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:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00458608CervixCCpositive regulation of protein kinase activity85/2311386/187235.61e-083.29e-0685
GO:00305957CervixCCleukocyte chemotaxis57/2311230/187231.48e-077.07e-0657
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00509007CervixCCleukocyte migration78/2311369/187231.09e-063.80e-0578
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:005134810CervixCCnegative regulation of transferase activity60/2311268/187232.77e-068.02e-0560
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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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