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: SGTB

Gene summary for SGTB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SGTB

Gene ID

54557

Gene namesmall glutamine rich tetratricopeptide repeat co-chaperone beta
Gene AliasSGT2
Cytomap5q12.3
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q96EQ0


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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
54557SGTBLZE4THumanEsophagusESCC4.64e-031.51e-010.0811
54557SGTBLZE24THumanEsophagusESCC1.96e-031.49e-010.0596
54557SGTBLZE6THumanEsophagusESCC4.77e-031.98e-010.0845
54557SGTBP2T-EHumanEsophagusESCC3.26e-081.51e-010.1177
54557SGTBP4T-EHumanEsophagusESCC2.57e-061.88e-010.1323
54557SGTBP9T-EHumanEsophagusESCC5.36e-092.00e-010.1131
54557SGTBP12T-EHumanEsophagusESCC4.38e-051.85e-010.1122
54557SGTBP15T-EHumanEsophagusESCC1.96e-041.13e-010.1149
54557SGTBP16T-EHumanEsophagusESCC2.46e-068.59e-020.1153
54557SGTBP20T-EHumanEsophagusESCC6.33e-071.25e-010.1124
54557SGTBP21T-EHumanEsophagusESCC8.49e-061.61e-010.1617
54557SGTBP22T-EHumanEsophagusESCC1.72e-031.31e-010.1236
54557SGTBP24T-EHumanEsophagusESCC8.03e-048.07e-020.1287
54557SGTBP26T-EHumanEsophagusESCC1.38e-062.22e-010.1276
54557SGTBP27T-EHumanEsophagusESCC6.77e-051.33e-010.1055
54557SGTBP28T-EHumanEsophagusESCC1.33e-021.14e-010.1149
54557SGTBP30T-EHumanEsophagusESCC8.76e-062.46e-010.137
54557SGTBP31T-EHumanEsophagusESCC2.83e-036.66e-020.1251
54557SGTBP32T-EHumanEsophagusESCC4.96e-102.51e-010.1666
54557SGTBP36T-EHumanEsophagusESCC2.70e-021.47e-010.1187
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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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:007097218EsophagusESCCprotein localization to endoplasmic reticulum52/855274/187231.58e-051.42e-0452
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:19033324EsophagusESCCregulation of protein folding12/855212/187238.21e-056.01e-0412
GO:000662019EsophagusESCCposttranslational protein targeting to endoplasmic reticulum membrane11/855212/187231.26e-036.06e-0311
GO:007259915EsophagusESCCestablishment of protein localization to endoplasmic reticulum31/855246/187232.42e-031.06e-0231
GO:004504715EsophagusESCCprotein targeting to ER28/855242/187234.90e-031.89e-0228
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
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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
SGTBSNVMissense_Mutationrs756660344c.55N>Gp.Ser19Glyp.S19GQ96EQ0protein_codingdeleterious(0)benign(0.01)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SGTBinsertionNonsense_Mutationnovelc.830_831insAAGTTTTTAp.Gln277_Gln278insSerPheTerp.Q277_Q278insSF*Q96EQ0protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SGTBinsertionNonsense_Mutationnovelc.828_829insTTTGTTGGTAAGCTCTTTAGCTCCAATTTCCCTTAAGp.Gln277PhefsTer12p.Q277Ffs*12Q96EQ0protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SGTBSNVMissense_Mutationrs148762174c.38G>Ap.Arg13Hisp.R13HQ96EQ0protein_codingtolerated(0.07)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SGTBSNVMissense_Mutationc.572N>Tp.Ser191Leup.S191LQ96EQ0protein_codingdeleterious(0)benign(0.093)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SGTBSNVMissense_Mutationnovelc.256N>Ap.Asp86Asnp.D86NQ96EQ0protein_codingtolerated(0.09)benign(0.01)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SGTBSNVMissense_Mutationnovelc.461N>Gp.Lys154Argp.K154RQ96EQ0protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SGTBSNVMissense_Mutationc.54N>Cp.Gln18Hisp.Q18HQ96EQ0protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SGTBSNVMissense_Mutationc.874C>Tp.Arg292Trpp.R292WQ96EQ0protein_codingdeleterious(0)probably_damaging(0.949)TCGA-CM-5860-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinSD
SGTBSNVMissense_Mutationnovelc.409G>Tp.Asp137Tyrp.D137YQ96EQ0protein_codingtolerated(0.17)benign(0.436)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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