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: CKAP5

Gene summary for CKAP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CKAP5

Gene ID

9793

Gene namecytoskeleton associated protein 5
Gene AliasCHTOG
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q14008


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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
9793CKAP5LZE2THumanEsophagusESCC5.05e-048.41e-010.082
9793CKAP5LZE4THumanEsophagusESCC2.12e-133.88e-010.0811
9793CKAP5LZE5THumanEsophagusESCC1.76e-033.10e-010.0514
9793CKAP5LZE7THumanEsophagusESCC3.52e-176.46e-010.0667
9793CKAP5LZE8THumanEsophagusESCC1.40e-102.54e-010.067
9793CKAP5LZE24THumanEsophagusESCC1.39e-123.74e-010.0596
9793CKAP5LZE6THumanEsophagusESCC3.95e-033.44e-010.0845
9793CKAP5P1T-EHumanEsophagusESCC4.90e-042.25e-010.0875
9793CKAP5P2T-EHumanEsophagusESCC1.92e-345.98e-010.1177
9793CKAP5P4T-EHumanEsophagusESCC5.96e-124.55e-010.1323
9793CKAP5P5T-EHumanEsophagusESCC3.43e-132.53e-010.1327
9793CKAP5P8T-EHumanEsophagusESCC1.57e-183.56e-010.0889
9793CKAP5P9T-EHumanEsophagusESCC4.56e-163.21e-010.1131
9793CKAP5P10T-EHumanEsophagusESCC5.25e-193.65e-010.116
9793CKAP5P11T-EHumanEsophagusESCC1.70e-053.75e-010.1426
9793CKAP5P12T-EHumanEsophagusESCC2.00e-153.26e-010.1122
9793CKAP5P15T-EHumanEsophagusESCC2.72e-124.51e-010.1149
9793CKAP5P16T-EHumanEsophagusESCC6.18e-233.50e-010.1153
9793CKAP5P17T-EHumanEsophagusESCC5.37e-115.93e-010.1278
9793CKAP5P20T-EHumanEsophagusESCC4.60e-174.11e-010.1124
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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
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:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0043624ColorectumADcellular protein complex disassembly45/3918136/187236.24e-046.48e-0345
GO:0051261ColorectumADprotein depolymerization39/3918114/187236.74e-046.91e-0339
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
GO:00329841ColorectumSERprotein-containing complex disassembly61/2897224/187234.17e-061.60e-0461
GO:00436241ColorectumSERcellular protein complex disassembly37/2897136/187233.08e-045.00e-0337
GO:00512611ColorectumSERprotein depolymerization31/2897114/187239.18e-041.11e-0231
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00329842ColorectumMSSprotein-containing complex disassembly69/3467224/187235.61e-061.50e-0469
GO:00329843ColorectumMSI-Hprotein-containing complex disassembly28/1319224/187232.24e-033.01e-0228
GO:00224113ColorectumMSI-Hcellular component disassembly47/1319443/187233.26e-033.99e-0247
GO:00224114ColorectumFAPcellular component disassembly97/2622443/187233.44e-061.23e-0497
GO:00329844ColorectumFAPprotein-containing complex disassembly54/2622224/187233.37e-057.48e-0454
GO:00512612ColorectumFAPprotein depolymerization26/2622114/187237.36e-034.40e-0226
GO:00329845ColorectumCRCprotein-containing complex disassembly46/2078224/187232.61e-057.18e-0446
GO:00224115ColorectumCRCcellular component disassembly75/2078443/187231.26e-042.42e-0375
GO:00512613ColorectumCRCprotein depolymerization22/2078114/187236.73e-034.77e-0222
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
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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
CKAP5SNVMissense_Mutationc.3470N>Gp.Ser1157Cysp.S1157CQ14008protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CKAP5SNVMissense_Mutationnovelc.4878G>Cp.Gln1626Hisp.Q1626HQ14008protein_codingtolerated(0.07)possibly_damaging(0.556)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
CKAP5SNVMissense_Mutationc.5440G>Ap.Glu1814Lysp.E1814KQ14008protein_codingtolerated(0.19)probably_damaging(0.98)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CKAP5SNVMissense_Mutationc.5491G>Ap.Asp1831Asnp.D1831NQ14008protein_codingtolerated(0.06)probably_damaging(0.989)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
CKAP5SNVMissense_Mutationnovelc.1116N>Tp.Glu372Aspp.E372DQ14008protein_codingtolerated(0.05)probably_damaging(0.971)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CKAP5SNVMissense_Mutationc.5737C>Gp.Pro1913Alap.P1913AQ14008protein_codingtolerated(0.64)benign(0.015)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CKAP5SNVMissense_Mutationc.5000N>Tp.Ser1667Phep.S1667FQ14008protein_codingdeleterious(0.04)possibly_damaging(0.603)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
CKAP5SNVMissense_Mutationnovelc.2166N>Ap.Met722Ilep.M722IQ14008protein_codingtolerated(0.17)benign(0)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CKAP5SNVMissense_Mutationc.4459N>Tp.Asp1487Tyrp.D1487YQ14008protein_codingdeleterious(0)probably_damaging(0.995)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CKAP5SNVMissense_Mutationc.42N>Cp.Gln14Hisp.Q14HQ14008protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
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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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