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: SURF1

Gene summary for SURF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SURF1

Gene ID

6834

Gene nameSURF1 cytochrome c oxidase assembly factor
Gene AliasCMT4K
Cytomap9q34.2
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

A0A087WYS9


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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
6834SURF1HTA11_3410_2000001011HumanColorectumAD2.41e-021.42e-010.0155
6834SURF1HTA11_2487_2000001011HumanColorectumSER6.28e-083.73e-01-0.1808
6834SURF1HTA11_347_2000001011HumanColorectumAD3.21e-133.71e-01-0.1954
6834SURF1HTA11_2112_2000001011HumanColorectumSER1.40e-065.98e-01-0.2196
6834SURF1HTA11_3361_2000001011HumanColorectumAD5.61e-062.83e-01-0.1207
6834SURF1HTA11_83_2000001011HumanColorectumSER1.48e-023.10e-01-0.1526
6834SURF1HTA11_696_2000001011HumanColorectumAD3.12e-123.62e-01-0.1464
6834SURF1HTA11_866_2000001011HumanColorectumAD1.47e-031.84e-01-0.1001
6834SURF1HTA11_1391_2000001011HumanColorectumAD2.93e-093.73e-01-0.059
6834SURF1HTA11_5212_2000001011HumanColorectumAD1.66e-023.46e-01-0.2061
6834SURF1HTA11_5216_2000001011HumanColorectumSER4.63e-044.78e-01-0.1462
6834SURF1HTA11_546_2000001011HumanColorectumAD3.21e-053.38e-01-0.0842
6834SURF1HTA11_866_3004761011HumanColorectumAD1.69e-072.83e-010.096
6834SURF1HTA11_10623_2000001011HumanColorectumAD8.48e-074.33e-01-0.0177
6834SURF1HTA11_6801_2000001011HumanColorectumSER1.45e-043.79e-010.0171
6834SURF1HTA11_10711_2000001011HumanColorectumAD1.87e-032.03e-010.0338
6834SURF1HTA11_7696_3000711011HumanColorectumAD2.74e-082.69e-010.0674
6834SURF1HTA11_6818_2000001021HumanColorectumAD3.37e-023.07e-010.0588
6834SURF1HTA11_99999971662_82457HumanColorectumMSS5.57e-082.72e-010.3859
6834SURF1HTA11_99999974143_84620HumanColorectumMSS7.59e-123.49e-010.3005
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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
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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009060ColorectumADaerobic respiration108/3918189/187239.14e-281.43e-24108
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0022900ColorectumADelectron transport chain89/3918175/187231.42e-188.91e-1689
GO:0033108ColorectumADmitochondrial respiratory chain complex assembly46/391893/187238.95e-106.91e-0846
GO:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:00090601ColorectumSERaerobic respiration96/2897189/187235.53e-301.70e-2696
GO:00453331ColorectumSERcellular respiration103/2897230/187232.35e-263.61e-23103
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00159801ColorectumSERenergy derivation by oxidation of organic compounds119/2897318/187235.28e-224.62e-19119
GO:00229001ColorectumSERelectron transport chain77/2897175/187231.77e-191.36e-1677
GO:19026001ColorectumSERproton transmembrane transport60/2897157/187233.12e-127.08e-1060
GO:00331081ColorectumSERmitochondrial respiratory chain complex assembly39/289793/187238.13e-108.74e-0839
GO:00090602ColorectumMSSaerobic respiration98/3467189/187233.35e-251.05e-2198
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00453332ColorectumMSScellular respiration107/3467230/187231.64e-222.05e-19107
GO:00159802ColorectumMSSenergy derivation by oxidation of organic compounds131/3467318/187232.60e-212.70e-18131
GO:00229002ColorectumMSSelectron transport chain83/3467175/187232.06e-181.17e-1583
GO:00331082ColorectumMSSmitochondrial respiratory chain complex assembly44/346793/187232.17e-102.09e-0844
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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
SURF1insertionFrame_Shift_Insnovelc.651_652insACCCAACGTAAAGGCCATACAGGACTp.Pro218ThrfsTer59p.P218Tfs*59Q15526protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SURF1SNVMissense_Mutationrs782044026c.251N>Ap.Arg84Glnp.R84QQ15526protein_codingdeleterious(0.01)probably_damaging(0.913)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SURF1SNVMissense_Mutationnovelc.667G>Cp.Glu223Glnp.E223QQ15526protein_codingtolerated(0.09)benign(0.248)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SURF1SNVMissense_Mutationnovelc.425N>Tp.Pro142Leup.P142LQ15526protein_codingdeleterious(0)possibly_damaging(0.811)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SURF1SNVMissense_Mutationnovelc.689N>Ap.Arg230Glnp.R230QQ15526protein_codingdeleterious(0)probably_damaging(0.928)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
SURF1SNVMissense_Mutationrs782024654c.269T>Cp.Leu90Prop.L90PQ15526protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SURF1SNVMissense_Mutationrs374365243c.250N>Tp.Arg84Trpp.R84WQ15526protein_codingtolerated(0.1)benign(0.333)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SURF1SNVMissense_Mutationc.647N>Cp.Phe216Serp.F216SQ15526protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SURF1SNVMissense_Mutationnovelc.886N>Ap.Gly296Argp.G296RQ15526protein_codingtolerated(1)benign(0)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SURF1SNVMissense_Mutationrs782453666c.184N>Ap.Leu62Ilep.L62IQ15526protein_codingdeleterious(0.04)benign(0.076)TCGA-EO-A22U-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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