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: CERK

Gene summary for CERK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CERK

Gene ID

64781

Gene nameceramide kinase
Gene AliasLK4
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

A0A024R4U8


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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
64781CERKHTA11_347_2000001011HumanColorectumAD3.05e-115.15e-01-0.1954
64781CERKHTA11_99999970781_79442HumanColorectumMSS7.87e-05-2.08e-010.294
64781CERKHTA11_99999971662_82457HumanColorectumMSS4.32e-074.04e-010.3859
64781CERKF007HumanColorectumFAP4.03e-03-2.25e-010.1176
64781CERKA002-C-010HumanColorectumFAP2.28e-03-2.08e-010.242
64781CERKA015-C-203HumanColorectumFAP1.43e-03-1.09e-01-0.1294
64781CERKA002-C-203HumanColorectumFAP9.48e-03-1.63e-010.2786
64781CERKA002-C-205HumanColorectumFAP1.42e-03-1.55e-01-0.1236
64781CERKA015-C-005HumanColorectumFAP1.07e-03-2.13e-01-0.0336
64781CERKA015-C-006HumanColorectumFAP1.38e-04-2.25e-01-0.0994
64781CERKA015-C-106HumanColorectumFAP7.00e-03-1.57e-01-0.0511
64781CERKA002-C-114HumanColorectumFAP3.39e-04-2.07e-01-0.1561
64781CERKA015-C-104HumanColorectumFAP1.51e-04-1.45e-01-0.1899
64781CERKA002-C-016HumanColorectumFAP8.35e-05-1.87e-010.0521
64781CERKA002-C-116HumanColorectumFAP4.50e-06-1.82e-01-0.0452
64781CERKA014-C-008HumanColorectumFAP4.67e-02-2.05e-01-0.191
64781CERKA018-E-020HumanColorectumFAP1.11e-02-1.45e-01-0.2034
64781CERKF034HumanColorectumFAP9.10e-06-1.93e-01-0.0665
64781CERKLZE7THumanEsophagusESCC1.06e-062.68e-010.0667
64781CERKLZE24THumanEsophagusESCC6.00e-066.44e-020.0596
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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
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
∗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:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:00302582ColorectumMSSlipid modification57/3467212/187231.64e-031.49e-0257
GO:00302583ColorectumFAPlipid modification52/2622212/187232.84e-056.49e-0452
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:0006665LiverHCCsphingolipid metabolic process85/7958155/187231.27e-036.92e-0385
GO:0006664LiverHCCglycolipid metabolic process57/7958100/187232.40e-031.17e-0257
GO:1903509LiverHCCliposaccharide metabolic process57/7958101/187233.25e-031.49e-0257
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa006001LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
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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
CERKSNVMissense_Mutationnovelc.166N>Cp.Glu56Glnp.E56QQ8TCT0protein_codingdeleterious(0)probably_damaging(0.959)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CERKinsertionIn_Frame_Insnovelc.1107_1108insGGGGCAGCAGATGTCCCATTGAGGGCTTGCTTGGTGACCp.Leu369_Tyr370insGlyAlaAlaAspValProLeuArgAlaCysLeuValThrp.L369_Y370insGAADVPLRACLVTQ8TCT0protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CERKSNVMissense_Mutationrs781190421c.971N>Ap.Cys324Tyrp.C324YQ8TCT0protein_codingtolerated(1)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CERKSNVMissense_Mutationc.544N>Ap.Glu182Lysp.E182KQ8TCT0protein_codingtolerated(0.21)benign(0.013)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CERKSNVMissense_Mutationc.1090N>Ap.Glu364Lysp.E364KQ8TCT0protein_codingtolerated(0.15)benign(0.003)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CERKSNVMissense_Mutationc.1604N>Tp.Ser535Leup.S535LQ8TCT0protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CERKSNVMissense_Mutationnovelc.377N>Cp.Leu126Prop.L126PQ8TCT0protein_codingtolerated(0.21)benign(0.109)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CERKSNVMissense_Mutationnovelc.163N>Cp.Ser55Prop.S55PQ8TCT0protein_codingdeleterious(0.01)possibly_damaging(0.68)TCGA-ZJ-AAXJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CERKSNVMissense_Mutationrs144086274c.845N>Ap.Arg282Hisp.R282HQ8TCT0protein_codingdeleterious(0)benign(0.422)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
CERKSNVMissense_Mutationrs771578079c.1361N>Ap.Arg454Hisp.R454HQ8TCT0protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
64781CERKKINASE, LIPID KINASE, ENZYMEinhibitor178103280
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