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
291SLC25A4P40T-EHumanEsophagusESCC1.08e-111.40e-010.109
291SLC25A4P42T-EHumanEsophagusESCC8.75e-063.01e-010.1175
291SLC25A4P44T-EHumanEsophagusESCC6.83e-071.71e-010.1096
291SLC25A4P47T-EHumanEsophagusESCC3.38e-182.96e-010.1067
291SLC25A4P48T-EHumanEsophagusESCC4.39e-194.65e-010.0959
291SLC25A4P49T-EHumanEsophagusESCC6.96e-111.42e+000.1768
291SLC25A4P52T-EHumanEsophagusESCC9.83e-285.31e-010.1555
291SLC25A4P54T-EHumanEsophagusESCC6.31e-298.84e-010.0975
291SLC25A4P56T-EHumanEsophagusESCC2.50e-039.54e-010.1613
291SLC25A4P57T-EHumanEsophagusESCC1.34e-184.62e-010.0926
291SLC25A4P61T-EHumanEsophagusESCC5.00e-144.10e-010.099
291SLC25A4P62T-EHumanEsophagusESCC9.31e-295.84e-010.1302
291SLC25A4P65T-EHumanEsophagusESCC1.59e-388.43e-010.0978
291SLC25A4P74T-EHumanEsophagusESCC1.28e-381.10e+000.1479
291SLC25A4P75T-EHumanEsophagusESCC4.71e-275.92e-010.1125
291SLC25A4P76T-EHumanEsophagusESCC6.61e-488.33e-010.1207
291SLC25A4P79T-EHumanEsophagusESCC1.15e-571.20e+000.1154
291SLC25A4P80T-EHumanEsophagusESCC3.19e-632.49e+000.155
291SLC25A4P82T-EHumanEsophagusESCC5.66e-137.35e-010.1072
291SLC25A4P83T-EHumanEsophagusESCC1.29e-133.41e-010.1738
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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
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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