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: CDK11A

Gene summary for CDK11A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDK11A

Gene ID

728642

Gene namecyclin dependent kinase 11A
Gene AliasCDC2L2
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9UQ88


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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
728642CDK11AHTA11_3410_2000001011HumanColorectumAD6.84e-07-2.36e-010.0155
728642CDK11AHTA11_2487_2000001011HumanColorectumSER4.39e-03-2.36e-01-0.1808
728642CDK11AHTA11_78_2000001011HumanColorectumAD4.57e-04-2.36e-01-0.1088
728642CDK11AHTA11_347_2000001011HumanColorectumAD1.40e-07-2.36e-01-0.1954
728642CDK11AHTA11_696_2000001011HumanColorectumAD2.35e-08-2.32e-01-0.1464
728642CDK11AHTA11_866_2000001011HumanColorectumAD9.93e-07-2.27e-01-0.1001
728642CDK11AHTA11_1391_2000001011HumanColorectumAD4.02e-05-2.36e-01-0.059
728642CDK11AHTA11_866_3004761011HumanColorectumAD8.49e-06-2.36e-010.096
728642CDK11AHTA11_10711_2000001011HumanColorectumAD1.06e-02-2.36e-010.0338
728642CDK11AHTA11_7696_3000711011HumanColorectumAD9.94e-07-2.32e-010.0674
728642CDK11AHTA11_99999970781_79442HumanColorectumMSS8.94e-11-2.36e-010.294
728642CDK11AHTA11_99999971662_82457HumanColorectumMSS1.04e-07-2.33e-010.3859
728642CDK11AHTA11_99999974143_84620HumanColorectumMSS2.03e-09-2.36e-010.3005
728642CDK11AA001-C-119HumanColorectumFAP2.43e-045.55e-01-0.1557
728642CDK11AA002-C-205HumanColorectumFAP9.63e-063.91e-01-0.1236
728642CDK11AA001-C-104HumanColorectumFAP4.92e-044.50e-010.0184
728642CDK11AA015-C-104HumanColorectumFAP1.44e-028.22e-02-0.1899
728642CDK11AA002-C-016HumanColorectumFAP3.29e-043.06e-010.0521
728642CDK11AA002-C-116HumanColorectumFAP9.84e-03-1.07e-01-0.0452
728642CDK11AA014-C-008HumanColorectumFAP4.90e-075.60e-01-0.191
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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
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
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:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0050684ColorectumADregulation of mRNA processing61/3918137/187234.23e-103.58e-0861
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:19033111ColorectumSERregulation of mRNA metabolic process78/2897288/187232.61e-071.43e-0578
GO:00506841ColorectumSERregulation of mRNA processing42/2897137/187235.57e-062.01e-0442
GO:00015581ColorectumSERregulation of cell growth90/2897414/187234.00e-046.02e-0390
GO:00160491ColorectumSERcell growth100/2897482/187231.07e-031.24e-02100
GO:19033112ColorectumMSSregulation of mRNA metabolic process115/3467288/187231.23e-176.41e-15115
GO:00506842ColorectumMSSregulation of mRNA processing57/3467137/187232.88e-102.68e-0857
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
GO:00015582ColorectumMSSregulation of cell growth105/3467414/187232.97e-043.90e-03105
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:19033114ColorectumFAPregulation of mRNA metabolic process97/2622288/187231.35e-174.13e-1497
GO:00506844ColorectumFAPregulation of mRNA processing51/2622137/187239.70e-124.96e-0951
GO:00160493ColorectumFAPcell growth112/2622482/187232.40e-082.30e-06112
GO:00015583ColorectumFAPregulation of cell growth95/2622414/187235.02e-072.61e-0595
GO:00073462ColorectumFAPregulation of mitotic cell cycle85/2622457/187233.41e-032.48e-0285
GO:19033115ColorectumCRCregulation of mRNA metabolic process80/2078288/187233.21e-156.40e-1280
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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
CDK11ASNVMissense_Mutationc.222N>Tp.Glu74Aspp.E74DQ9UQ88protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.99)TCGA-BH-A0W4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDK11ASNVMissense_Mutationrs745508835c.452N>Ap.Arg151Lysp.R151KQ9UQ88protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.907)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CDK11ASNVMissense_Mutationc.1829G>Tp.Trp610Leup.W610LQ9UQ88protein_codingdeleterious(0)benign(0.085)TCGA-C8-A1HK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDK11ASNVMissense_Mutationrs753016535c.1897G>Ap.Asp633Asnp.D633NQ9UQ88protein_codingdeleterious(0.03)possibly_damaging(0.611)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CDK11ASNVMissense_Mutationc.1244C>Tp.Pro415Leup.P415LQ9UQ88protein_codingdeleterious(0)probably_damaging(0.988)TCGA-D8-A1JE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamicinSD
CDK11ASNVMissense_Mutationnovelc.327N>Tp.Trp109Cysp.W109CQ9UQ88protein_codingtolerated_low_confidence(0.06)benign(0.006)TCGA-EW-A6SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytchSD
CDK11ASNVMissense_Mutationnovelc.1386N>Cp.Glu462Aspp.E462DQ9UQ88protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
CDK11ASNVMissense_Mutationnovelc.358G>Ap.Glu120Lysp.E120KQ9UQ88protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.941)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CDK11ASNVMissense_Mutationrs768015274c.1687A>Gp.Ile563Valp.I563VQ9UQ88protein_codingtolerated(0.13)benign(0.005)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDK11ASNVMissense_Mutationc.320N>Gp.Glu107Glyp.E107GQ9UQ88protein_codingdeleterious_low_confidence(0)probably_damaging(0.954)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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
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