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: CDK5RAP3

Gene summary for CDK5RAP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDK5RAP3

Gene ID

80279

Gene nameCDK5 regulatory subunit associated protein 3
Gene AliasC53
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q96JB5


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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
80279CDK5RAP3HTA11_2487_2000001011HumanColorectumSER5.15e-031.88e-01-0.1808
80279CDK5RAP3HTA11_78_2000001011HumanColorectumAD3.71e-032.30e-01-0.1088
80279CDK5RAP3HTA11_347_2000001011HumanColorectumAD2.44e-072.32e-01-0.1954
80279CDK5RAP3HTA11_411_2000001011HumanColorectumSER2.94e-024.83e-01-0.2602
80279CDK5RAP3HTA11_83_2000001011HumanColorectumSER3.04e-031.89e-01-0.1526
80279CDK5RAP3HTA11_696_2000001011HumanColorectumAD9.34e-042.48e-01-0.1464
80279CDK5RAP3HTA11_1391_2000001011HumanColorectumAD3.82e-083.86e-01-0.059
80279CDK5RAP3HTA11_866_3004761011HumanColorectumAD1.65e-052.61e-010.096
80279CDK5RAP3HTA11_4255_2000001011HumanColorectumSER4.01e-032.84e-010.0446
80279CDK5RAP3HTA11_99999970781_79442HumanColorectumMSS5.76e-042.95e-010.294
80279CDK5RAP3HTA11_99999971662_82457HumanColorectumMSS2.02e-115.41e-010.3859
80279CDK5RAP3HTA11_99999974143_84620HumanColorectumMSS2.06e-084.05e-010.3005
80279CDK5RAP3A015-C-203HumanColorectumFAP3.80e-063.77e-01-0.1294
80279CDK5RAP3A015-C-006HumanColorectumFAP2.12e-075.33e-01-0.0994
80279CDK5RAP3A015-C-104HumanColorectumFAP1.22e-084.20e-01-0.1899
80279CDK5RAP3A018-E-020HumanColorectumFAP6.60e-033.23e-01-0.2034
80279CDK5RAP3LZE2THumanEsophagusESCC2.94e-103.56e-010.082
80279CDK5RAP3LZE4THumanEsophagusESCC4.96e-122.06e-010.0811
80279CDK5RAP3LZE5THumanEsophagusESCC2.26e-053.10e-010.0514
80279CDK5RAP3LZE7THumanEsophagusESCC4.23e-116.73e-010.0667
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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
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:004887220Oral cavityOSCChomeostasis of number of cells152/7305272/187231.08e-082.23e-07152
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:004217719Oral cavityOSCCnegative regulation of protein catabolic process77/7305121/187233.49e-086.64e-0777
GO:00000753Oral cavityOSCCcell cycle checkpoint101/7305169/187233.53e-086.68e-07101
GO:00070933Oral cavityOSCCmitotic cell cycle checkpoint81/7305129/187233.75e-087.06e-0781
GO:003410120Oral cavityOSCCerythrocyte homeostasis81/7305129/187233.75e-087.06e-0781
GO:00427707Oral cavityOSCCsignal transduction in response to DNA damage102/7305172/187235.27e-089.68e-07102
GO:190179620Oral cavityOSCCregulation of signal transduction by p53 class mediator62/730593/187235.99e-081.09e-0662
GO:003530319Oral cavityOSCCregulation of dephosphorylation80/7305128/187236.10e-081.10e-0680
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
GO:00313986Oral cavityOSCCpositive regulation of protein ubiquitination75/7305119/187239.46e-081.65e-0675
GO:00000863Oral cavityOSCCG2/M transition of mitotic cell cycle84/7305137/187239.99e-081.70e-0684
GO:004340917Oral cavityOSCCnegative regulation of MAPK cascade105/7305180/187231.10e-071.87e-06105
GO:00448393Oral cavityOSCCcell cycle G2/M phase transition89/7305148/187231.51e-072.51e-0689
GO:19019914Oral cavityOSCCnegative regulation of mitotic cell cycle phase transition104/7305179/187231.67e-072.73e-06104
GO:19019882Oral cavityOSCCnegative regulation of cell cycle phase transition136/7305249/187233.81e-075.70e-06136
GO:003021820Oral cavityOSCCerythrocyte differentiation74/7305120/187234.09e-076.06e-0674
GO:000188918Oral cavityOSCCliver development87/7305147/187235.54e-078.08e-0687
GO:00434054Oral cavityOSCCregulation of MAP kinase activity101/7305177/187238.13e-071.12e-05101
GO:006100818Oral cavityOSCChepaticobiliary system development88/7305150/187238.13e-071.12e-0588
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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
CDK5RAP3SNVMissense_Mutationnovelc.814N>Tp.Pro272Serp.P272SQ96JB5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CDK5RAP3SNVMissense_Mutationnovelc.1164C>Ap.Phe388Leup.F388LQ96JB5protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
CDK5RAP3SNVMissense_Mutationnovelc.371N>Gp.Glu124Glyp.E124GQ96JB5protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-C8-A273-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDK5RAP3SNVMissense_Mutationnovelc.371N>Gp.Glu124Glyp.E124GQ96JB5protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-E9-A1NF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
CDK5RAP3insertionFrame_Shift_Insnovelc.354_355insGGCCCp.Met119GlyfsTer3p.M119Gfs*3Q96JB5protein_codingTCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
CDK5RAP3insertionNonsense_Mutationnovelc.355_356insGACTTTGAGAGGTCAGTCCCATp.Met119ArgfsTer3p.M119Rfs*3Q96JB5protein_codingTCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
CDK5RAP3deletionFrame_Shift_Delnovelc.528delNp.Ala177GlnfsTer32p.A177Qfs*32Q96JB5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDK5RAP3SNVMissense_Mutationc.832C>Tp.Pro278Serp.P278SQ96JB5protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
CDK5RAP3SNVMissense_Mutationc.530N>Ap.Ala177Glup.A177EQ96JB5protein_codingtolerated(0.94)benign(0.148)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CDK5RAP3SNVMissense_Mutationc.450G>Tp.Glu150Aspp.E150DQ96JB5protein_codingdeleterious(0)probably_damaging(0.998)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
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