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: SURF4

Gene summary for SURF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SURF4

Gene ID

6836

Gene namesurfeit 4
Gene AliasERV29
Cytomap9q34.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

O15260


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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
6836SURF4P79T-EHumanEsophagusESCC8.57e-551.01e+000.1154
6836SURF4P80T-EHumanEsophagusESCC2.05e-581.92e+000.155
6836SURF4P82T-EHumanEsophagusESCC1.46e-231.41e+000.1072
6836SURF4P83T-EHumanEsophagusESCC5.42e-491.69e+000.1738
6836SURF4P84T-EHumanEsophagusESCC1.30e-118.90e-010.0933
6836SURF4P89T-EHumanEsophagusESCC1.92e-272.08e+000.1752
6836SURF4P91T-EHumanEsophagusESCC8.93e-232.21e+000.1828
6836SURF4P94T-EHumanEsophagusESCC1.15e-031.19e+000.0879
6836SURF4P107T-EHumanEsophagusESCC2.35e-611.85e+000.171
6836SURF4P126T-EHumanEsophagusESCC4.69e-171.35e+000.1125
6836SURF4P127T-EHumanEsophagusESCC1.20e-242.85e-010.0826
6836SURF4P128T-EHumanEsophagusESCC2.09e-371.22e+000.1241
6836SURF4P130T-EHumanEsophagusESCC6.27e-611.31e+000.1676
6836SURF4HCC1_MengHumanLiverHCC7.10e-801.65e-010.0246
6836SURF4HCC2_MengHumanLiverHCC2.29e-422.75e-010.0107
6836SURF4cirrhotic2HumanLiverCirrhotic2.49e-051.47e-010.0201
6836SURF4cirrhotic3HumanLiverCirrhotic1.55e-082.11e-010.0215
6836SURF4HCC1HumanLiverHCC7.01e-124.11e+000.5336
6836SURF4HCC2HumanLiverHCC8.39e-123.21e+000.5341
6836SURF4Pt13.bHumanLiverHCC9.17e-253.60e-010.0251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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:00070305EndometriumAEHGolgi organization32/2100157/187235.73e-045.69e-0332
GO:000703012EndometriumEECGolgi organization32/2168157/187239.87e-048.76e-0332
GO:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:00070301LiverCirrhoticGolgi organization68/4634157/187232.57e-076.41e-0668
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:00070307Oral cavityOSCCGolgi organization92/7305157/187234.96e-077.27e-0692
GO:00070309SkincSCCGolgi organization64/4864157/187233.53e-053.83e-0464
GO:000703010ThyroidPTCGolgi organization79/5968157/187231.11e-061.64e-0579
GO:000703015ThyroidATCGolgi organization79/6293157/187231.07e-051.05e-0479
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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
SURF4insertionIn_Frame_Insnovelc.192_193insGGAACAGAATATp.Leu64_Leu65insGlyThrGluTyrp.L64_L65insGTEYO15260protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
SURF4insertionFrame_Shift_Insnovelc.69_70insGCAATp.Tyr24AlafsTer12p.Y24Afs*12O15260protein_codingTCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
SURF4SNVMissense_Mutationc.694N>Tp.His232Tyrp.H232YO15260protein_codingtolerated(0.93)benign(0.017)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SURF4SNVMissense_Mutationc.166N>Ap.Asp56Asnp.D56NO15260protein_codingtolerated(0.59)benign(0.003)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SURF4SNVMissense_Mutationc.712N>Ap.Asp238Asnp.D238NO15260protein_codingdeleterious(0)probably_damaging(0.924)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SURF4SNVMissense_Mutationrs782694838c.244G>Ap.Val82Ilep.V82IO15260protein_codingtolerated(0.73)benign(0.007)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SURF4SNVMissense_Mutationrs878915690c.404N>Ap.Arg135Hisp.R135HO15260protein_codingtolerated(0.06)benign(0.086)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SURF4SNVMissense_Mutationc.649N>Ap.Val217Ilep.V217IO15260protein_codingtolerated(0.29)benign(0.007)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SURF4SNVMissense_Mutationrs782531163c.274N>Cp.Tyr92Hisp.Y92HO15260protein_codingtolerated(0.41)benign(0.021)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
SURF4SNVMissense_Mutationnovelc.88C>Tp.Arg30Cysp.R30CO15260protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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