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: SPTSSA

Gene summary for SPTSSA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPTSSA

Gene ID

171546

Gene nameserine palmitoyltransferase small subunit A
Gene AliasC14orf147
Cytomap14q13.1
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q969W0


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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
171546SPTSSAGSM4909281HumanBreastIDC2.71e-022.46e-010.21
171546SPTSSAGSM4909282HumanBreastIDC8.93e-031.92e-01-0.0288
171546SPTSSAGSM4909285HumanBreastIDC1.67e-04-1.40e-010.21
171546SPTSSAGSM4909286HumanBreastIDC6.08e-14-4.07e-010.1081
171546SPTSSAGSM4909287HumanBreastIDC1.32e-04-4.33e-010.2057
171546SPTSSAGSM4909290HumanBreastIDC1.56e-094.46e-010.2096
171546SPTSSAGSM4909293HumanBreastIDC1.21e-05-2.79e-010.1581
171546SPTSSAGSM4909296HumanBreastIDC9.27e-07-3.33e-010.1524
171546SPTSSAGSM4909297HumanBreastIDC2.18e-09-2.51e-010.1517
171546SPTSSAGSM4909298HumanBreastIDC1.63e-05-2.18e-010.1551
171546SPTSSAGSM4909301HumanBreastIDC1.46e-26-6.79e-010.1577
171546SPTSSAGSM4909304HumanBreastIDC3.62e-02-2.50e-010.1636
171546SPTSSAGSM4909308HumanBreastIDC1.41e-082.79e-010.158
171546SPTSSAGSM4909311HumanBreastIDC1.05e-31-6.55e-010.1534
171546SPTSSAGSM4909312HumanBreastIDC5.23e-21-5.22e-010.1552
171546SPTSSAGSM4909318HumanBreastIDC3.41e-03-6.43e-010.2031
171546SPTSSAGSM4909319HumanBreastIDC4.06e-29-5.18e-010.1563
171546SPTSSAGSM4909320HumanBreastIDC6.19e-11-6.78e-010.1575
171546SPTSSAGSM4909321HumanBreastIDC8.25e-11-3.50e-010.1559
171546SPTSSAbrca2HumanBreastPrecancer1.96e-104.27e-01-0.024
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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
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: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:0006643LiverCirrhoticmembrane lipid metabolic process69/4634203/187231.89e-031.19e-0269
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
GO:000664311Oral cavityLPmembrane lipid metabolic process69/4623203/187231.77e-031.34e-0269
GO:00464671Oral cavityLPmembrane lipid biosynthetic process49/4623142/187235.44e-033.31e-0249
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa040711ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa040712ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
hsa040713ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa040718LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
hsa0407111LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
hsa0407114Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
hsa0407115Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
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
SPTSSASNVMissense_Mutationc.142N>Ap.Ala48Thrp.A48TQ969W0protein_codingtolerated(0.31)probably_damaging(0.946)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
SPTSSASNVMissense_Mutationc.46T>Cp.Phe16Leup.F16LQ969W0protein_codingtolerated(1)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SPTSSASNVMissense_Mutationc.187A>Gp.Ile63Valp.I63VQ969W0protein_codingtolerated(0.65)probably_damaging(0.956)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SPTSSASNVMissense_Mutationnovelc.39N>Ap.Met13Ilep.M13IQ969W0protein_codingtolerated(0.39)benign(0)TCGA-G3-A3CG-01Liverliver hepatocellular carcinomaMale>=65I/IITargeted Molecular therapysorafenibSD
SPTSSASNVMissense_Mutationc.180C>Gp.Ile60Metp.I60MQ969W0protein_codingdeleterious(0.01)probably_damaging(0.913)TCGA-50-5946-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownPD
SPTSSASNVMissense_Mutationc.118N>Cp.Met40Leup.M40LQ969W0protein_codingtolerated(0.43)benign(0)TCGA-86-8073-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
SPTSSASNVMissense_Mutationc.41N>Gp.Ser14Cysp.S14CQ969W0protein_codingtolerated(0.1)probably_damaging(0.996)TCGA-DJ-A2Q1-01Thyroidthyroid carcinomaFemale<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
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