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: SLC25A5

Gene summary for SLC25A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A5

Gene ID

292

Gene namesolute carrier family 25 member 5
Gene Alias2F1
CytomapXq24
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

P05141


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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
292SLC25A5GSM4909282HumanBreastIDC1.72e-917.74e-01-0.0288
292SLC25A5GSM4909285HumanBreastIDC3.62e-335.55e-010.21
292SLC25A5GSM4909286HumanBreastIDC1.46e-08-1.30e-010.1081
292SLC25A5GSM4909287HumanBreastIDC4.02e-02-2.84e-010.2057
292SLC25A5GSM4909292HumanBreastIDC5.48e-05-7.79e-010.1236
292SLC25A5GSM4909293HumanBreastIDC2.49e-12-3.55e-010.1581
292SLC25A5GSM4909294HumanBreastIDC1.36e-10-2.46e-010.2022
292SLC25A5GSM4909296HumanBreastIDC2.82e-231.29e-010.1524
292SLC25A5GSM4909297HumanBreastIDC1.29e-29-3.74e-010.1517
292SLC25A5GSM4909298HumanBreastIDC6.78e-10-2.90e-010.1551
292SLC25A5GSM4909301HumanBreastIDC7.92e-15-4.64e-010.1577
292SLC25A5GSM4909302HumanBreastIDC2.02e-03-2.79e-010.1545
292SLC25A5GSM4909306HumanBreastIDC6.88e-042.85e-010.1564
292SLC25A5GSM4909308HumanBreastIDC7.66e-043.00e-010.158
292SLC25A5GSM4909309HumanBreastIDC2.93e-04-2.76e-010.0483
292SLC25A5GSM4909311HumanBreastIDC5.42e-60-5.35e-010.1534
292SLC25A5GSM4909312HumanBreastIDC1.79e-14-6.07e-040.1552
292SLC25A5GSM4909313HumanBreastIDC1.12e-02-2.08e-010.0391
292SLC25A5GSM4909315HumanBreastIDC1.57e-14-4.73e-010.21
292SLC25A5GSM4909316HumanBreastIDC7.80e-05-4.13e-010.21
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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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00086378BreastPrecancerapoptotic mitochondrial changes23/1080107/187233.44e-082.12e-0623
GO:19905427BreastPrecancermitochondrial transmembrane transport22/1080102/187236.38e-083.80e-0622
GO:00022629BreastPrecancermyeloid cell homeostasis27/1080157/187233.10e-071.49e-0527
GO:00341019BreastPrecancererythrocyte homeostasis23/1080129/187231.20e-064.60e-0523
GO:00300999BreastPrecancermyeloid cell differentiation45/1080381/187234.00e-061.25e-0445
GO:00070066BreastPrecancermitochondrial membrane organization20/1080116/187239.88e-062.61e-0420
GO:00905595BreastPrecancerregulation of membrane permeability15/108078/187233.35e-057.29e-0415
GO:00469025BreastPrecancerregulation of mitochondrial membrane permeability13/108063/187235.13e-051.07e-0313
GO:00488729BreastPrecancerhomeostasis of number of cells32/1080272/187231.03e-041.89e-0332
GO:00302189BreastPrecancererythrocyte differentiation18/1080120/187231.76e-042.87e-0318
GO:00004226BreastPrecancerautophagy of mitochondrion14/108081/187232.01e-043.16e-0314
GO:00617266BreastPrecancermitochondrion disassembly14/108081/187232.01e-043.16e-0314
GO:19031313BreastPrecancermononuclear cell differentiation43/1080426/187232.61e-043.84e-0343
GO:00098969BreastPrecancerpositive regulation of catabolic process48/1080492/187232.62e-043.84e-0348
GO:00313319BreastPrecancerpositive regulation of cellular catabolic process43/1080427/187232.75e-044.00e-0343
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
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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
SLC25A5insertionFrame_Shift_Insnovelc.249_250insAp.Thr84AsnfsTer5p.T84Nfs*5P05141protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A5SNVMissense_Mutationnovelc.618N>Tp.Lys206Asnp.K206NP05141protein_codingdeleterious(0.05)benign(0.033)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC25A5SNVMissense_Mutationc.858N>Gp.Phe286Leup.F286LP05141protein_codingtolerated(1)benign(0.003)TCGA-C5-A2M2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC25A5SNVMissense_Mutationnovelc.839N>Ap.Arg280Lysp.R280KP05141protein_codingdeleterious(0.01)possibly_damaging(0.532)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
SLC25A5SNVMissense_Mutationc.439N>Gp.Lys147Glup.K147EP05141protein_codingdeleterious(0)possibly_damaging(0.488)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SLC25A5SNVMissense_Mutationc.317G>Tp.Arg106Ilep.R106IP05141protein_codingdeleterious(0.01)benign(0.015)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SLC25A5SNVMissense_Mutationc.91N>Tp.Arg31Trpp.R31WP05141protein_codingtolerated(0.09)benign(0.209)TCGA-CM-6678-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfluorouracilSD
SLC25A5SNVMissense_Mutationc.703N>Tp.Arg235Cysp.R235CP05141protein_codingdeleterious(0.05)possibly_damaging(0.835)TCGA-D5-6541-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A5SNVMissense_Mutationnovelc.288N>Tp.Lys96Asnp.K96NP05141protein_codingdeleterious(0.02)probably_damaging(0.979)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC25A5SNVMissense_Mutationc.703C>Tp.Arg235Cysp.R235CP05141protein_codingdeleterious(0.05)possibly_damaging(0.835)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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
292SLC25A5DRUGGABLE GENOME, TRANSPORTERCLODRONATECLODRONIC ACID
292SLC25A5DRUGGABLE GENOME, TRANSPORTERTRICHOSTATIN A10657244
292SLC25A5DRUGGABLE GENOME, TRANSPORTERBUTYRATE10657244
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