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: CSNK1G2

Gene summary for CSNK1G2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSNK1G2

Gene ID

1455

Gene namecasein kinase 1 gamma 2
Gene AliasCK1g2
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P78368


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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
1455CSNK1G2LZE4THumanEsophagusESCC2.44e-046.43e-020.0811
1455CSNK1G2LZE7THumanEsophagusESCC6.43e-081.76e-010.0667
1455CSNK1G2LZE8THumanEsophagusESCC4.60e-061.03e-010.067
1455CSNK1G2LZE20THumanEsophagusESCC3.93e-061.21e-010.0662
1455CSNK1G2LZE24THumanEsophagusESCC1.33e-102.09e-010.0596
1455CSNK1G2LZE21THumanEsophagusESCC1.28e-032.36e-010.0655
1455CSNK1G2P1T-EHumanEsophagusESCC3.59e-206.02e-010.0875
1455CSNK1G2P2T-EHumanEsophagusESCC3.42e-092.31e-010.1177
1455CSNK1G2P4T-EHumanEsophagusESCC2.85e-202.90e-010.1323
1455CSNK1G2P5T-EHumanEsophagusESCC8.91e-064.46e-020.1327
1455CSNK1G2P8T-EHumanEsophagusESCC6.91e-075.58e-020.0889
1455CSNK1G2P9T-EHumanEsophagusESCC2.96e-192.36e-010.1131
1455CSNK1G2P10T-EHumanEsophagusESCC4.07e-204.06e-010.116
1455CSNK1G2P11T-EHumanEsophagusESCC2.92e-082.00e-010.1426
1455CSNK1G2P12T-EHumanEsophagusESCC5.55e-171.45e-010.1122
1455CSNK1G2P15T-EHumanEsophagusESCC4.69e-142.02e-010.1149
1455CSNK1G2P16T-EHumanEsophagusESCC8.39e-132.15e-010.1153
1455CSNK1G2P17T-EHumanEsophagusESCC1.80e-021.14e-010.1278
1455CSNK1G2P20T-EHumanEsophagusESCC3.30e-111.18e-010.1124
1455CSNK1G2P21T-EHumanEsophagusESCC1.53e-102.26e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:009026316EsophagusESCCpositive regulation of canonical Wnt signaling pathway69/8552106/187234.22e-053.39e-0469
GO:003017716EsophagusESCCpositive regulation of Wnt signaling pathway87/8552140/187236.18e-054.73e-0487
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:001810511LiverHCCpeptidyl-serine phosphorylation169/7958315/187233.86e-053.81e-04169
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
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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
CSNK1G2SNVMissense_Mutationnovelc.211T>Cp.Tyr71Hisp.Y71HP78368protein_codingtolerated(0.61)benign(0.02)TCGA-AR-A2LL-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CSNK1G2SNVMissense_Mutationnovelc.1129N>Cp.Thr377Prop.T377PP78368protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-BH-A1ET-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CSNK1G2SNVMissense_Mutationnovelc.595N>Ap.Glu199Lysp.E199KP78368protein_codingtolerated(0.42)possibly_damaging(0.862)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSNK1G2deletionFrame_Shift_Delnovelc.111delNp.Val39SerfsTer2p.V39Sfs*2P78368protein_codingTCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSNK1G2SNVMissense_Mutationrs548764709c.233C>Tp.Pro78Leup.P78LP78368protein_codingdeleterious(0)possibly_damaging(0.591)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CSNK1G2SNVMissense_Mutationc.581N>Cp.Glu194Alap.E194AP78368protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSNK1G2SNVMissense_Mutationc.883N>Tp.Arg295Trpp.R295WP78368protein_codingdeleterious(0.01)possibly_damaging(0.742)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSNK1G2SNVMissense_Mutationc.772N>Ap.Asp258Asnp.D258NP78368protein_codingtolerated(0.05)probably_damaging(0.96)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CSNK1G2SNVMissense_Mutationc.404G>Tp.Arg135Leup.R135LP78368protein_codingdeleterious(0)possibly_damaging(0.82)TCGA-F4-6463-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CSNK1G2SNVMissense_Mutationnovelc.829G>Ap.Glu277Lysp.E277KP78368protein_codingtolerated(0.2)probably_damaging(0.999)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEPHA-767491CHEMBL225519
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMETAK-715TAK-715
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMESP-600125SP-600125
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEALSTERPAULLONEALSTERPAULLONE
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMESB-220025SB-220025
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEinhibitor249565834
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMEPF-562271PF-00562271
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMESNS-314SNS-314
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMELINIFANIBLINIFANIB
1455CSNK1G2KINASE, SERINE THREONINE KINASE, ENZYME, DRUGGABLE GENOMECYC-116CYC-116
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