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: CDK14

Gene summary for CDK14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDK14

Gene ID

5218

Gene namecyclin dependent kinase 14
Gene AliasPFTAIRE1
Cytomap7q21.13
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

O94921


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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
5218CDK14NAFLD1HumanLiverNAFLD1.31e-141.09e+00-0.04
5218CDK14S41HumanLiverCirrhotic8.34e-057.16e-01-0.0343
5218CDK14HCC1_MengHumanLiverHCC2.46e-60-2.99e-010.0246
5218CDK14HCC2_MengHumanLiverHCC7.93e-17-3.58e-010.0107
5218CDK14cirrhotic1HumanLiverCirrhotic3.60e-10-3.29e-010.0202
5218CDK14cirrhotic2HumanLiverCirrhotic8.60e-12-2.89e-010.0201
5218CDK14cirrhotic3HumanLiverCirrhotic4.83e-02-3.11e-010.0215
5218CDK14HCC2HumanLiverHCC8.58e-083.58e+000.5341
5218CDK14Pt13.aHumanLiverHCC2.84e-08-3.50e-010.021
5218CDK14Pt13.bHumanLiverHCC6.70e-06-3.07e-010.0251
5218CDK14Pt13.cHumanLiverHCC3.88e-03-3.96e-010.0076
5218CDK14Pt14.dHumanLiverHCC2.65e-08-3.43e-010.0143
5218CDK14S016HumanLiverHCC2.99e-03-3.62e-010.2243
5218CDK14S027HumanLiverHCC8.25e-118.73e-010.2446
5218CDK14S028HumanLiverHCC6.61e-271.27e+000.2503
5218CDK14S029HumanLiverHCC2.49e-211.31e+000.2581
5218CDK14RNA-P17T-P17T-2HumanLungIAC2.43e-057.66e-010.3371
5218CDK14RNA-P17T-P17T-6HumanLungIAC8.23e-035.88e-010.3385
5218CDK14RNA-P17T-P17T-8HumanLungIAC4.29e-025.33e-010.3329
5218CDK14RNA-P25T1-P25T1-1HumanLungAIS2.75e-115.98e-01-0.2116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00160555LiverNAFLDWnt signaling pathway74/1882444/187238.98e-062.96e-0474
GO:01987385LiverNAFLDcell-cell signaling by wnt74/1882446/187231.05e-053.33e-0474
GO:00301115LiverNAFLDregulation of Wnt signaling pathway57/1882328/187232.79e-057.46e-0457
GO:0044772LiverNAFLDmitotic cell cycle phase transition67/1882424/187231.25e-042.39e-0367
GO:0044843LiverNAFLDcell cycle G1/S phase transition43/1882241/187231.40e-042.63e-0343
GO:0000082LiverNAFLDG1/S transition of mitotic cell cycle39/1882214/187231.78e-043.14e-0339
GO:00608285LiverNAFLDregulation of canonical Wnt signaling pathway44/1882253/187232.14e-043.68e-0344
GO:00600705LiverNAFLDcanonical Wnt signaling pathway50/1882303/187233.08e-044.83e-0350
GO:001605511LiverCirrhoticWnt signaling pathway150/4634444/187239.75e-061.42e-04150
GO:019873811LiverCirrhoticcell-cell signaling by wnt150/4634446/187231.28e-051.80e-04150
GO:003011111LiverCirrhoticregulation of Wnt signaling pathway112/4634328/187237.57e-058.40e-04112
GO:00447721LiverCirrhoticmitotic cell cycle phase transition139/4634424/187231.02e-041.06e-03139
GO:006082811LiverCirrhoticregulation of canonical Wnt signaling pathway86/4634253/187235.70e-044.46e-0386
GO:00000821LiverCirrhoticG1/S transition of mitotic cell cycle72/4634214/187232.07e-031.28e-0272
GO:006007011LiverCirrhoticcanonical Wnt signaling pathway97/4634303/187232.42e-031.46e-0297
GO:00448431LiverCirrhoticcell cycle G1/S phase transition77/4634241/187236.68e-033.30e-0277
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052027ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520212ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520221ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
hsa0520231ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
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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
CDK14SNVMissense_Mutationc.1291G>Ap.Asp431Asnp.D431NO94921protein_codingdeleterious(0.02)benign(0.005)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CDK14SNVMissense_Mutationrs776229393c.592N>Ap.Asp198Asnp.D198NO94921protein_codingdeleterious(0)probably_damaging(0.972)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CDK14SNVMissense_Mutationc.199N>Ap.Glu67Lysp.E67KO94921protein_codingtolerated(0.28)benign(0.02)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
CDK14SNVMissense_Mutationnovelc.1014N>Gp.Ile338Metp.I338MO94921protein_codingtolerated(0.09)possibly_damaging(0.583)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDK14SNVMissense_Mutationrs765001934c.847N>Ap.Val283Ilep.V283IO94921protein_codingtolerated(0.73)benign(0.003)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDK14insertionFrame_Shift_Insnovelc.729_730insAGAATAAAp.Leu244ArgfsTer17p.L244Rfs*17O94921protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CDK14insertionFrame_Shift_Insnovelc.730_731insTTTCAGTAAGTATTAGTCTCCCTTCTTTTCTTTTTAGp.Tyr246ValfsTer33p.Y246Vfs*33O94921protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CDK14insertionIn_Frame_Insnovelc.1016_1017insGTATTTp.Gln339_Asp340insTyrLeup.Q339_D340insYLO94921protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDK14SNVMissense_Mutationnovelc.575A>Gp.Asn192Serp.N192SO94921protein_codingdeleterious(0.02)probably_damaging(0.953)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDK14SNVMissense_Mutationnovelc.1387A>Gp.Ser463Glyp.S463GO94921protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
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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
5218CDK14DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, ENZYMEinhibitorCHEMBL445813AT-7519
5218CDK14DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, ENZYMEinhibitorCHEMBL3544942RONICICLIB
5218CDK14DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, ENZYMEinhibitorCHEMBL1230607PHA-793887
5218CDK14DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSOR, ENZYMEinhibitorCHEMBL488436AZD-5438
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