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: CERS5

Gene summary for CERS5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CERS5

Gene ID

91012

Gene nameceramide synthase 5
Gene AliasLASS5
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8N5B7


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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
91012CERS5LZE4THumanEsophagusESCC1.93e-071.01e-010.0811
91012CERS5LZE7THumanEsophagusESCC1.37e-092.80e-010.0667
91012CERS5LZE8THumanEsophagusESCC2.63e-036.16e-020.067
91012CERS5LZE20THumanEsophagusESCC3.80e-089.31e-020.0662
91012CERS5LZE21D1HumanEsophagusHGIN2.72e-031.57e-010.0632
91012CERS5LZE24THumanEsophagusESCC2.47e-122.46e-010.0596
91012CERS5LZE6THumanEsophagusESCC9.30e-031.17e-010.0845
91012CERS5P1T-EHumanEsophagusESCC2.00e-071.88e-010.0875
91012CERS5P2T-EHumanEsophagusESCC2.13e-336.36e-010.1177
91012CERS5P4T-EHumanEsophagusESCC4.48e-235.19e-010.1323
91012CERS5P5T-EHumanEsophagusESCC2.32e-061.89e-020.1327
91012CERS5P8T-EHumanEsophagusESCC1.88e-233.03e-010.0889
91012CERS5P9T-EHumanEsophagusESCC1.73e-105.05e-020.1131
91012CERS5P10T-EHumanEsophagusESCC1.69e-222.62e-010.116
91012CERS5P11T-EHumanEsophagusESCC1.16e-144.19e-010.1426
91012CERS5P12T-EHumanEsophagusESCC6.84e-202.54e-010.1122
91012CERS5P15T-EHumanEsophagusESCC6.64e-252.95e-010.1149
91012CERS5P16T-EHumanEsophagusESCC4.13e-264.39e-010.1153
91012CERS5P19T-EHumanEsophagusESCC3.53e-095.01e-010.1662
91012CERS5P20T-EHumanEsophagusESCC1.23e-223.71e-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
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:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:0046513EsophagusESCCceramide biosynthetic process40/855265/187237.25e-032.63e-0240
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:0006665LiverHCCsphingolipid metabolic process85/7958155/187231.27e-036.92e-0385
GO:0046467LiverHCCmembrane lipid biosynthetic process78/7958142/187231.85e-039.46e-0378
GO:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00066651Oral cavityOSCCsphingolipid metabolic process84/7305155/187238.64e-056.61e-0484
GO:00464672Oral cavityOSCCmembrane lipid biosynthetic process77/7305142/187231.63e-041.13e-0377
GO:0006672Oral cavityOSCCceramide metabolic process53/7305102/187235.28e-032.06e-0253
GO:0030148Oral cavityOSCCsphingolipid biosynthetic process53/7305103/187236.81e-032.53e-0253
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa040718LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa0407111LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
hsa006001LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa0407114Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
hsa006002Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0407115Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
hsa0060011Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0407141Oral cavityEOLPSphingolipid signaling pathway44/1218121/84651.19e-093.51e-082.07e-0844
hsa0407151Oral cavityEOLPSphingolipid signaling pathway44/1218121/84651.19e-093.51e-082.07e-0844
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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
CERS5TREGCervixADJALOX5AP,AC074032.1,FCER1G, etc.1.50e-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.
CERS5PLACervixN_HPVALOX5AP,AC074032.1,FCER1G, etc.1.27e-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.
CERS5TREGOral cavityADJAC074032.1,BZRAP1,VMO1, etc.4.06e-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.
CERS5TREGOral cavityHealthyAC074032.1,BZRAP1,VMO1, etc.5.92e-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.
CERS5CD8TEXOral cavityNEOLPAC074032.1,BZRAP1,VMO1, etc.1.03e-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.
∗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
CERS5SNVMissense_Mutationc.484N>Tp.Leu162Phep.L162FQ8N5B7protein_codingdeleterious(0)probably_damaging(0.927)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CERS5SNVMissense_Mutationc.1017N>Tp.Leu339Phep.L339FQ8N5B7protein_codingtolerated(0.15)benign(0.133)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CERS5insertionIn_Frame_Insnovelc.1031_1032insCACATGGGAGGCp.Val344_Ser345insThrTrpGluAlap.V344_S345insTWEAQ8N5B7protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CERS5insertionNonsense_Mutationnovelc.1030-1_1030insTAGCTCCAGCAATGGTGCCAATCGGGTGAATGp.Val344Terp.V344*Q8N5B7protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CERS5SNVMissense_Mutationc.895N>Ap.Glu299Lysp.E299KQ8N5B7protein_codingdeleterious(0.01)benign(0.159)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CERS5SNVMissense_Mutationnovelc.305N>Tp.Tyr102Phep.Y102FQ8N5B7protein_codingtolerated(0.32)benign(0.062)TCGA-AA-3678-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicCR
CERS5SNVMissense_Mutationnovelc.547C>Ap.Leu183Ilep.L183IQ8N5B7protein_codingdeleterious(0.05)benign(0.192)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CERS5SNVMissense_Mutationc.389G>Tp.Arg130Metp.R130MQ8N5B7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CERS5SNVMissense_Mutationc.224N>Ap.Cys75Tyrp.C75YQ8N5B7protein_codingtolerated(1)benign(0)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CERS5SNVMissense_Mutationrs373121500c.1045N>Tp.Arg349Cysp.R349CQ8N5B7protein_codingdeleterious(0)probably_damaging(0.951)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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