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: SDHAF1

Gene summary for SDHAF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDHAF1

Gene ID

644096

Gene namesuccinate dehydrogenase complex assembly factor 1
Gene AliasLYRM8
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A6NFY7


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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
644096SDHAF1LZE4THumanEsophagusESCC1.82e-071.20e-010.0811
644096SDHAF1LZE22D1HumanEsophagusHGIN4.60e-021.10e-010.0595
644096SDHAF1LZE24THumanEsophagusESCC1.30e-113.08e-010.0596
644096SDHAF1P1T-EHumanEsophagusESCC1.49e-062.25e-010.0875
644096SDHAF1P2T-EHumanEsophagusESCC1.66e-101.76e-010.1177
644096SDHAF1P4T-EHumanEsophagusESCC5.54e-214.60e-010.1323
644096SDHAF1P5T-EHumanEsophagusESCC9.78e-203.15e-010.1327
644096SDHAF1P8T-EHumanEsophagusESCC1.15e-294.10e-010.0889
644096SDHAF1P9T-EHumanEsophagusESCC5.21e-224.16e-010.1131
644096SDHAF1P10T-EHumanEsophagusESCC1.88e-406.38e-010.116
644096SDHAF1P11T-EHumanEsophagusESCC1.04e-073.75e-010.1426
644096SDHAF1P12T-EHumanEsophagusESCC3.92e-213.07e-010.1122
644096SDHAF1P15T-EHumanEsophagusESCC1.23e-143.33e-010.1149
644096SDHAF1P16T-EHumanEsophagusESCC9.55e-191.92e-010.1153
644096SDHAF1P17T-EHumanEsophagusESCC6.22e-042.91e-010.1278
644096SDHAF1P19T-EHumanEsophagusESCC3.90e-036.45e-010.1662
644096SDHAF1P20T-EHumanEsophagusESCC7.35e-245.14e-010.1124
644096SDHAF1P21T-EHumanEsophagusESCC1.19e-172.08e-010.1617
644096SDHAF1P22T-EHumanEsophagusESCC1.29e-274.35e-010.1236
644096SDHAF1P23T-EHumanEsophagusESCC2.04e-297.01e-010.108
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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:003310820EsophagusHGINmitochondrial respiratory chain complex assembly47/258793/187233.15e-178.60e-1547
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:00331087LiverCirrhoticmitochondrial respiratory chain complex assembly64/463493/187233.85e-197.79e-1764
GO:003310812LiverHCCmitochondrial respiratory chain complex assembly80/795893/187233.47e-184.15e-1680
GO:003310818Oral cavityOSCCmitochondrial respiratory chain complex assembly75/730593/187232.17e-161.68e-1475
GO:003310819Oral cavityLPmitochondrial respiratory chain complex assembly63/462393/187232.24e-184.13e-1663
GO:0033108111ThyroidPTCmitochondrial respiratory chain complex assembly65/596893/187235.60e-143.21e-1265
GO:003310832ThyroidATCmitochondrial respiratory chain complex assembly65/629393/187238.86e-133.81e-1165
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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
SDHAF1SNVMissense_Mutationc.272A>Gp.Gln91Argp.Q91RA6NFY7protein_codingtolerated_low_confidence(0.67)benign(0)TCGA-QL-A97D-01Colorectumcolon adenocarcinomaFemale>=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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