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: WNK1

Gene summary for WNK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WNK1

Gene ID

65125

Gene nameWNK lysine deficient protein kinase 1
Gene AliasHSAN2
Cytomap12p13.33
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q9H4A3


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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
65125WNK1CA_HPV_1HumanCervixCC1.54e-05-1.65e-010.0264
65125WNK1CA_HPV_3HumanCervixCC1.36e-114.07e-010.0414
65125WNK1N_HPV_2HumanCervixN_HPV3.04e-021.85e-01-0.0131
65125WNK1CCI_1HumanCervixCC5.31e-034.78e-010.528
65125WNK1CCI_2HumanCervixCC1.10e-111.71e+000.5249
65125WNK1CCI_3HumanCervixCC4.70e-191.53e+000.516
65125WNK1L1HumanCervixCC5.44e-03-3.17e-010.0802
65125WNK1T1HumanCervixCC2.33e-04-3.66e-010.0918
65125WNK1LZE4THumanEsophagusESCC1.02e-091.35e-010.0811
65125WNK1LZE7THumanEsophagusESCC4.65e-096.89e-010.0667
65125WNK1LZE8THumanEsophagusESCC6.08e-102.88e-010.067
65125WNK1LZE20THumanEsophagusESCC1.31e-032.63e-010.0662
65125WNK1LZE22D1HumanEsophagusHGIN4.55e-03-9.79e-020.0595
65125WNK1LZE24THumanEsophagusESCC8.84e-134.95e-010.0596
65125WNK1LZE21THumanEsophagusESCC3.48e-021.70e-010.0655
65125WNK1P1T-EHumanEsophagusESCC5.74e-055.83e-010.0875
65125WNK1P2T-EHumanEsophagusESCC1.14e-448.58e-010.1177
65125WNK1P4T-EHumanEsophagusESCC8.41e-339.46e-010.1323
65125WNK1P5T-EHumanEsophagusESCC3.52e-253.63e-010.1327
65125WNK1P8T-EHumanEsophagusESCC1.08e-275.68e-010.0889
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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
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
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:000715922CervixN_HPVleukocyte cell-cell adhesion34/534371/187232.31e-097.88e-0734
GO:000268722CervixN_HPVpositive regulation of leukocyte migration19/534135/187239.82e-091.72e-0619
GO:000268522CervixN_HPVregulation of leukocyte migration23/534210/187233.69e-084.31e-0623
GO:000276421CervixN_HPVimmune response-regulating signaling pathway36/534468/187237.52e-087.81e-0636
GO:002240723CervixN_HPVregulation of cell-cell adhesion35/534448/187237.85e-087.94e-0635
GO:001922121CervixN_HPVcytokine-mediated signaling pathway36/534472/187239.30e-089.21e-0636
GO:190303722CervixN_HPVregulation of leukocyte cell-cell adhesion29/534336/187231.30e-071.18e-0529
GO:007167522CervixN_HPVregulation of mononuclear cell migration16/534115/187231.70e-071.43e-0516
GO:003059522CervixN_HPVleukocyte chemotaxis23/534230/187231.97e-071.60e-0523
GO:003210322CervixN_HPVpositive regulation of response to external stimulus33/534427/187232.38e-071.84e-0533
GO:005090022CervixN_HPVleukocyte migration30/534369/187232.90e-072.13e-0530
GO:006032622CervixN_HPVcell chemotaxis27/534310/187232.95e-072.13e-0527
GO:003411321CervixN_HPVheterotypic cell-cell adhesion11/53461/187231.05e-065.71e-0511
GO:007167722CervixN_HPVpositive regulation of mononuclear cell migration11/53465/187232.04e-069.96e-0511
GO:000268822CervixN_HPVregulation of leukocyte chemotaxis15/534122/187232.06e-069.96e-0515
GO:000269022CervixN_HPVpositive regulation of leukocyte chemotaxis13/53494/187232.61e-061.17e-0413
GO:007167422CervixN_HPVmononuclear cell migration19/534196/187233.59e-061.46e-0419
GO:200040311CervixN_HPVpositive regulation of lymphocyte migration8/53435/187234.96e-061.87e-048
GO:001003825CervixN_HPVresponse to metal ion27/534373/187231.00e-053.46e-0427
GO:005092121CervixN_HPVpositive regulation of chemotaxis15/534141/187231.24e-054.11e-0415
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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
WNK1SNVMissense_Mutationnovelc.3772T>Cp.Ser1258Prop.S1258PQ9H4A3protein_codingtolerated_low_confidence(0.91)benign(0)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WNK1SNVMissense_Mutationrs756361196c.1726N>Tp.Arg576Trpp.R576WQ9H4A3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WNK1SNVMissense_Mutationrs754884163c.2225A>Cp.His742Prop.H742PQ9H4A3protein_codingtolerated_low_confidence(0.23)benign(0.062)TCGA-A7-A4SB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelCR
WNK1SNVMissense_Mutationc.2534N>Ap.Arg845Hisp.R845HQ9H4A3protein_codingdeleterious_low_confidence(0)probably_damaging(0.957)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WNK1SNVMissense_Mutationrs770856927c.5228N>Tp.Ser1743Leup.S1743LQ9H4A3protein_codingtolerated_low_confidence(0.07)benign(0.077)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WNK1SNVMissense_Mutationc.1162N>Cp.Glu388Glnp.E388QQ9H4A3protein_codingdeleterious(0)possibly_damaging(0.691)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WNK1SNVMissense_Mutationrs754884163c.2225A>Cp.His742Prop.H742PQ9H4A3protein_codingtolerated_low_confidence(0.23)benign(0.062)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
WNK1SNVMissense_Mutationnovelc.1121T>Ap.Leu374Glnp.L374QQ9H4A3protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AC-A6IV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WNK1SNVMissense_Mutationnovelc.6390N>Cp.Glu2130Aspp.E2130DQ9H4A3protein_codingtolerated(0.08)benign(0.437)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WNK1SNVMissense_Mutationnovelc.3457N>Tp.Pro1153Serp.P1153SQ9H4A3protein_codingdeleterious_low_confidence(0)probably_damaging(0.935)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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
65125WNK1SERINE THREONINE KINASE, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor252827493
65125WNK1SERINE THREONINE KINASE, EXTERNAL SIDE OF PLASMA MEMBRANE, KINASE, DRUGGABLE GENOME, ENZYMEhydrochlorothiazideHYDROCHLOROTHIAZIDE18591455
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