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: SOGA1

Gene summary for SOGA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOGA1

Gene ID

140710

Gene namesuppressor of glucose, autophagy associated 1
Gene AliasC20orf117
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

O94964


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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
140710SOGA1LZE4THumanEsophagusESCC1.32e-031.11e-010.0811
140710SOGA1LZE7THumanEsophagusESCC9.34e-032.77e-010.0667
140710SOGA1LZE24THumanEsophagusESCC2.86e-072.51e-010.0596
140710SOGA1P1T-EHumanEsophagusESCC3.67e-052.73e-010.0875
140710SOGA1P2T-EHumanEsophagusESCC4.80e-132.90e-010.1177
140710SOGA1P4T-EHumanEsophagusESCC3.42e-051.69e-010.1323
140710SOGA1P5T-EHumanEsophagusESCC6.63e-037.30e-020.1327
140710SOGA1P8T-EHumanEsophagusESCC2.96e-111.94e-010.0889
140710SOGA1P9T-EHumanEsophagusESCC4.99e-102.19e-010.1131
140710SOGA1P10T-EHumanEsophagusESCC7.56e-153.65e-010.116
140710SOGA1P11T-EHumanEsophagusESCC2.95e-062.25e-010.1426
140710SOGA1P12T-EHumanEsophagusESCC7.24e-143.28e-010.1122
140710SOGA1P15T-EHumanEsophagusESCC6.10e-204.31e-010.1149
140710SOGA1P16T-EHumanEsophagusESCC1.55e-092.29e-010.1153
140710SOGA1P20T-EHumanEsophagusESCC1.34e-142.73e-010.1124
140710SOGA1P21T-EHumanEsophagusESCC7.24e-193.58e-010.1617
140710SOGA1P22T-EHumanEsophagusESCC1.12e-092.24e-010.1236
140710SOGA1P23T-EHumanEsophagusESCC2.53e-031.30e-010.108
140710SOGA1P26T-EHumanEsophagusESCC4.61e-162.85e-010.1276
140710SOGA1P27T-EHumanEsophagusESCC8.44e-112.07e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:007137516EsophagusESCCcellular response to peptide hormone stimulus166/8552290/187234.48e-053.55e-04166
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00160514EsophagusESCCcarbohydrate biosynthetic process117/8552202/187232.96e-041.79e-03117
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:00463643EsophagusESCCmonosaccharide biosynthetic process52/855282/187239.03e-044.61e-0352
GO:00109065EsophagusESCCregulation of glucose metabolic process71/8552119/187231.46e-036.92e-0371
GO:00193193EsophagusESCChexose biosynthetic process49/855278/187231.69e-037.81e-0349
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:00106755EsophagusESCCregulation of cellular carbohydrate metabolic process83/8552146/187234.24e-031.69e-0283
GO:00060943EsophagusESCCgluconeogenesis46/855275/187234.54e-031.78e-0246
GO:00082869EsophagusESCCinsulin receptor signaling pathway66/8552116/187239.76e-033.37e-0266
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
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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
SOGA1SNVMissense_Mutationnovelc.4244N>Ap.Arg1415Hisp.R1415HO94964protein_codingdeleterious(0)probably_damaging(0.998)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SOGA1SNVMissense_Mutationnovelc.4943C>Gp.Ser1648Cysp.S1648CO94964protein_codingtolerated(0.11)benign(0.049)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SOGA1SNVMissense_Mutationc.2147G>Tp.Arg716Leup.R716LO94964protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
SOGA1SNVMissense_Mutationrs868537647c.1853N>Tp.Thr618Metp.T618MO94964protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOGA1SNVMissense_Mutationnovelc.3782N>Ap.Arg1261Hisp.R1261HO94964protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOGA1SNVMissense_Mutationc.1619N>Gp.Leu540Argp.L540RO94964protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SOGA1SNVMissense_Mutationc.4838N>Tp.Ala1613Valp.A1613VO94964protein_codingtolerated(0.39)benign(0.129)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SOGA1SNVMissense_Mutationrs759599530c.983N>Gp.Glu328Glyp.E328GO94964protein_codingdeleterious(0)probably_damaging(0.983)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SOGA1SNVMissense_Mutationrs757364245c.691N>Ap.Glu231Lysp.E231KO94964protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOGA1SNVMissense_Mutationnovelc.3194N>Gp.Tyr1065Cysp.Y1065CO94964protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A56Z-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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