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: SAT2

Gene summary for SAT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAT2

Gene ID

112483

Gene namespermidine/spermine N1-acetyltransferase family member 2
Gene AliasSSAT-2
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0006576

UniProtAcc

Q502X4


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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
112483SAT2AEH-subject1HumanEndometriumAEH8.48e-04-2.29e-01-0.3059
112483SAT2AEH-subject2HumanEndometriumAEH5.12e-11-3.12e-01-0.2525
112483SAT2AEH-subject3HumanEndometriumAEH3.00e-12-3.15e-01-0.2576
112483SAT2AEH-subject4HumanEndometriumAEH1.85e-09-3.81e-01-0.2657
112483SAT2AEH-subject5HumanEndometriumAEH4.56e-18-4.18e-01-0.2953
112483SAT2EEC-subject1HumanEndometriumEEC2.25e-12-4.10e-01-0.2682
112483SAT2EEC-subject2HumanEndometriumEEC1.45e-10-3.04e-01-0.2607
112483SAT2EEC-subject3HumanEndometriumEEC3.37e-37-5.24e-01-0.2525
112483SAT2EEC-subject4HumanEndometriumEEC5.49e-05-2.06e-01-0.2571
112483SAT2EEC-subject5HumanEndometriumEEC4.15e-02-1.41e-01-0.249
112483SAT2GSM5276934HumanEndometriumEEC1.23e-08-3.15e-01-0.0913
112483SAT2GSM5276937HumanEndometriumEEC1.19e-04-2.60e-01-0.0897
112483SAT2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.03e-37-5.45e-01-0.1869
112483SAT2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.29e-31-4.46e-01-0.1875
112483SAT2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.90e-36-5.60e-01-0.1883
112483SAT2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.58e-31-3.79e-01-0.1934
112483SAT2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.06e-52-5.33e-01-0.1917
112483SAT2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.90e-50-5.08e-01-0.1916
112483SAT2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.85e-08-1.84e-01-0.1269
112483SAT2LZE3DHumanEsophagusHGIN3.77e-037.56e-010.0668
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:00065952EndometriumEECpolyamine metabolic process7/216818/187232.76e-031.97e-027
GO:0006595LiverCirrhoticpolyamine metabolic process12/463418/187232.07e-041.90e-0312
GO:0044106LiverCirrhoticcellular amine metabolic process43/4634113/187231.15e-037.83e-0343
GO:0006576LiverCirrhoticcellular biogenic amine metabolic process38/4634101/187232.72e-031.59e-0238
GO:0009308LiverCirrhoticamine metabolic process43/4634118/187233.03e-031.72e-0243
GO:00065951LiverHCCpolyamine metabolic process14/795818/187232.57e-031.23e-0214
GO:00065954Oral cavityOSCCpolyamine metabolic process13/730518/187234.45e-031.79e-0213
GO:000659512Oral cavityLPpolyamine metabolic process13/462318/187232.94e-054.58e-0413
GO:00065953ProstateBPHpolyamine metabolic process10/310718/187231.87e-041.55e-0310
GO:000659511ProstateTumorpolyamine metabolic process11/324618/187234.01e-054.60e-0411
GO:00065761ProstateTumorcellular biogenic amine metabolic process27/3246101/187231.18e-024.81e-0227
GO:000659513SkincSCCpolyamine metabolic process11/486418/187231.74e-031.06e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421616EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421617EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421625EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421635EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421628EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa04216111EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0421621LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa003308LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0421631LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa0033011LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0421641LiverHCCFerroptosis33/402041/84651.42e-059.88e-055.50e-0533
hsa0033021LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
hsa0421651LiverHCCFerroptosis33/402041/84651.42e-059.88e-055.50e-0533
hsa0033031LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
hsa0421620Oral cavityOSCCFerroptosis29/370441/84654.26e-041.30e-036.60e-0429
hsa0033010Oral cavityOSCCArginine and proline metabolism30/370450/84651.50e-023.26e-021.66e-0230
hsa04216110Oral cavityOSCCFerroptosis29/370441/84654.26e-041.30e-036.60e-0429
hsa0033013Oral cavityOSCCArginine and proline metabolism30/370450/84651.50e-023.26e-021.66e-0230
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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
SAT2SNVMissense_Mutationc.55N>Tp.Arg19Trpp.R19WQ96F10protein_codingdeleterious(0)probably_damaging(0.981)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
SAT2SNVMissense_Mutationrs781342459c.260G>Ap.Arg87Hisp.R87HQ96F10protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SAT2SNVMissense_Mutationrs777816800c.385N>Ap.Val129Ilep.V129IQ96F10protein_codingdeleterious(0.04)possibly_damaging(0.749)TCGA-AG-3999-01Colorectumrectum adenocarcinomaFemale<65III/IVUnspecificPD
SAT2SNVMissense_Mutationnovelc.81N>Ap.Phe27Leup.F27LQ96F10protein_codingdeleterious(0.01)benign(0.021)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
SAT2SNVMissense_Mutationc.364N>Cp.Cys122Argp.C122RQ96F10protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
SAT2SNVMissense_Mutationc.237C>Ap.Phe79Leup.F79LQ96F10protein_codingdeleterious(0.04)benign(0.02)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SAT2SNVMissense_Mutationnovelc.105N>Tp.Lys35Asnp.K35NQ96F10protein_codingdeleterious(0.01)possibly_damaging(0.608)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
SAT2SNVMissense_Mutationnovelc.127N>Ap.Ala43Thrp.A43TQ96F10protein_codingtolerated(0.54)benign(0.001)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SAT2SNVMissense_Mutationnovelc.63N>Gp.Ile21Metp.I21MQ96F10protein_codingdeleterious(0.03)benign(0.255)TCGA-34-8454-01Lunglung squamous cell carcinomaFemale<65III/IVChemotherapycisplatinSD
SAT2SNVMissense_Mutationnovelc.486N>Cp.Glu162Aspp.E162DQ96F10protein_codingtolerated(0.12)benign(0.003)TCGA-CV-A461-01Oral cavityhead & neck squamous cell carcinomaMale>=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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