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: SUGT1

Gene summary for SUGT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUGT1

Gene ID

10910

Gene nameSGT1 homolog, MIS12 kinetochore complex assembly cochaperone
Gene AliasSGT1
Cytomap13q14.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A8K7W3


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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
10910SUGT1LZE3DHumanEsophagusHGIN4.05e-033.89e-010.0668
10910SUGT1LZE4THumanEsophagusESCC1.28e-144.78e-010.0811
10910SUGT1LZE5THumanEsophagusESCC1.15e-034.99e-010.0514
10910SUGT1LZE7THumanEsophagusESCC8.14e-082.19e-010.0667
10910SUGT1LZE8THumanEsophagusESCC1.19e-113.81e-010.067
10910SUGT1LZE20THumanEsophagusESCC1.04e-021.75e-010.0662
10910SUGT1LZE22D1HumanEsophagusHGIN5.20e-041.30e-010.0595
10910SUGT1LZE22THumanEsophagusESCC6.34e-086.78e-010.068
10910SUGT1LZE24THumanEsophagusESCC1.32e-153.76e-010.0596
10910SUGT1LZE6THumanEsophagusESCC1.21e-082.55e-010.0845
10910SUGT1P1T-EHumanEsophagusESCC6.72e-126.05e-010.0875
10910SUGT1P2T-EHumanEsophagusESCC8.57e-397.57e-010.1177
10910SUGT1P4T-EHumanEsophagusESCC1.14e-491.17e+000.1323
10910SUGT1P5T-EHumanEsophagusESCC1.43e-214.65e-010.1327
10910SUGT1P8T-EHumanEsophagusESCC2.91e-529.74e-010.0889
10910SUGT1P9T-EHumanEsophagusESCC5.14e-357.47e-010.1131
10910SUGT1P10T-EHumanEsophagusESCC4.91e-711.22e+000.116
10910SUGT1P11T-EHumanEsophagusESCC4.90e-145.61e-010.1426
10910SUGT1P12T-EHumanEsophagusESCC1.32e-387.62e-010.1122
10910SUGT1P15T-EHumanEsophagusESCC7.76e-388.58e-010.1149
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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
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:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:005082127EsophagusHGINprotein stabilization64/2587191/187233.11e-124.24e-1064
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:005082112LiverCirrhoticprotein stabilization97/4634191/187236.67e-156.97e-1397
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:005082120Oral cavityOSCCprotein stabilization122/7305191/187232.69e-121.09e-10122
GO:003164718ProstateBPHregulation of protein stability111/3107298/187234.58e-181.42e-15111
GO:005082118ProstateBPHprotein stabilization75/3107191/187234.96e-145.68e-1275
GO:003164719ProstateTumorregulation of protein stability112/3246298/187234.18e-171.18e-14112
GO:005082119ProstateTumorprotein stabilization76/3246191/187231.55e-131.73e-1176
GO:003164728SkinAKregulation of protein stability64/1910298/187235.93e-094.14e-0764
GO:005082128SkinAKprotein stabilization47/1910191/187237.41e-094.99e-0747
GO:003164729SkincSCCregulation of protein stability144/4864298/187236.51e-176.80e-15144
GO:0050821112SkincSCCprotein stabilization96/4864191/187235.00e-132.93e-1196
GO:0031647113ThyroidPTCregulation of protein stability174/5968298/187232.05e-214.05e-19174
GO:0050821113ThyroidPTCprotein stabilization115/5968191/187235.67e-164.31e-14115
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa046218Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
hsa0462113Oral cavityOSCCNOD-like receptor signaling pathway108/3704186/84655.13e-052.07e-041.05e-04108
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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
SUGT1SNVMissense_Mutationnovelc.897N>Tp.Lys299Asnp.K299NQ9Y2Z0protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUGT1SNVMissense_Mutationc.723N>Cp.Lys241Asnp.K241NQ9Y2Z0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A14R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
SUGT1insertionNonsense_Mutationnovelc.940_941insTTGAAGTGTATGGTTCTTAAp.Gln314LeufsTer7p.Q314Lfs*7Q9Y2Z0protein_codingTCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SUGT1SNVMissense_Mutationc.607N>Cp.Glu203Glnp.E203QQ9Y2Z0protein_codingdeleterious(0.01)possibly_damaging(0.771)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SUGT1SNVMissense_Mutationnovelc.463N>Gp.Gln155Glup.Q155EQ9Y2Z0protein_codingtolerated(1)benign(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SUGT1SNVMissense_Mutationrs764131039c.45C>Ap.Phe15Leup.F15LQ9Y2Z0protein_codingtolerated(0.1)benign(0)TCGA-AA-3866-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SUGT1SNVMissense_Mutationnovelc.1018T>Gp.Leu340Valp.L340VQ9Y2Z0protein_codingdeleterious(0)probably_damaging(1)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SUGT1SNVMissense_Mutationc.300N>Cp.Glu100Aspp.E100DQ9Y2Z0protein_codingtolerated(0.24)benign(0.091)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SUGT1SNVMissense_Mutationc.568N>Gp.Lys190Glup.K190EQ9Y2Z0protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SUGT1SNVMissense_Mutationrs750001919c.289N>Ap.Ala97Thrp.A97TQ9Y2Z0protein_codingtolerated(0.13)benign(0.164)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid 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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