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:19021101StomachCAG with IMpositive regulation of mitochondrial membrane permeability involved in apoptotic process8/105038/187231.03e-031.29e-028
GO:003021811StomachCAG with IMerythrocyte differentiation16/1050120/187231.09e-031.33e-0216
GO:19057101StomachCAG with IMpositive regulation of membrane permeability9/105048/187231.23e-031.48e-029
GO:009055911StomachCAG with IMregulation of membrane permeability12/105078/187231.28e-031.53e-0212
GO:004887211StomachCAG with IMhomeostasis of number of cells28/1050272/187231.45e-031.65e-0228
GO:19026861StomachCAG with IMmitochondrial outer membrane permeabilization involved in programmed cell death8/105040/187231.47e-031.67e-028
GO:19021081StomachCAG with IMregulation of mitochondrial membrane permeability involved in apoptotic process8/105045/187233.22e-032.96e-028
GO:190260021StomachCSGproton transmembrane transport34/1034157/187234.69e-121.55e-0934
GO:200123321StomachCSGregulation of apoptotic signaling pathway52/1034356/187231.25e-102.21e-0852
GO:000683921StomachCSGmitochondrial transport42/1034254/187231.61e-102.75e-0842
GO:200123421StomachCSGnegative regulation of apoptotic signaling pathway37/1034224/187232.04e-092.47e-0737
GO:000863721StomachCSGapoptotic mitochondrial changes21/1034107/187233.32e-072.02e-0521
GO:199054221StomachCSGmitochondrial transmembrane transport20/1034102/187236.40e-073.53e-0520
GO:001082121StomachCSGregulation of mitochondrion organization21/1034144/187234.29e-051.12e-0321
GO:000226221StomachCSGmyeloid cell homeostasis22/1034157/187235.30e-051.35e-0322
GO:001082321StomachCSGnegative regulation of mitochondrion organization11/103449/187235.80e-051.46e-0311
GO:000700621StomachCSGmitochondrial membrane organization18/1034116/187236.51e-051.61e-0318
GO:003410121StomachCSGerythrocyte homeostasis19/1034129/187238.53e-052.01e-0319
GO:19010282StomachCSGregulation of mitochondrial outer membrane permeabilization involved in apoptotic signaling pathway7/103421/187239.01e-052.07e-037
GO:004690221StomachCSGregulation of mitochondrial membrane permeability12/103463/187231.48e-043.03e-0312
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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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