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: CERS3

Gene summary for CERS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CERS3

Gene ID

204219

Gene nameceramide synthase 3
Gene AliasARCI9
Cytomap15q26.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8IU89


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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
204219CERS3CCI_1HumanCervixCC2.84e-129.68e-010.528
204219CERS3CCI_2HumanCervixCC7.76e-055.69e-010.5249
204219CERS3TumorHumanCervixCC8.19e-032.02e-010.1241
204219CERS3sample3HumanCervixCC2.45e-082.39e-010.1387
204219CERS3T3HumanCervixCC6.69e-052.66e-010.1389
204219CERS3LZE2THumanEsophagusESCC4.79e-034.54e-010.082
204219CERS3LZE4THumanEsophagusESCC3.77e-123.15e-010.0811
204219CERS3LZE20THumanEsophagusESCC1.51e-021.94e-010.0662
204219CERS3LZE21THumanEsophagusESCC1.43e-021.69e-010.0655
204219CERS3P1T-EHumanEsophagusESCC3.66e-044.62e-010.0875
204219CERS3P2T-EHumanEsophagusESCC1.02e-041.72e-010.1177
204219CERS3P4T-EHumanEsophagusESCC7.41e-328.61e-010.1323
204219CERS3P5T-EHumanEsophagusESCC7.31e-133.69e-010.1327
204219CERS3P9T-EHumanEsophagusESCC4.00e-164.79e-010.1131
204219CERS3P10T-EHumanEsophagusESCC1.95e-184.21e-010.116
204219CERS3P11T-EHumanEsophagusESCC9.93e-042.81e-010.1426
204219CERS3P12T-EHumanEsophagusESCC7.76e-408.79e-010.1122
204219CERS3P15T-EHumanEsophagusESCC3.33e-275.50e-010.1149
204219CERS3P16T-EHumanEsophagusESCC2.49e-204.73e-010.1153
204219CERS3P20T-EHumanEsophagusESCC4.42e-307.56e-010.1124
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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
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
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
∗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:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00302167EsophagusESCCkeratinocyte differentiation86/8552139/187238.53e-056.19e-0486
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:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:00302166Oral cavityOSCCkeratinocyte differentiation81/7305139/187233.16e-063.81e-0581
GO:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00099139Oral cavityOSCCepidermal cell differentiation109/7305202/187231.08e-051.14e-04109
GO:00066651Oral cavityOSCCsphingolipid metabolic process84/7305155/187238.64e-056.61e-0484
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0407110CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa0407113CervixCCSphingolipid signaling pathway35/1267121/84655.70e-053.93e-042.32e-0435
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
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
hsa0407122Oral cavityLPSphingolipid signaling pathway48/2418121/84655.30e-032.15e-021.39e-0248
hsa0407132Oral cavityLPSphingolipid signaling pathway48/2418121/84655.30e-032.15e-021.39e-0248
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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
CERS3SNVMissense_Mutationrs138661052c.326N>Tp.Thr109Metp.T109MQ8IU89protein_codingdeleterious(0)probably_damaging(0.978)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CERS3SNVMissense_Mutationnovelc.996N>Ap.Met332Ilep.M332IQ8IU89protein_codingtolerated(0.21)benign(0.003)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CERS3SNVMissense_Mutationc.1088N>Gp.Asp363Glyp.D363GQ8IU89protein_codingtolerated(0.37)benign(0.102)TCGA-FU-A770-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CERS3SNVMissense_Mutationc.19N>Cp.Glu7Glnp.E7QQ8IU89protein_codingtolerated(0.13)benign(0.058)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CERS3SNVMissense_Mutationc.988A>Gp.Ile330Valp.I330VQ8IU89protein_codingtolerated(0.27)benign(0.003)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CERS3SNVMissense_Mutationrs138661052c.326N>Tp.Thr109Metp.T109MQ8IU89protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CERS3SNVMissense_Mutationc.323T>Cp.Leu108Serp.L108SQ8IU89protein_codingtolerated(0.08)benign(0.265)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CERS3SNVMissense_Mutationc.877N>Cp.Tyr293Hisp.Y293HQ8IU89protein_codingtolerated(0.63)benign(0.003)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CERS3SNVMissense_Mutationrs752230253c.686G>Ap.Arg229Hisp.R229HQ8IU89protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CERS3SNVMissense_Mutationc.736G>Ap.Glu246Lysp.E246KQ8IU89protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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