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: CDK5RAP1

Gene summary for CDK5RAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDK5RAP1

Gene ID

51654

Gene nameCDK5 regulatory subunit associated protein 1
Gene AliasC20orf34
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

Q53H36


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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
51654CDK5RAP1LZE4THumanEsophagusESCC3.56e-082.07e-010.0811
51654CDK5RAP1LZE20THumanEsophagusESCC8.32e-061.62e-010.0662
51654CDK5RAP1LZE24THumanEsophagusESCC2.24e-165.89e-010.0596
51654CDK5RAP1P1T-EHumanEsophagusESCC4.16e-062.43e-010.0875
51654CDK5RAP1P2T-EHumanEsophagusESCC4.10e-152.89e-010.1177
51654CDK5RAP1P4T-EHumanEsophagusESCC4.61e-103.46e-010.1323
51654CDK5RAP1P5T-EHumanEsophagusESCC1.25e-112.38e-010.1327
51654CDK5RAP1P8T-EHumanEsophagusESCC7.87e-173.03e-010.0889
51654CDK5RAP1P9T-EHumanEsophagusESCC3.64e-101.67e-010.1131
51654CDK5RAP1P10T-EHumanEsophagusESCC2.09e-183.63e-010.116
51654CDK5RAP1P11T-EHumanEsophagusESCC2.77e-113.41e-010.1426
51654CDK5RAP1P12T-EHumanEsophagusESCC1.07e-234.37e-010.1122
51654CDK5RAP1P15T-EHumanEsophagusESCC2.49e-082.70e-010.1149
51654CDK5RAP1P16T-EHumanEsophagusESCC2.05e-183.63e-010.1153
51654CDK5RAP1P17T-EHumanEsophagusESCC2.41e-063.09e-010.1278
51654CDK5RAP1P19T-EHumanEsophagusESCC2.30e-043.10e-010.1662
51654CDK5RAP1P20T-EHumanEsophagusESCC4.18e-213.66e-010.1124
51654CDK5RAP1P21T-EHumanEsophagusESCC2.53e-194.48e-010.1617
51654CDK5RAP1P22T-EHumanEsophagusESCC9.22e-162.37e-010.1236
51654CDK5RAP1P23T-EHumanEsophagusESCC2.17e-184.62e-010.108
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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
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
∗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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:000646920EsophagusESCCnegative regulation of protein kinase activity140/8552212/187231.53e-093.56e-08140
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
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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
CDK5RAP1SNVMissense_Mutationc.620N>Tp.Ala207Valp.A207VQ96SZ6protein_codingdeleterious(0)probably_damaging(0.962)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
CDK5RAP1SNVMissense_Mutationnovelc.463N>Gp.Ile155Valp.I155VQ96SZ6protein_codingtolerated(0.43)benign(0.08)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CDK5RAP1SNVMissense_Mutationc.135N>Tp.Glu45Aspp.E45DQ96SZ6protein_codingtolerated(0.09)benign(0.003)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CDK5RAP1SNVMissense_Mutationrs773040434c.1198N>Tp.Arg400Trpp.R400WQ96SZ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CDK5RAP1deletionFrame_Shift_Delnovelc.86delNp.Met29SerfsTer41p.M29Sfs*41Q96SZ6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CDK5RAP1SNVMissense_Mutationrs745597149c.1070G>Ap.Arg357Hisp.R357HQ96SZ6protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CDK5RAP1SNVMissense_Mutationrs766215061c.830N>Ap.Arg277Glnp.R277QQ96SZ6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
CDK5RAP1SNVMissense_Mutationc.1321N>Ap.Val441Ilep.V441IQ96SZ6protein_codingtolerated(0.15)benign(0.001)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDK5RAP1SNVMissense_Mutationc.916A>Cp.Ser306Argp.S306RQ96SZ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CDK5RAP1SNVMissense_Mutationc.799N>Ap.Val267Ilep.V267IQ96SZ6protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6603-01Colorectumcolon adenocarcinomaFemale>=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
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