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: CDC5L

Gene summary for CDC5L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC5L

Gene ID

988

Gene namecell division cycle 5 like
Gene AliasCDC5
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q99459


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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
988CDC5LLZE2THumanEsophagusESCC6.08e-071.67e+000.082
988CDC5LLZE4THumanEsophagusESCC1.26e-112.58e-010.0811
988CDC5LLZE7THumanEsophagusESCC1.06e-035.42e-010.0667
988CDC5LLZE8THumanEsophagusESCC2.34e-061.91e-020.067
988CDC5LLZE20THumanEsophagusESCC1.61e-021.52e-010.0662
988CDC5LLZE24THumanEsophagusESCC1.39e-063.15e-010.0596
988CDC5LLZE21THumanEsophagusESCC8.73e-051.09e-010.0655
988CDC5LLZE6THumanEsophagusESCC1.16e-043.35e-010.0845
988CDC5LP1T-EHumanEsophagusESCC1.51e-106.88e-010.0875
988CDC5LP2T-EHumanEsophagusESCC7.70e-276.37e-010.1177
988CDC5LP4T-EHumanEsophagusESCC5.24e-289.95e-010.1323
988CDC5LP5T-EHumanEsophagusESCC2.68e-195.38e-010.1327
988CDC5LP8T-EHumanEsophagusESCC9.93e-304.46e-010.0889
988CDC5LP9T-EHumanEsophagusESCC1.56e-183.46e-010.1131
988CDC5LP10T-EHumanEsophagusESCC3.09e-245.52e-010.116
988CDC5LP11T-EHumanEsophagusESCC1.01e-127.26e-010.1426
988CDC5LP12T-EHumanEsophagusESCC3.30e-256.11e-010.1122
988CDC5LP15T-EHumanEsophagusESCC6.85e-113.00e-010.1149
988CDC5LP16T-EHumanEsophagusESCC7.20e-265.95e-010.1153
988CDC5LP17T-EHumanEsophagusESCC1.28e-115.67e-010.1278
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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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:00000775EsophagusESCCDNA damage checkpoint78/8552115/187231.27e-061.56e-0578
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:007137516EsophagusESCCcellular response to peptide hormone stimulus166/8552290/187234.48e-053.55e-04166
GO:199009017EsophagusESCCcellular response to nerve growth factor stimulus38/855253/187231.10e-047.69e-0438
GO:199008916EsophagusESCCresponse to nerve growth factor39/855256/187232.44e-041.51e-0339
GO:19016556EsophagusESCCcellular response to ketone59/855296/187231.32e-036.30e-0359
GO:00713755LiverNAFLDcellular response to peptide hormone stimulus65/1882290/187233.95e-109.62e-0865
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304010ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
hsa0304015ProstateBPHSpliceosome62/1718217/84651.99e-037.92e-034.90e-0362
hsa0304025ProstateTumorSpliceosome66/1791217/84657.53e-043.59e-032.23e-0366
hsa0304035ProstateTumorSpliceosome66/1791217/84657.53e-043.59e-032.23e-0366
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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
CDC5LILCColorectumADGPNMB,PRCP,LIPA, etc.6.07e-03The 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.
CDC5LTFHColorectumADGPNMB,PRCP,LIPA, etc.0.00e+00The 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.
CDC5LCD4TNColorectumADGPNMB,PRCP,LIPA, etc.0.00e+00The 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.
CDC5LBNColorectumADGPNMB,PRCP,LIPA, etc.0.00e+00The 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.
CDC5LCD4TNColorectumCRCGPNMB,PRCP,LIPA, etc.3.35e-02The 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.
CDC5LBNColorectumHealthyGPNMB,PRCP,LIPA, etc.1.88e-02The 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.
CDC5LCD4TNColorectumHealthyGPNMB,PRCP,LIPA, etc.2.19e-02The 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.
CDC5LTFHColorectumMSI-HGPNMB,PRCP,LIPA, etc.0.00e+00The 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.
CDC5LTH1ColorectumMSI-HGPNMB,PRCP,LIPA, etc.0.00e+00The 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.
CDC5LCD4TNColorectumMSI-HGPNMB,PRCP,LIPA, etc.0.00e+00The 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.
∗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
CDC5LSNVMissense_Mutationnovelc.2072N>Tp.Ser691Leup.S691LQ99459protein_codingdeleterious(0)possibly_damaging(0.577)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDC5LSNVMissense_Mutationc.703N>Gp.Leu235Valp.L235VQ99459protein_codingtolerated(0.55)benign(0.115)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CDC5LSNVMissense_Mutationc.703C>Gp.Leu235Valp.L235VQ99459protein_codingtolerated(0.55)benign(0.115)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CDC5LSNVMissense_Mutationrs202064406c.2249G>Ap.Arg750Hisp.R750HQ99459protein_codingtolerated(0.12)benign(0)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CDC5LSNVMissense_Mutationc.72G>Ap.Met24Ilep.M24IQ99459protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CDC5LSNVMissense_Mutationrs202064406c.2249N>Ap.Arg750Hisp.R750HQ99459protein_codingtolerated(0.12)benign(0)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDC5LSNVMissense_Mutationnovelc.43N>Cp.Glu15Glnp.E15QQ99459protein_codingdeleterious(0)probably_damaging(1)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
CDC5LSNVMissense_Mutationrs141102915c.1369N>Ap.Ala457Thrp.A457TQ99459protein_codingtolerated(0.61)benign(0.015)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDC5LSNVMissense_Mutationnovelc.395N>Tp.Pro132Leup.P132LQ99459protein_codingdeleterious(0)possibly_damaging(0.882)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDC5LdeletionFrame_Shift_Delnovelc.336delTp.Asn112LysfsTer17p.N112Kfs*17Q99459protein_codingTCGA-BI-A20A-01Cervixcervical & endocervical cancerFemale<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
988CDC5LDNA REPAIRgemcitabineGEMCITABINE22838950
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