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: CDK5RAP2

Gene summary for CDK5RAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDK5RAP2

Gene ID

55755

Gene nameCDK5 regulatory subunit associated protein 2
Gene AliasC48
Cytomap9q33.2
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

B9EG74


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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
55755CDK5RAP2P49T-EHumanEsophagusESCC6.51e-031.32e+000.1768
55755CDK5RAP2P52T-EHumanEsophagusESCC3.93e-194.44e-010.1555
55755CDK5RAP2P54T-EHumanEsophagusESCC2.56e-041.49e-010.0975
55755CDK5RAP2P57T-EHumanEsophagusESCC1.03e-153.24e-010.0926
55755CDK5RAP2P61T-EHumanEsophagusESCC1.53e-051.62e-010.099
55755CDK5RAP2P62T-EHumanEsophagusESCC3.09e-133.35e-010.1302
55755CDK5RAP2P65T-EHumanEsophagusESCC2.47e-031.00e-010.0978
55755CDK5RAP2P74T-EHumanEsophagusESCC2.07e-216.52e-010.1479
55755CDK5RAP2P75T-EHumanEsophagusESCC1.64e-214.35e-010.1125
55755CDK5RAP2P76T-EHumanEsophagusESCC1.32e-122.35e-010.1207
55755CDK5RAP2P79T-EHumanEsophagusESCC1.64e-152.06e-010.1154
55755CDK5RAP2P80T-EHumanEsophagusESCC1.75e-205.63e-010.155
55755CDK5RAP2P82T-EHumanEsophagusESCC7.66e-133.82e-010.1072
55755CDK5RAP2P83T-EHumanEsophagusESCC4.29e-238.30e-010.1738
55755CDK5RAP2P89T-EHumanEsophagusESCC1.32e-115.69e-010.1752
55755CDK5RAP2P91T-EHumanEsophagusESCC1.60e-078.66e-010.1828
55755CDK5RAP2P104T-EHumanEsophagusESCC2.02e-033.32e-010.0931
55755CDK5RAP2P107T-EHumanEsophagusESCC3.43e-318.34e-010.171
55755CDK5RAP2P126T-EHumanEsophagusESCC2.78e-024.52e-010.1125
55755CDK5RAP2P127T-EHumanEsophagusESCC3.48e-032.06e-010.0826
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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:00071639CervixCCestablishment or maintenance of cell polarity63/2311218/187234.25e-118.76e-0963
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:00300108CervixCCestablishment of cell polarity42/2311143/187234.30e-082.62e-0642
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:003227110CervixCCregulation of protein polymerization57/2311233/187232.37e-071.03e-0557
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:003133410CervixCCpositive regulation of protein-containing complex assembly55/2311237/187232.25e-066.73e-0555
GO:190290510CervixCCpositive regulation of supramolecular fiber organization50/2311209/187232.55e-067.54e-0550
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:005149510CervixCCpositive regulation of cytoskeleton organization50/2311226/187232.53e-054.29e-0450
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00106399CervixCCnegative regulation of organelle organization68/2311348/187237.40e-051.03e-0368
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:003227310CervixCCpositive regulation of protein polymerization33/2311138/187231.23e-041.53e-0333
GO:00514948CervixCCnegative regulation of cytoskeleton organization37/2311163/187231.57e-041.88e-0337
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:00705074CervixCCregulation of microtubule cytoskeleton organization32/2311148/187231.02e-038.51e-0332
GO:00311134CervixCCregulation of microtubule polymerization15/231155/187232.14e-031.54e-0215
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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
CDK5RAP2SNVMissense_Mutationc.1209N>Cp.Lys403Asnp.K403NQ96SN8protein_codingdeleterious(0.01)possibly_damaging(0.601)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CDK5RAP2SNVMissense_Mutationrs746903524c.2836C>Tp.Arg946Trpp.R946WQ96SN8protein_codingdeleterious(0.02)benign(0.23)TCGA-A2-A0YI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificFemaraSD
CDK5RAP2SNVMissense_Mutationrs151280101c.1488C>Ap.Phe496Leup.F496LQ96SN8protein_codingtolerated(1)benign(0)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDK5RAP2SNVMissense_Mutationnovelc.4591N>Ap.Gln1531Lysp.Q1531KQ96SN8protein_codingtolerated(0.17)benign(0.007)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
CDK5RAP2SNVMissense_Mutationc.4539C>Ap.Ser1513Argp.S1513RQ96SN8protein_codingtolerated(0.19)benign(0.003)TCGA-A7-A4SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CDK5RAP2SNVMissense_Mutationnovelc.920N>Ap.Ala307Aspp.A307DQ96SN8protein_codingdeleterious(0.01)possibly_damaging(0.532)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
CDK5RAP2SNVMissense_Mutationc.1201A>Cp.Ile401Leup.I401LQ96SN8protein_codingtolerated(0.19)benign(0.006)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDK5RAP2SNVMissense_Mutationc.1894T>Gp.Tyr632Aspp.Y632DQ96SN8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
CDK5RAP2SNVMissense_Mutationnovelc.314N>Gp.Glu105Glyp.E105GQ96SN8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
CDK5RAP2SNVMissense_Mutationc.5248N>Ap.Glu1750Lysp.E1750KQ96SN8protein_codingtolerated(0.15)benign(0.033)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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