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: SLC25A25

Gene summary for SLC25A25

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A25

Gene ID

114789

Gene namesolute carrier family 25 member 25
Gene AliasMCSC
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q6KCM7


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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
114789SLC25A25LZE4THumanEsophagusESCC4.71e-055.24e-020.0811
114789SLC25A25LZE7THumanEsophagusESCC2.48e-074.82e-010.0667
114789SLC25A25LZE20THumanEsophagusESCC4.10e-038.82e-020.0662
114789SLC25A25LZE24THumanEsophagusESCC8.57e-094.68e-010.0596
114789SLC25A25LZE21THumanEsophagusESCC4.51e-101.32e+000.0655
114789SLC25A25P1T-EHumanEsophagusESCC4.72e-084.58e-010.0875
114789SLC25A25P2T-EHumanEsophagusESCC9.55e-264.37e-010.1177
114789SLC25A25P4T-EHumanEsophagusESCC4.69e-176.96e-010.1323
114789SLC25A25P5T-EHumanEsophagusESCC8.02e-161.19e-010.1327
114789SLC25A25P8T-EHumanEsophagusESCC1.58e-259.00e-010.0889
114789SLC25A25P9T-EHumanEsophagusESCC6.11e-195.29e-010.1131
114789SLC25A25P10T-EHumanEsophagusESCC2.53e-17-9.37e-020.116
114789SLC25A25P11T-EHumanEsophagusESCC4.66e-065.54e-010.1426
114789SLC25A25P12T-EHumanEsophagusESCC5.66e-063.15e-010.1122
114789SLC25A25P15T-EHumanEsophagusESCC8.92e-142.82e-010.1149
114789SLC25A25P16T-EHumanEsophagusESCC3.25e-169.23e-020.1153
114789SLC25A25P21T-EHumanEsophagusESCC2.24e-121.61e-010.1617
114789SLC25A25P22T-EHumanEsophagusESCC2.98e-141.15e-010.1236
114789SLC25A25P23T-EHumanEsophagusESCC1.08e-157.68e-010.108
114789SLC25A25P24T-EHumanEsophagusESCC3.63e-181.94e-020.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:00352647EsophagusESCCmulticellular organism growth80/8552132/187233.84e-042.22e-0380
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:001593114Oral cavityOSCCnucleobase-containing compound transport150/7305222/187234.86e-185.04e-16150
GO:004533318Oral cavityOSCCcellular respiration153/7305230/187232.07e-171.87e-15153
GO:001598018Oral cavityOSCCenergy derivation by oxidation of organic compounds190/7305318/187234.10e-142.26e-12190
GO:004603420Oral cavityOSCCATP metabolic process166/7305277/187231.16e-125.12e-11166
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:19012642Oral cavityOSCCcarbohydrate derivative transport44/730580/187232.67e-031.16e-0244
GO:00148233Oral cavityOSCCresponse to activity41/730576/187235.78e-032.22e-0241
GO:00352646Oral cavityOSCCmulticellular organism growth65/7305132/187231.06e-023.60e-0265
GO:004533319Oral cavityLPcellular respiration124/4623230/187231.35e-213.38e-19124
GO:000609119Oral cavityLPgeneration of precursor metabolites and energy214/4623490/187231.12e-202.60e-18214
GO:001598019Oral cavityLPenergy derivation by oxidation of organic compounds145/4623318/187232.44e-163.64e-14145
GO:0046034110Oral cavityLPATP metabolic process128/4623277/187233.95e-155.38e-13128
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SLC25A25SNVMissense_Mutationc.385N>Ap.Asp129Asnp.D129NQ6KCM7protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SLC25A25SNVMissense_Mutationc.1088N>Tp.Ser363Leup.S363LQ6KCM7protein_codingdeleterious(0.01)benign(0.029)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SLC25A25SNVMissense_Mutationrs753341608c.1358C>Tp.Ala453Valp.A453VQ6KCM7protein_codingdeleterious(0.03)probably_damaging(0.923)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A25SNVMissense_Mutationrs772416779c.1421N>Ap.Arg474Glnp.R474QQ6KCM7protein_codingtolerated(0.7)benign(0.007)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A25SNVMissense_Mutationc.1470N>Tp.Met490Ilep.M490IQ6KCM7protein_codingtolerated(0.29)benign(0.061)TCGA-AA-3695-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
SLC25A25SNVMissense_Mutationc.61G>Ap.Ala21Thrp.A21TQ6KCM7protein_codingtolerated_low_confidence(0.46)benign(0)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC25A25SNVMissense_Mutationrs765220171c.733N>Ap.Val245Ilep.V245IQ6KCM7protein_codingdeleterious(0.05)possibly_damaging(0.471)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC25A25SNVMissense_Mutationnovelc.274N>Ap.Ala92Thrp.A92TQ6KCM7protein_codingtolerated(0.37)benign(0.021)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC25A25SNVMissense_Mutationnovelc.1323N>Ap.Ser441Argp.S441RQ6KCM7protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC25A25SNVMissense_Mutationnovelc.1016N>Gp.Ile339Serp.I339SQ6KCM7protein_codingtolerated(0.05)possibly_damaging(0.454)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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
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