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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:1990542ColorectumADmitochondrial transmembrane transport47/3918102/187231.09e-086.52e-0747
GO:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
GO:0007006ColorectumADmitochondrial membrane organization48/3918116/187234.53e-071.72e-0548
GO:1903008ColorectumADorganelle disassembly46/3918114/187231.81e-065.48e-0546
GO:1903146ColorectumADregulation of autophagy of mitochondrion19/391833/187234.52e-061.21e-0419
GO:0000422ColorectumADautophagy of mitochondrion35/391881/187234.94e-061.29e-0435
GO:0061726ColorectumADmitochondrion disassembly35/391881/187234.94e-061.29e-0435
GO:0008637ColorectumADapoptotic mitochondrial changes42/3918107/187231.13e-052.56e-0442
GO:0010822ColorectumADpositive regulation of mitochondrion organization32/391874/187231.22e-052.68e-0432
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0061912ColorectumADselective autophagy29/391868/187234.20e-057.39e-0429
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502032LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0541532LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0516431LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa0501230Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa0502028Oral cavityOSCCPrion disease181/3704273/84652.05e-145.30e-132.70e-13181
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa0520830Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0516418Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa0541529Oral cavityOSCCDiabetic cardiomyopathy131/3704203/84651.33e-091.49e-087.57e-09131
hsa0501725Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
hsa05012113Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
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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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