5.86e-01-0.1462
65268WNK2HTA11_866_3004761011HumanColorectumAD1.05e-02-3.21e-010.096
65268WNK2HTA11_7663_2000001011HumanColorectumSER2.19e-025.63e-010.0131
65268WNK2HTA11_6818_2000001021HumanColorectumAD1.66e-07-6.06e-010.0588
65268WNK2HTA11_99999970781_79442HumanColorectumMSS3.78e-30-7.29e-010.294
65268WNK2HTA11_99999965062_69753HumanColorectumMSI-H1.32e-151.03e+000.3487
65268WNK2HTA11_99999971662_82457HumanColorectumMSS4.07e-05-4.38e-010.3859
65268WNK2HTA11_99999973899_84307HumanColorectumMSS7.34e-06-6.07e-010.2585
65268WNK2HTA11_99999974143_84620HumanColorectumMSS1.10e-46-9.71e-010.3005
65268WNK2F007HumanColorectumFAP1.29e-08-4.86e-010.1176
65268WNK2A002-C-010HumanColorectumFAP5.07e-03-2.69e-010.242
65268WNK2A001-C-207HumanColorectumFAP1.62e-16-6.29e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0010765ColorectumADpositive regulation of sodium ion transport17/391835/187232.48e-043.13e-0317
GO:1902305ColorectumADregulation of sodium ion transmembrane transport27/391868/187233.19e-043.80e-0327
GO:0043409ColorectumADnegative regulation of MAPK cascade57/3918180/187234.61e-045.14e-0357
GO:2000649ColorectumADregulation of sodium ion transmembrane transporter activity23/391858/187238.82e-048.53e-0323
GO:0030177ColorectumADpositive regulation of Wnt signaling pathway45/3918140/187231.23e-031.09e-0245
GO:1902307ColorectumADpositive regulation of sodium ion transmembrane transport11/391821/187231.43e-031.22e-0211
GO:2000651ColorectumADpositive regulation of sodium ion transmembrane transporter activity9/391816/187232.06e-031.64e-029
GO:0032411ColorectumADpositive regulation of transporter activity37/3918120/187236.82e-034.22e-0237
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:00020281ColorectumSERregulation of sodium ion transport28/289790/187231.45e-042.86e-0328
GO:00160551ColorectumSERWnt signaling pathway97/2897444/187232.02e-043.68e-0397
GO:01987381ColorectumSERcell-cell signaling by wnt97/2897446/187232.39e-044.11e-0397
GO:00301111ColorectumSERregulation of Wnt signaling pathway75/2897328/187232.47e-044.20e-0375
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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
WNK2SNVMissense_Mutationc.2279C>Tp.Pro760Leup.P760LQ9Y3S1protein_codingtolerated(0.06)benign(0.007)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
WNK2SNVMissense_Mutationrs765224623c.4892G>Ap.Arg1631Hisp.R1631HQ9Y3S1protein_codingtolerated(0.65)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WNK2SNVMissense_Mutationrs763861327c.1318N>Ap.Glu440Lysp.E440KQ9Y3S1protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WNK2SNVMissense_Mutationc.4882G>Cp.Asp1628Hisp.D1628HQ9Y3S1protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
WNK2SNVMissense_Mutationnovelc.5977G>Tp.Ala1993Serp.A1993SQ9Y3S1protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
WNK2SNVMissense_Mutationc.1278N>Gp.Ile426Metp.I426MQ9Y3S1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
WNK2SNVMissense_Mutationc.4493N>Cp.Glu1498Alap.E1498AQ9Y3S1protein_codingtolerated(0.07)possibly_damaging(0.76)TCGA-BH-A18H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
WNK2insertionIn_Frame_Insnovelc.1523_1524insCTCCAGCTCACCCTCTGCp.Asp508_Glu509insSerSerSerProSerAlap.D508_E509insSSSPSAQ9Y3S1protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
WNK2deletionFrame_Shift_Delnovelc.2256delNp.Gln753SerfsTer23p.Q753Sfs*23Q9Y3S1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WNK2SNVMissense_Mutationnovelc.720N>Tp.Lys240Asnp.K240NQ9Y3S1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
65268WNK2KINASE, SERINE THREONINE KINASE, DRUGGABLE GENOME, ENZYMEinhibitor249565802
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