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: SLC25A22

Gene summary for SLC25A22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A22

Gene ID

79751

Gene namesolute carrier family 25 member 22
Gene AliasDEE3
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0003333

UniProtAcc

Q9H936


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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
79751SLC25A22LZE24THumanEsophagusESCC5.65e-091.46e-010.0596
79751SLC25A22P2T-EHumanEsophagusESCC2.43e-193.60e-010.1177
79751SLC25A22P4T-EHumanEsophagusESCC3.59e-092.22e-010.1323
79751SLC25A22P5T-EHumanEsophagusESCC1.49e-045.81e-020.1327
79751SLC25A22P8T-EHumanEsophagusESCC5.13e-064.43e-020.0889
79751SLC25A22P9T-EHumanEsophagusESCC2.03e-111.89e-010.1131
79751SLC25A22P10T-EHumanEsophagusESCC1.08e-061.29e-010.116
79751SLC25A22P11T-EHumanEsophagusESCC1.18e-105.35e-010.1426
79751SLC25A22P12T-EHumanEsophagusESCC6.28e-088.25e-020.1122
79751SLC25A22P15T-EHumanEsophagusESCC1.92e-061.81e-010.1149
79751SLC25A22P16T-EHumanEsophagusESCC1.97e-111.62e-010.1153
79751SLC25A22P17T-EHumanEsophagusESCC5.62e-052.76e-010.1278
79751SLC25A22P19T-EHumanEsophagusESCC1.40e-053.37e-010.1662
79751SLC25A22P20T-EHumanEsophagusESCC1.65e-102.46e-010.1124
79751SLC25A22P21T-EHumanEsophagusESCC8.04e-254.58e-010.1617
79751SLC25A22P22T-EHumanEsophagusESCC1.62e-121.63e-010.1236
79751SLC25A22P23T-EHumanEsophagusESCC4.30e-062.38e-010.108
79751SLC25A22P24T-EHumanEsophagusESCC8.39e-193.42e-010.1287
79751SLC25A22P26T-EHumanEsophagusESCC6.68e-182.90e-010.1276
79751SLC25A22P27T-EHumanEsophagusESCC2.68e-051.36e-010.1055
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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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:0022904110EsophagusESCCrespiratory electron transport chain89/8552114/187231.36e-125.80e-1189
GO:1990542110EsophagusESCCmitochondrial transmembrane transport72/8552102/187232.94e-074.23e-0672
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:004533312LiverHCCcellular respiration171/7958230/187236.35e-231.26e-20171
GO:001598022LiverHCCenergy derivation by oxidation of organic compounds221/7958318/187231.02e-221.86e-20221
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:002290022LiverHCCelectron transport chain134/7958175/187233.32e-204.68e-18134
GO:002290412LiverHCCrespiratory electron transport chain89/7958114/187238.68e-155.73e-1389
GO:199054212LiverHCCmitochondrial transmembrane transport78/7958102/187232.73e-121.26e-1078
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:002290018Oral cavityOSCCelectron transport chain126/7305175/187236.65e-198.42e-17126
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:004533318Oral cavityOSCCcellular respiration153/7305230/187232.07e-171.87e-15153
GO:000683918Oral cavityOSCCmitochondrial transport162/7305254/187238.96e-166.52e-14162
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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
SLC25A22SNVMissense_Mutationc.663G>Cp.Glu221Aspp.E221DQ9H936protein_codingtolerated(0.38)benign(0.013)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SLC25A22SNVMissense_Mutationrs775147140c.715N>Ap.Ala239Thrp.A239TQ9H936protein_codingdeleterious(0.04)possibly_damaging(0.871)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC25A22insertionFrame_Shift_Insnovelc.636_637insAGCAGGTCGCGGGTp.Gln213SerfsTer42p.Q213Sfs*42Q9H936protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SLC25A22SNVMissense_Mutationc.37N>Gp.Ile13Valp.I13VQ9H936protein_codingtolerated(0.09)benign(0.361)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A22SNVMissense_Mutationc.136N>Ap.Tyr46Asnp.Y46NQ9H936protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-5403-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SLC25A22SNVMissense_Mutationrs754048758c.173N>Ap.Arg58Hisp.R58HQ9H936protein_codingtolerated(0.06)possibly_damaging(0.458)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A22deletionFrame_Shift_Delc.234delNp.Glu79ArgfsTer23p.E79Rfs*23Q9H936protein_codingTCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC25A22SNVMissense_Mutationrs544386351c.415N>Ap.Ala139Thrp.A139TQ9H936protein_codingtolerated(0.13)benign(0.037)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A22SNVMissense_Mutationnovelc.502N>Tp.Pro168Serp.P168SQ9H936protein_codingtolerated(0.4)benign(0.142)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC25A22SNVMissense_Mutationc.728N>Cp.Val243Alap.V243AQ9H936protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-BS-A0UF-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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