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: SLC25A3

Gene summary for SLC25A3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A3

Gene ID

5250

Gene namesolute carrier family 25 member 3
Gene AliasOK/SW-cl.48
Cytomap12q23.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024RBE8


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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
5250SLC25A3GSM4909281HumanBreastIDC1.19e-06-3.02e-010.21
5250SLC25A3GSM4909282HumanBreastIDC2.41e-12-4.59e-01-0.0288
5250SLC25A3GSM4909287HumanBreastIDC4.19e-02-3.39e-010.2057
5250SLC25A3GSM4909288HumanBreastIDC3.96e-035.27e-030.0988
5250SLC25A3GSM4909294HumanBreastIDC5.05e-07-8.92e-020.2022
5250SLC25A3GSM4909296HumanBreastIDC4.43e-11-2.96e-010.1524
5250SLC25A3GSM4909297HumanBreastIDC8.03e-29-4.08e-010.1517
5250SLC25A3GSM4909301HumanBreastIDC2.79e-26-7.03e-010.1577
5250SLC25A3GSM4909302HumanBreastIDC1.50e-11-5.51e-010.1545
5250SLC25A3GSM4909307HumanBreastIDC2.08e-08-4.16e-010.1569
5250SLC25A3GSM4909309HumanBreastIDC5.38e-03-2.59e-010.0483
5250SLC25A3GSM4909311HumanBreastIDC2.07e-59-7.57e-010.1534
5250SLC25A3GSM4909312HumanBreastIDC4.15e-09-1.41e-010.1552
5250SLC25A3GSM4909313HumanBreastIDC4.49e-03-1.90e-010.0391
5250SLC25A3GSM4909315HumanBreastIDC8.42e-122.27e-010.21
5250SLC25A3GSM4909316HumanBreastIDC3.12e-131.66e-010.21
5250SLC25A3GSM4909319HumanBreastIDC1.70e-70-6.35e-010.1563
5250SLC25A3GSM4909320HumanBreastIDC4.81e-14-8.00e-010.1575
5250SLC25A3GSM4909321HumanBreastIDC3.13e-22-4.52e-010.1559
5250SLC25A3brca1HumanBreastPrecancer2.84e-133.97e-01-0.0338
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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
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:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:19905427BreastPrecancermitochondrial transmembrane transport22/1080102/187236.38e-083.80e-0622
GO:00550767BreastPrecancertransition metal ion homeostasis20/1080138/187231.28e-042.24e-0320
GO:00550725BreastPrecanceriron ion homeostasis12/108085/187233.41e-032.85e-0212
GO:00068263BreastPrecanceriron ion transport9/108058/187235.67e-034.08e-029
GO:00000412BreastPrecancertransition metal ion transport13/1080105/187237.35e-034.89e-0213
GO:190260012BreastIDCproton transmembrane transport40/1434157/187237.34e-121.34e-0940
GO:000683913BreastIDCmitochondrial transport51/1434254/187231.54e-101.83e-0851
GO:199054214BreastIDCmitochondrial transmembrane transport25/1434102/187231.39e-077.74e-0625
GO:005507613BreastIDCtransition metal ion homeostasis23/1434138/187233.20e-044.79e-0323
GO:000682611BreastIDCiron ion transport11/143458/187234.10e-033.25e-0211
GO:005507212BreastIDCiron ion homeostasis14/143485/187234.98e-033.77e-0214
GO:190260022BreastDCISproton transmembrane transport40/1390157/187232.77e-125.80e-1040
GO:000683923BreastDCISmitochondrial transport51/1390254/187235.04e-116.79e-0951
GO:199054222BreastDCISmitochondrial transmembrane transport25/1390102/187237.63e-084.45e-0625
GO:005507622BreastDCIStransition metal ion homeostasis23/1390138/187232.04e-043.27e-0323
GO:000682621BreastDCISiron ion transport11/139058/187233.23e-032.73e-0211
GO:005507221BreastDCISiron ion homeostasis14/139085/187233.78e-033.03e-0214
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
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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
SLC25A3insertionNonsense_Mutationnovelc.832_833insTTTTTTTTTTTTCCCTAGAGTAAGGACp.Ala278delinsValPhePhePheSerLeuGluTerGlyProp.A278delinsVFFFSLE*GPQ00325protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
SLC25A3SNVMissense_Mutationnovelc.1031N>Ap.Arg344Hisp.R344HQ00325protein_codingdeleterious(0)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC25A3SNVMissense_Mutationc.607G>Ap.Ala203Thrp.A203TQ00325protein_codingtolerated(0.07)possibly_damaging(0.845)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A3SNVMissense_Mutationnovelc.566N>Ap.Arg189Glnp.R189QQ00325protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-AA-3818-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC25A3SNVMissense_Mutationc.914N>Tp.Arg305Ilep.R305IQ00325protein_codingdeleterious(0.01)benign(0.14)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC25A3SNVMissense_Mutationc.883N>Cp.Lys295Glnp.K295QQ00325protein_codingdeleterious(0.02)benign(0.152)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SLC25A3SNVMissense_Mutationc.32C>Tp.Ala11Valp.A11VQ00325protein_codingtolerated_low_confidence(0.51)benign(0.03)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC25A3SNVMissense_Mutationc.963N>Tp.Met321Ilep.M321IQ00325protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A3SNVMissense_Mutationc.880N>Ap.Glu294Lysp.E294KQ00325protein_codingtolerated(0.21)benign(0.174)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A3SNVMissense_Mutationnovelc.206N>Tp.Gly69Valp.G69VQ00325protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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