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: SDHAF3

Gene summary for SDHAF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDHAF3

Gene ID

57001

Gene namesuccinate dehydrogenase complex assembly factor 3
Gene AliasACN9
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9NRP4


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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
57001SDHAF3HTA11_347_2000001011HumanColorectumAD1.07e-157.44e-01-0.1954
57001SDHAF3A015-C-203HumanColorectumFAP7.52e-06-1.55e-01-0.1294
57001SDHAF3A002-C-201HumanColorectumFAP2.69e-04-1.81e-010.0324
57001SDHAF3A001-C-108HumanColorectumFAP1.90e-04-1.30e-01-0.0272
57001SDHAF3A002-C-205HumanColorectumFAP3.47e-05-1.89e-01-0.1236
57001SDHAF3A001-C-104HumanColorectumFAP3.99e-02-1.52e-010.0184
57001SDHAF3A015-C-006HumanColorectumFAP8.03e-05-2.17e-01-0.0994
57001SDHAF3A002-C-114HumanColorectumFAP2.76e-04-2.01e-01-0.1561
57001SDHAF3A015-C-104HumanColorectumFAP1.49e-09-1.95e-01-0.1899
57001SDHAF3A001-C-014HumanColorectumFAP4.09e-04-1.55e-010.0135
57001SDHAF3A002-C-016HumanColorectumFAP2.64e-03-1.62e-010.0521
57001SDHAF3A002-C-116HumanColorectumFAP3.79e-05-1.88e-01-0.0452
57001SDHAF3A018-E-020HumanColorectumFAP4.56e-05-2.00e-01-0.2034
57001SDHAF3F034HumanColorectumFAP4.26e-04-1.60e-01-0.0665
57001SDHAF3CRC-3-11773HumanColorectumCRC2.19e-03-1.72e-010.2564
57001SDHAF3LZE4THumanEsophagusESCC2.49e-154.24e-010.0811
57001SDHAF3LZE7THumanEsophagusESCC5.85e-135.69e-010.0667
57001SDHAF3LZE8THumanEsophagusESCC5.02e-042.04e-010.067
57001SDHAF3LZE20THumanEsophagusESCC4.57e-062.52e-010.0662
57001SDHAF3LZE22THumanEsophagusESCC6.88e-107.47e-010.068
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:0033108ColorectumADmitochondrial respiratory chain complex assembly46/391893/187238.95e-106.91e-0846
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0006006ColorectumADglucose metabolic process62/3918196/187232.76e-043.39e-0362
GO:0043648ColorectumADdicarboxylic acid metabolic process34/391896/187237.22e-047.28e-0334
GO:0006109ColorectumADregulation of carbohydrate metabolic process55/3918178/187231.10e-031.01e-0255
GO:0062012ColorectumADregulation of small molecule metabolic process93/3918334/187231.46e-031.24e-0293
GO:00193183ColorectumFAPhexose metabolic process58/2622237/187231.09e-053.08e-0458
GO:00442621ColorectumFAPcellular carbohydrate metabolic process66/2622283/187231.53e-054.01e-0466
GO:00061092ColorectumFAPregulation of carbohydrate metabolic process46/2622178/187231.99e-054.90e-0446
GO:00620122ColorectumFAPregulation of small molecule metabolic process74/2622334/187233.15e-057.13e-0474
GO:00060063ColorectumFAPglucose metabolic process48/2622196/187235.90e-051.16e-0348
GO:00059963ColorectumFAPmonosaccharide metabolic process59/2622257/187236.79e-051.28e-0359
GO:0010675ColorectumFAPregulation of cellular carbohydrate metabolic process35/2622146/187238.41e-048.72e-0335
GO:00436481ColorectumFAPdicarboxylic acid metabolic process24/262296/187232.88e-032.20e-0224
GO:0010906ColorectumFAPregulation of glucose metabolic process27/2622119/187236.87e-034.22e-0227
GO:00442622ColorectumCRCcellular carbohydrate metabolic process49/2078283/187231.06e-031.24e-0249
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
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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
SDHAF3SNVMissense_Mutationrs781174674c.70C>Tp.Pro24Serp.P24SQ9NRP4protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
SDHAF3SNVMissense_Mutationrs755073792c.208N>Ap.Glu70Lysp.E70KQ9NRP4protein_codingtolerated(0.59)benign(0.137)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SDHAF3SNVMissense_Mutationc.134N>Cp.Val45Alap.V45AQ9NRP4protein_codingtolerated(0.89)benign(0.005)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SDHAF3SNVMissense_Mutationnovelc.190T>Gp.Leu64Valp.L64VQ9NRP4protein_codingdeleterious(0.03)possibly_damaging(0.848)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SDHAF3insertionFrame_Shift_Insnovelc.372_373insCATGCp.Phe125HisfsTer10p.F125Hfs*10Q9NRP4protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SDHAF3SNVMissense_Mutationrs755073792c.208G>Ap.Glu70Lysp.E70KQ9NRP4protein_codingtolerated(0.59)benign(0.137)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SDHAF3SNVMissense_Mutationc.188N>Tp.Ala63Valp.A63VQ9NRP4protein_codingtolerated(0.89)benign(0)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SDHAF3SNVMissense_Mutationrs755073792c.208N>Ap.Glu70Lysp.E70KQ9NRP4protein_codingtolerated(0.59)benign(0.137)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
SDHAF3SNVMissense_Mutationrs755073792c.208N>Ap.Glu70Lysp.E70KQ9NRP4protein_codingtolerated(0.59)benign(0.137)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SDHAF3SNVMissense_Mutationrs754390024c.41N>Cp.Lys14Thrp.K14TQ9NRP4protein_codingdeleterious(0)benign(0.38)TCGA-QF-A5YS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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