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: SCD

Gene summary for SCD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCD

Gene ID

6319

Gene namestearoyl-CoA desaturase
Gene AliasFADS5
Cytomap10q24.31
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

O00767


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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
6319SCDGSM4909281HumanBreastIDC3.45e-144.26e-010.21
6319SCDGSM4909282HumanBreastIDC4.70e-072.95e-01-0.0288
6319SCDGSM4909290HumanBreastIDC9.97e-601.21e+000.2096
6319SCDGSM4909291HumanBreastIDC6.68e-156.06e-010.1753
6319SCDGSM4909296HumanBreastIDC3.21e-032.18e-010.1524
6319SCDGSM4909301HumanBreastIDC1.04e-154.60e-010.1577
6319SCDGSM4909302HumanBreastIDC8.03e-073.75e-010.1545
6319SCDGSM4909304HumanBreastIDC6.68e-1011.36e+000.1636
6319SCDGSM4909306HumanBreastIDC1.01e-062.58e-010.1564
6319SCDGSM4909307HumanBreastIDC4.44e-042.22e-010.1569
6319SCDGSM4909311HumanBreastIDC5.48e-041.87e-010.1534
6319SCDGSM4909312HumanBreastIDC1.19e-135.36e-010.1552
6319SCDGSM4909315HumanBreastIDC3.05e-113.81e-010.21
6319SCDGSM4909317HumanBreastIDC4.74e-216.29e-010.1355
6319SCDGSM4909319HumanBreastIDC2.48e-092.07e-010.1563
6319SCDGSM4909320HumanBreastIDC2.02e-034.47e-010.1575
6319SCDGSM4909321HumanBreastIDC3.07e-063.15e-010.1559
6319SCDbrca2HumanBreastPrecancer9.27e-184.27e-01-0.024
6319SCDM1HumanBreastIDC2.41e-186.19e-010.1577
6319SCDM2HumanBreastIDC3.21e-076.87e-010.21
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00723304BreastPrecancermonocarboxylic acid biosynthetic process24/1080214/187231.41e-031.48e-0224
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:00066335BreastPrecancerfatty acid biosynthetic process19/1080163/187232.74e-032.42e-0219
GO:007233012BreastIDCmonocarboxylic acid biosynthetic process29/1434214/187231.91e-031.83e-0229
GO:001605313BreastIDCorganic acid biosynthetic process39/1434316/187232.13e-031.99e-0239
GO:000663312BreastIDCfatty acid biosynthetic process23/1434163/187233.21e-032.70e-0223
GO:004639413BreastIDCcarboxylic acid biosynthetic process38/1434314/187233.39e-032.83e-0238
GO:001605322BreastDCISorganic acid biosynthetic process38/1390316/187232.22e-032.04e-0238
GO:007233022BreastDCISmonocarboxylic acid biosynthetic process28/1390214/187232.43e-032.18e-0228
GO:004639422BreastDCIScarboxylic acid biosynthetic process37/1390314/187233.56e-032.92e-0237
GO:000663322BreastDCISfatty acid biosynthetic process22/1390163/187234.62e-033.52e-0222
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0120162ColorectumADpositive regulation of cold-induced thermogenesis32/391897/187233.74e-032.63e-0232
GO:0106106ColorectumADcold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:0120161ColorectumADregulation of cold-induced thermogenesis43/3918144/187237.05e-034.31e-0243
GO:1990845ColorectumADadaptive thermogenesis46/3918157/187237.97e-034.73e-0246
GO:00066312ColorectumMSSfatty acid metabolic process95/3467390/187232.20e-031.84e-0295
GO:0070542ColorectumMSSresponse to fatty acid21/346764/187234.39e-033.11e-0221
GO:0046394ColorectumMSScarboxylic acid biosynthetic process76/3467314/187236.71e-034.38e-0276
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa041523ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa01212ColorectumCRCFatty acid metabolism14/109157/84651.17e-024.99e-023.38e-0214
hsa012121ColorectumCRCFatty acid metabolism14/109157/84651.17e-024.99e-023.38e-0214
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa033206LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa012126LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
hsa0332011LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa0121211LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
hsa012122LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa04936LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa0415221LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0332021LiverCirrhoticPPAR signaling pathway32/253075/84651.24e-023.92e-022.42e-0232
hsa01040LiverCirrhoticBiosynthesis of unsaturated fatty acids14/253027/84651.36e-024.25e-022.62e-0214
hsa012123LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
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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
SCDSNVMissense_Mutationnovelc.926C>Gp.Ser309Cysp.S309CO00767protein_codingdeleterious(0)probably_damaging(0.918)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SCDSNVMissense_Mutationc.309N>Cp.Trp103Cysp.W103CO00767protein_codingdeleterious(0.01)probably_damaging(0.951)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SCDSNVMissense_Mutationnovelc.782C>Ap.Thr261Asnp.T261NO00767protein_codingdeleterious(0)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCDSNVMissense_Mutationrs200630764c.985G>Ap.Ala329Thrp.A329TO00767protein_codingtolerated(0.39)benign(0.018)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SCDSNVMissense_Mutationc.807N>Ap.His269Glnp.H269QO00767protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
SCDSNVMissense_Mutationrs200146571c.65N>Gp.Ala22Glyp.A22GO00767protein_codingtolerated(0.14)benign(0.31)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SCDSNVMissense_Mutationc.563N>Ap.Arg188Hisp.R188HO00767protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SCDSNVMissense_Mutationc.719N>Gp.Glu240Glyp.E240GO00767protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6926-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilSD
SCDSNVMissense_Mutationc.954C>Gp.Asn318Lysp.N318KO00767protein_codingdeleterious(0)probably_damaging(0.931)TCGA-QL-A97D-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SCDSNVMissense_Mutationnovelc.557N>Cp.Leu186Prop.L186PO00767protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
6319SCDDRUGGABLE GENOME, ENZYMECOLCHICINECOLCHICINE6148915
6319SCDDRUGGABLE GENOME, ENZYMEMK-8245MK-8245
6319SCDDRUGGABLE GENOME, ENZYMECLOFIBRATECLOFIBRATE11162472
6319SCDDRUGGABLE GENOME, ENZYMEROSIGLITAZONEROSIGLITAZONE15855323
6319SCDDRUGGABLE GENOME, ENZYMEAramcholARAMCHOL
6319SCDDRUGGABLE GENOME, ENZYMEIsoxyl
6319SCDDRUGGABLE GENOME, ENZYMEVITAMIN A12538081
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