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: SUGP2

Gene summary for SUGP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SUGP2

Gene ID

10147

Gene nameSURP and G-patch domain containing 2
Gene AliasSFRS14
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8IX01


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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
10147SUGP2LZE4THumanEsophagusESCC4.77e-034.82e-020.0811
10147SUGP2LZE7THumanEsophagusESCC4.77e-157.98e-010.0667
10147SUGP2LZE21D1HumanEsophagusHGIN8.09e-033.62e-010.0632
10147SUGP2LZE24THumanEsophagusESCC5.61e-092.49e-010.0596
10147SUGP2LZE21THumanEsophagusESCC1.16e-023.15e-010.0655
10147SUGP2LZE6THumanEsophagusESCC4.25e-021.26e-010.0845
10147SUGP2P1T-EHumanEsophagusESCC6.29e-064.01e-010.0875
10147SUGP2P2T-EHumanEsophagusESCC1.32e-111.71e-010.1177
10147SUGP2P4T-EHumanEsophagusESCC1.84e-112.04e-010.1323
10147SUGP2P5T-EHumanEsophagusESCC1.10e-128.47e-020.1327
10147SUGP2P8T-EHumanEsophagusESCC1.19e-172.25e-010.0889
10147SUGP2P9T-EHumanEsophagusESCC6.11e-112.39e-010.1131
10147SUGP2P10T-EHumanEsophagusESCC5.05e-264.68e-010.116
10147SUGP2P11T-EHumanEsophagusESCC6.07e-092.82e-010.1426
10147SUGP2P12T-EHumanEsophagusESCC9.32e-182.42e-010.1122
10147SUGP2P15T-EHumanEsophagusESCC9.74e-121.75e-010.1149
10147SUGP2P16T-EHumanEsophagusESCC1.51e-117.04e-020.1153
10147SUGP2P17T-EHumanEsophagusESCC3.02e-021.29e-010.1278
10147SUGP2P19T-EHumanEsophagusESCC1.21e-022.21e-010.1662
10147SUGP2P20T-EHumanEsophagusESCC2.94e-111.39e-010.1124
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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
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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:00083807LiverNAFLDRNA splicing70/1882434/187234.62e-051.10e-0370
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000838025Oral cavityEOLPRNA splicing115/2218434/187232.24e-173.04e-14115
GO:0008380113ThyroidPTCRNA splicing273/5968434/187234.44e-411.40e-37273
GO:000838034ThyroidATCRNA splicing270/6293434/187237.50e-351.19e-31270
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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
SUGP2SNVMissense_Mutationnovelc.2797A>Cp.Thr933Prop.T933Pprotein_codingtolerated(0.58)benign(0)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
SUGP2SNVMissense_Mutationc.2698N>Cp.Glu900Glnp.E900Qprotein_codingtolerated(0.11)benign(0.031)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SUGP2SNVMissense_Mutationnovelc.2797N>Cp.Thr933Prop.T933Pprotein_codingtolerated(0.58)benign(0)TCGA-AR-A1AX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SUGP2SNVMissense_Mutationc.1058N>Cp.His353Prop.H353Pprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
SUGP2SNVMissense_Mutationnovelc.2857N>Ap.Leu953Metp.L953Mprotein_codingtolerated(0.15)possibly_damaging(0.495)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SUGP2SNVMissense_Mutationc.260G>Cp.Arg87Thrp.R87Tprotein_codingdeleterious_low_confidence(0.01)benign(0.258)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SUGP2SNVMissense_Mutationc.3023N>Tp.Ser1008Phep.S1008Fprotein_codingdeleterious(0)possibly_damaging(0.601)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
SUGP2SNVMissense_Mutationrs375174157c.1984G>Ap.Asp662Asnp.D662Nprotein_codingtolerated(0.13)benign(0.378)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
SUGP2insertionNonsense_Mutationnovelc.3189_3190insTTTTCCTTGTAAAAGATGAAAAACCAAACCCAGATGTp.Glu1064PhefsTer4p.E1064Ffs*4protein_codingTCGA-AN-A03Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SUGP2insertionIn_Frame_Insnovelc.2855_2856insACACACACAAGATACACAp.Ala952_Leu953insHisThrGlnAspThrHisp.A952_L953insHTQDTHprotein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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