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: SLC25A6

Gene summary for SLC25A6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A6

Gene ID

293

Gene namesolute carrier family 25 member 6
Gene AliasAAC3
CytomapX
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P12236


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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
293SLC25A6GSM4909280HumanBreastPrecancer9.92e-04-6.90e-010.0305
293SLC25A6GSM4909282HumanBreastIDC9.95e-152.97e-01-0.0288
293SLC25A6GSM4909286HumanBreastIDC1.01e-072.80e-010.1081
293SLC25A6GSM4909291HumanBreastIDC2.78e-153.41e-010.1753
293SLC25A6GSM4909292HumanBreastIDC3.31e-05-8.68e-010.1236
293SLC25A6GSM4909293HumanBreastIDC1.22e-37-4.21e-010.1581
293SLC25A6GSM4909294HumanBreastIDC6.39e-10-3.36e-010.2022
293SLC25A6GSM4909295HumanBreastIDC1.56e-02-3.77e-010.0898
293SLC25A6GSM4909296HumanBreastIDC1.20e-152.25e-010.1524
293SLC25A6GSM4909297HumanBreastIDC8.98e-32-5.45e-010.1517
293SLC25A6GSM4909298HumanBreastIDC8.63e-06-8.26e-020.1551
293SLC25A6GSM4909299HumanBreastIDC1.03e-06-1.90e-010.035
293SLC25A6GSM4909301HumanBreastIDC7.46e-45-7.86e-010.1577
293SLC25A6GSM4909302HumanBreastIDC1.11e-12-5.37e-010.1545
293SLC25A6GSM4909304HumanBreastIDC8.19e-17-2.52e-010.1636
293SLC25A6GSM4909305HumanBreastIDC9.20e-031.82e-010.0436
293SLC25A6GSM4909306HumanBreastIDC1.91e-022.24e-010.1564
293SLC25A6GSM4909308HumanBreastIDC2.28e-10-8.27e-030.158
293SLC25A6GSM4909311HumanBreastIDC4.93e-42-4.00e-010.1534
293SLC25A6GSM4909312HumanBreastIDC2.63e-02-1.66e-020.1552
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:19905427BreastPrecancermitochondrial transmembrane transport22/1080102/187236.38e-083.80e-0622
GO:000683913BreastIDCmitochondrial transport51/1434254/187231.54e-101.83e-0851
GO:199054214BreastIDCmitochondrial transmembrane transport25/1434102/187231.39e-077.74e-0625
GO:000683923BreastDCISmitochondrial transport51/1390254/187235.04e-116.79e-0951
GO:199054222BreastDCISmitochondrial transmembrane transport25/1390102/187237.63e-084.45e-0625
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:19905428CervixCCmitochondrial transmembrane transport26/2311102/187232.10e-042.39e-0326
GO:00159318CervixCCnucleobase-containing compound transport43/2311222/187231.72e-031.30e-0243
GO:000683914CervixHSIL_HPVmitochondrial transport22/737254/187234.72e-046.90e-0322
GO:199054215CervixHSIL_HPVmitochondrial transmembrane transport12/737102/187236.67e-049.08e-0312
GO:0015867CervixHSIL_HPVATP transport4/73717/187233.76e-033.30e-024
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:1990542ColorectumADmitochondrial transmembrane transport47/3918102/187231.09e-086.52e-0747
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0015748ColorectumADorganophosphate ester transport42/3918140/187237.04e-034.31e-0242
GO:00068391ColorectumSERmitochondrial transport87/2897254/187237.91e-143.03e-1187
GO:19905421ColorectumSERmitochondrial transmembrane transport42/2897102/187233.65e-104.77e-0842
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00068392ColorectumMSSmitochondrial transport93/3467254/187236.14e-129.82e-1093
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541519BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa0516619BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
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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
SLC25A6SNVMissense_Mutationnovelc.213N>Tp.Trp71Cysp.W71CP12236protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SLC25A6SNVMissense_Mutationnovelc.88N>Cp.Glu30Glnp.E30QP12236protein_codingdeleterious(0.02)possibly_damaging(0.9)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC25A6insertionFrame_Shift_Insnovelc.257_258insATCCTCTCTTCTTATGGGATGTCTTAATp.Leu87SerfsTer17p.L87Sfs*17P12236protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A6SNVMissense_Mutationnovelc.273N>Gp.Phe91Leup.F91LP12236protein_codingdeleterious(0.03)possibly_damaging(0.503)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC25A6SNVMissense_Mutationnovelc.88N>Ap.Glu30Lysp.E30KP12236protein_codingtolerated(0.07)possibly_damaging(0.775)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC25A6SNVMissense_Mutationnovelc.132N>Cp.Gln44Hisp.Q44HP12236protein_codingdeleterious(0.03)benign(0.185)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SLC25A6SNVMissense_Mutationc.793N>Ap.Glu265Lysp.E265KP12236protein_codingdeleterious(0.02)possibly_damaging(0.677)TCGA-AD-6963-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A6SNVMissense_Mutationnovelc.36C>Ap.Phe12Leup.F12LP12236protein_codingtolerated(0.4)benign(0.038)TCGA-G4-6297-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
SLC25A6SNVMissense_Mutationc.365C>Tp.Ala122Valp.A122VP12236protein_codingdeleterious(0.02)benign(0.331)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
SLC25A6SNVMissense_Mutationc.55G>Cp.Ala19Prop.A19PP12236protein_codingdeleterious(0.02)possibly_damaging(0.861)TCGA-AH-6903-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fuCR
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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
293SLC25A6TRANSPORTER, DRUGGABLE GENOMECLODRONATECLODRONIC ACID
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