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: SLC25A39

Gene summary for SLC25A39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A39

Gene ID

51629

Gene namesolute carrier family 25 member 39
Gene AliasCGI-69
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0006725

UniProtAcc

Q9BZJ4


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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
51629SLC25A39HTA11_3410_2000001011HumanColorectumAD3.48e-275.40e-010.0155
51629SLC25A39HTA11_2487_2000001011HumanColorectumSER1.20e-288.88e-01-0.1808
51629SLC25A39HTA11_2951_2000001011HumanColorectumAD8.81e-065.35e-010.0216
51629SLC25A39HTA11_1938_2000001011HumanColorectumAD7.82e-259.79e-01-0.0811
51629SLC25A39HTA11_78_2000001011HumanColorectumAD1.45e-206.83e-01-0.1088
51629SLC25A39HTA11_347_2000001011HumanColorectumAD9.44e-468.54e-01-0.1954
51629SLC25A39HTA11_411_2000001011HumanColorectumSER2.86e-151.23e+00-0.2602
51629SLC25A39HTA11_2112_2000001011HumanColorectumSER3.12e-036.35e-01-0.2196
51629SLC25A39HTA11_3361_2000001011HumanColorectumAD1.04e-239.57e-01-0.1207
51629SLC25A39HTA11_83_2000001011HumanColorectumSER5.94e-279.96e-01-0.1526
51629SLC25A39HTA11_696_2000001011HumanColorectumAD9.56e-451.03e+00-0.1464
51629SLC25A39HTA11_866_2000001011HumanColorectumAD8.27e-236.31e-01-0.1001
51629SLC25A39HTA11_1391_2000001011HumanColorectumAD1.18e-441.27e+00-0.059
51629SLC25A39HTA11_2992_2000001011HumanColorectumSER2.59e-149.67e-01-0.1706
51629SLC25A39HTA11_5212_2000001011HumanColorectumAD7.15e-115.67e-01-0.2061
51629SLC25A39HTA11_5216_2000001011HumanColorectumSER5.20e-108.48e-01-0.1462
51629SLC25A39HTA11_546_2000001011HumanColorectumAD2.94e-106.09e-01-0.0842
51629SLC25A39HTA11_9341_2000001011HumanColorectumSER6.51e-108.83e-01-0.00410000000000005
51629SLC25A39HTA11_7862_2000001011HumanColorectumAD2.09e-136.15e-01-0.0179
51629SLC25A39HTA11_866_3004761011HumanColorectumAD1.56e-378.33e-010.096
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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:00067791EsophagusESCCporphyrin-containing compound biosynthetic process23/855231/187231.20e-035.88e-0323
GO:00330141EsophagusESCCtetrapyrrole biosynthetic process23/855231/187231.20e-035.88e-0323
GO:00461482EsophagusESCCpigment biosynthetic process40/855262/187232.14e-039.54e-0340
GO:00067832EsophagusESCCheme biosynthetic process20/855227/187232.61e-031.11e-0220
GO:00330132EsophagusESCCtetrapyrrole metabolic process37/855259/187236.23e-032.29e-0237
GO:00424401EsophagusESCCpigment metabolic process50/855284/187237.34e-032.64e-0250
GO:00421681EsophagusESCCheme metabolic process27/855242/187231.16e-023.90e-0227
GO:0033013LiverCirrhotictetrapyrrole metabolic process24/463459/187235.06e-032.62e-0224
GO:0006778LiverCirrhoticporphyrin-containing compound metabolic process20/463449/187239.60e-034.35e-0220
GO:0042168LiverHCCheme metabolic process30/795842/187231.40e-041.13e-0330
GO:00330131LiverHCCtetrapyrrole metabolic process39/795859/187232.14e-041.63e-0339
GO:00067781LiverHCCporphyrin-containing compound metabolic process33/795849/187233.86e-042.62e-0333
GO:0042440LiverHCCpigment metabolic process51/795884/187235.74e-043.65e-0351
GO:0006783LiverHCCheme biosynthetic process19/795827/187233.18e-031.47e-0219
GO:0006779LiverHCCporphyrin-containing compound biosynthetic process21/795831/187234.01e-031.76e-0221
GO:0033014LiverHCCtetrapyrrole biosynthetic process21/795831/187234.01e-031.76e-0221
GO:0046148LiverHCCpigment biosynthetic process37/795862/187234.73e-032.02e-0237
GO:00461481Oral cavityOSCCpigment biosynthetic process36/730562/187231.82e-038.57e-0336
GO:00067831Oral cavityOSCCheme biosynthetic process17/730527/187231.01e-023.49e-0217
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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
SLC25A39SNVMissense_Mutationnovelc.512N>Gp.Ala171Glyp.A171GQ9BZJ4protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC25A39SNVMissense_Mutationc.788N>Tp.Gly263Valp.G263VQ9BZJ4protein_codingdeleterious(0.03)benign(0.41)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SLC25A39insertionFrame_Shift_Insnovelc.120_121insCTTTGGGAGGCTGAGGTGGGTGGATCACCTGAp.Ser41LeufsTer21p.S41Lfs*21Q9BZJ4protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC25A39SNVMissense_Mutationrs748101051c.792N>Gp.Ile264Metp.I264MQ9BZJ4protein_codingdeleterious(0.05)benign(0.071)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC25A39SNVMissense_Mutationrs757102633c.112N>Tp.Arg38Cysp.R38CQ9BZJ4protein_codingdeleterious(0)possibly_damaging(0.693)TCGA-IR-A3LC-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinComplete Response
SLC25A39SNVMissense_Mutationrs746042795c.832G>Ap.Val278Metp.V278MQ9BZJ4protein_codingdeleterious(0)probably_damaging(0.976)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
SLC25A39SNVMissense_Mutationrs745986185c.638N>Ap.Arg213Hisp.R213HQ9BZJ4protein_codingtolerated(0.25)probably_damaging(0.959)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A39SNVMissense_Mutationc.575A>Gp.Gln192Argp.Q192RQ9BZJ4protein_codingtolerated(1)benign(0.006)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A39SNVMissense_Mutationrs139586541c.848N>Ap.Arg283Hisp.R283HQ9BZJ4protein_codingdeleterious(0)possibly_damaging(0.634)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A39SNVMissense_Mutationc.206N>Gp.Gln69Argp.Q69RQ9BZJ4protein_codingtolerated(0.48)benign(0)TCGA-AZ-6598-01Colorectumcolon 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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