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: SLC25A37

Gene summary for SLC25A37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A37

Gene ID

51312

Gene namesolute carrier family 25 member 37
Gene AliasHT015
Cytomap8p21.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q71JB2


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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
51312SLC25A37GSM4909282HumanBreastIDC9.39e-215.77e-01-0.0288
51312SLC25A37GSM4909285HumanBreastIDC1.02e-112.89e-010.21
51312SLC25A37GSM4909286HumanBreastIDC3.56e-11-2.81e-010.1081
51312SLC25A37GSM4909290HumanBreastIDC3.63e-07-4.77e-010.2096
51312SLC25A37GSM4909291HumanBreastIDC1.80e-10-5.81e-010.1753
51312SLC25A37GSM4909293HumanBreastIDC2.02e-05-4.61e-010.1581
51312SLC25A37GSM4909294HumanBreastIDC4.97e-18-6.06e-010.2022
51312SLC25A37GSM4909296HumanBreastIDC2.44e-18-5.94e-010.1524
51312SLC25A37GSM4909297HumanBreastIDC5.49e-27-6.13e-010.1517
51312SLC25A37GSM4909298HumanBreastIDC4.56e-05-3.27e-010.1551
51312SLC25A37GSM4909301HumanBreastIDC2.64e-09-5.36e-010.1577
51312SLC25A37GSM4909303HumanBreastIDC4.00e-05-5.99e-010.0438
51312SLC25A37GSM4909304HumanBreastIDC5.15e-13-5.34e-010.1636
51312SLC25A37GSM4909306HumanBreastIDC4.78e-09-5.07e-010.1564
51312SLC25A37GSM4909308HumanBreastIDC1.47e-11-4.76e-010.158
51312SLC25A37GSM4909311HumanBreastIDC2.24e-21-5.41e-010.1534
51312SLC25A37GSM4909312HumanBreastIDC7.54e-25-6.40e-010.1552
51312SLC25A37GSM4909315HumanBreastIDC1.74e-12-5.34e-010.21
51312SLC25A37GSM4909316HumanBreastIDC1.03e-07-6.61e-010.21
51312SLC25A37GSM4909318HumanBreastIDC7.63e-04-6.72e-010.2031
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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: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: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: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:000683910EndometriumAEHmitochondrial transport66/2100254/187233.55e-114.96e-0966
GO:19905429EndometriumAEHmitochondrial transmembrane transport31/2100102/187231.29e-075.97e-0631
GO:000683915EndometriumEECmitochondrial transport67/2168254/187235.04e-117.03e-0967
GO:199054216EndometriumEECmitochondrial transmembrane transport31/2168102/187232.65e-071.11e-0531
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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
SLC25A37SNVMissense_Mutationnovelc.509G>Ap.Arg170Hisp.R170HQ9NYZ2protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC25A37SNVMissense_Mutationrs746602617c.940N>Ap.Ala314Thrp.A314TQ9NYZ2protein_codingdeleterious(0.02)probably_damaging(0.918)TCGA-3L-AA1B-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC25A37SNVMissense_Mutationc.769G>Ap.Val257Ilep.V257IQ9NYZ2protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC25A37SNVMissense_Mutationc.346C>Tp.Pro116Serp.P116SQ9NYZ2protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SLC25A37SNVMissense_Mutationc.535N>Tp.Arg179Trpp.R179WQ9NYZ2protein_codingdeleterious(0)possibly_damaging(0.766)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A37SNVMissense_Mutationc.403N>Ap.Val135Ilep.V135IQ9NYZ2protein_codingtolerated(0.48)benign(0.022)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A37SNVMissense_Mutationrs371477159c.614N>Cp.Leu205Prop.L205PQ9NYZ2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC25A37SNVMissense_Mutationnovelc.292G>Ap.Glu98Lysp.E98KQ9NYZ2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
SLC25A37SNVMissense_Mutationnovelc.391N>Gp.Thr131Alap.T131AQ9NYZ2protein_codingtolerated(0.48)benign(0.038)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A37SNVMissense_Mutationc.781C>Ap.Leu261Ilep.L261IQ9NYZ2protein_codingdeleterious(0.04)probably_damaging(0.968)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
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