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: SCCPDH

Gene summary for SCCPDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCCPDH

Gene ID

51097

Gene namesaccharopine dehydrogenase (putative)
Gene AliasCGI-49
Cytomap1q44
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8NBX0


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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
51097SCCPDHC04HumanOral cavityOSCC8.27e-064.74e-010.2633
51097SCCPDHC21HumanOral cavityOSCC1.64e-602.25e+000.2678
51097SCCPDHC30HumanOral cavityOSCC3.51e-178.04e-010.3055
51097SCCPDHC38HumanOral cavityOSCC1.42e-061.05e+000.172
51097SCCPDHC43HumanOral cavityOSCC1.56e-255.40e-010.1704
51097SCCPDHC46HumanOral cavityOSCC1.95e-063.64e-010.1673
51097SCCPDHC51HumanOral cavityOSCC3.96e-023.96e-010.2674
51097SCCPDHC08HumanOral cavityOSCC1.04e-317.08e-010.1919
51097SCCPDHC09HumanOral cavityOSCC1.01e-042.73e-010.1431
51097SCCPDHLN22HumanOral cavityOSCC5.15e-068.46e-010.1733
51097SCCPDHSYSMH1HumanOral cavityOSCC3.88e-021.27e-010.1127
51097SCCPDHSYSMH2HumanOral cavityOSCC9.62e-063.84e-010.2326
51097SCCPDHSYSMH3HumanOral cavityOSCC9.44e-031.51e-010.2442
51097SCCPDHSYSMH6HumanOral cavityOSCC6.96e-072.30e-010.1275
51097SCCPDHGSM5252128_BPH327PrGF_ViaHumanProstateBPH4.51e-031.48e-01-0.1688
51097SCCPDHGSM5252130_BPH340PrGF_ViaHumanProstateBPH6.08e-031.71e-01-0.1972
51097SCCPDHGSM5252133_BPH389PrSFHumanProstateBPH1.95e-025.34e-01-0.2027
51097SCCPDHGSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH2.31e-207.19e-01-0.1833
51097SCCPDHGSM5252137_BPH556PrGA2_FcolHumanProstateBPH7.06e-134.26e-01-0.23
51097SCCPDHDong_P1HumanProstateTumor3.90e-676.72e-010.035
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:0009247EsophagusESCCglycolipid biosynthetic process42/855268/187235.48e-032.05e-0242
GO:0006643LiverCirrhoticmembrane lipid metabolic process69/4634203/187231.89e-031.19e-0269
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:0046467LiverHCCmembrane lipid biosynthetic process78/7958142/187231.85e-039.46e-0378
GO:0006664LiverHCCglycolipid metabolic process57/7958100/187232.40e-031.17e-0257
GO:1903509LiverHCCliposaccharide metabolic process57/7958101/187233.25e-031.49e-0257
GO:00066432Oral cavityOSCCmembrane lipid metabolic process111/7305203/187234.02e-064.69e-05111
GO:00464672Oral cavityOSCCmembrane lipid biosynthetic process77/7305142/187231.63e-041.13e-0377
GO:00066641Oral cavityOSCCglycolipid metabolic process53/7305100/187233.09e-031.33e-0253
GO:19035091Oral cavityOSCCliposaccharide metabolic process53/7305101/187234.06e-031.66e-0253
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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
SCCPDHSNVMissense_Mutationc.1230N>Tp.Leu410Phep.L410FQ8NBX0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCCPDHSNVMissense_Mutationc.256G>Cp.Asp86Hisp.D86HQ8NBX0protein_codingtolerated(0.12)benign(0.213)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SCCPDHinsertionNonsense_Mutationnovelc.359_360insAGGAAGGGCTTCAGCTGATTTAAATTGGAAGTTCTTp.Cys120delinsTerp.C120delins*Q8NBX0protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
SCCPDHSNVMissense_Mutationc.467C>Ap.Ser156Tyrp.S156YQ8NBX0protein_codingdeleterious(0)probably_damaging(0.984)TCGA-EA-A439-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SCCPDHSNVMissense_Mutationc.931N>Cp.Lys311Glnp.K311QQ8NBX0protein_codingtolerated(0.06)benign(0.303)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
SCCPDHSNVMissense_Mutationc.4G>Ap.Ala2Thrp.A2TQ8NBX0protein_codingdeleterious(0.04)benign(0.017)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SCCPDHSNVMissense_Mutationnovelc.545N>Tp.Thr182Ilep.T182IQ8NBX0protein_codingdeleterious(0.02)possibly_damaging(0.882)TCGA-CM-5348-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SCCPDHSNVMissense_Mutationc.1148N>Cp.Met383Thrp.M383TQ8NBX0protein_codingtolerated(0.15)benign(0.079)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SCCPDHinsertionNonsense_Mutationnovelc.919_920insAAAGTTAGp.Leu308SerfsTer2p.L308Sfs*2Q8NBX0protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SCCPDHinsertionFrame_Shift_Insnovelc.1184_1184+1insGGGCGGGp.Val398GlyfsTer17p.V398Gfs*17Q8NBX0protein_codingTCGA-G4-6299-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
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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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