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: SLC25A4

Gene summary for SLC25A4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A4

Gene ID

291

Gene namesolute carrier family 25 member 4
Gene AliasAAC1
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

A0A0S2Z3H3


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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
291SLC25A4HTA11_347_2000001011HumanColorectumAD3.04e-123.77e-01-0.1954
291SLC25A4HTA11_1391_2000001011HumanColorectumAD1.16e-022.12e-01-0.059
291SLC25A4HTA11_99999970781_79442HumanColorectumMSS5.27e-113.83e-010.294
291SLC25A4LZE4THumanEsophagusESCC1.03e-103.89e-010.0811
291SLC25A4LZE5THumanEsophagusESCC1.93e-062.91e-010.0514
291SLC25A4LZE7THumanEsophagusESCC8.49e-088.72e-010.0667
291SLC25A4LZE8THumanEsophagusESCC4.96e-082.37e-010.067
291SLC25A4LZE20THumanEsophagusESCC1.00e-023.15e-010.0662
291SLC25A4LZE22THumanEsophagusESCC4.55e-032.66e-010.068
291SLC25A4LZE24THumanEsophagusESCC2.29e-145.20e-010.0596
291SLC25A4LZE21THumanEsophagusESCC8.70e-052.38e-010.0655
291SLC25A4LZE6THumanEsophagusESCC1.94e-021.47e-010.0845
291SLC25A4P1T-EHumanEsophagusESCC3.32e-083.30e-010.0875
291SLC25A4P2T-EHumanEsophagusESCC8.57e-377.52e-010.1177
291SLC25A4P4T-EHumanEsophagusESCC6.58e-349.10e-010.1323
291SLC25A4P5T-EHumanEsophagusESCC3.58e-428.49e-010.1327
291SLC25A4P8T-EHumanEsophagusESCC3.04e-376.67e-010.0889
291SLC25A4P9T-EHumanEsophagusESCC6.04e-224.63e-010.1131
291SLC25A4P10T-EHumanEsophagusESCC5.83e-407.17e-010.116
291SLC25A4P11T-EHumanEsophagusESCC3.78e-125.03e-010.1426
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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
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:00973002EsophagusESCCprogrammed necrotic cell death32/855247/187231.59e-037.43e-0332
GO:00702654EsophagusESCCnecrotic cell death39/855262/187234.68e-031.82e-0239
GO:00002662EsophagusESCCmitochondrial fission28/855242/187234.90e-031.89e-0228
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:19035999EsophagusESCCpositive regulation of autophagy of mitochondrion10/855212/187238.94e-033.12e-0210
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:00068397LiverCirrhoticmitochondrial transport112/4634254/187231.03e-116.66e-10112
GO:001050611LiverCirrhoticregulation of autophagy132/4634317/187232.17e-111.33e-09132
GO:19030084LiverCirrhoticorganelle disassembly59/4634114/187234.82e-102.27e-0859
GO:00070065LiverCirrhoticmitochondrial membrane organization57/4634116/187231.13e-084.29e-0757
GO:00004225LiverCirrhoticautophagy of mitochondrion43/463481/187234.02e-081.31e-0643
GO:00617265LiverCirrhoticmitochondrion disassembly43/463481/187234.02e-081.31e-0643
GO:00108216LiverCirrhoticregulation of mitochondrion organization62/4634144/187231.09e-062.22e-0562
GO:00159316LiverCirrhoticnucleobase-containing compound transport87/4634222/187231.25e-062.52e-0587
GO:00162414LiverCirrhoticregulation of macroautophagy60/4634141/187232.57e-064.63e-0560
GO:00086377LiverCirrhoticapoptotic mitochondrial changes47/4634107/187231.10e-051.57e-0447
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050201ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa051661ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa042181ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
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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
SLC25A4SNVMissense_Mutationnovelc.367N>Ap.Ala123Thrp.A123TP12235protein_codingtolerated(0.06)possibly_damaging(0.801)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A4SNVMissense_Mutationc.238N>Tp.Arg80Cysp.R80CP12235protein_codingdeleterious(0.01)possibly_damaging(0.645)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC25A4SNVMissense_Mutationc.166N>Cp.Asp56Hisp.D56HP12235protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SLC25A4SNVMissense_Mutationnovelc.657N>Gp.Ser219Argp.S219RP12235protein_codingtolerated(0.13)benign(0.109)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SLC25A4SNVMissense_Mutationc.344N>Ap.Gly115Aspp.G115DP12235protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-AD-6888-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
SLC25A4SNVMissense_Mutationc.455N>Ap.Arg152Hisp.R152HP12235protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SLC25A4SNVMissense_Mutationrs748031233c.670N>Ap.Ala224Thrp.A224TP12235protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC25A4SNVMissense_Mutationc.740N>Tp.Ala247Valp.A247VP12235protein_codingdeleterious(0.04)benign(0.013)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC25A4SNVMissense_Mutationc.848G>Ap.Gly283Aspp.G283DP12235protein_codingdeleterious(0.02)possibly_damaging(0.899)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A4SNVMissense_Mutationnovelc.703C>Tp.Arg235Cysp.R235CP12235protein_codingtolerated(0.06)possibly_damaging(0.554)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
291SLC25A4DRUGGABLE GENOME, TRANSPORTERClodronateCLODRONIC ACID
291SLC25A4DRUGGABLE GENOME, TRANSPORTERinhibitor178101293
291SLC25A4DRUGGABLE GENOME, TRANSPORTERCLODRONATECLODRONIC ACID
291SLC25A4DRUGGABLE GENOME, TRANSPORTERinhibitor53801038
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