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: SLC25A36

Gene summary for SLC25A36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A36

Gene ID

55186

Gene namesolute carrier family 25 member 36
Gene AliasPNC2
Cytomap3q23
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

Q96CQ1


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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
55186SLC25A36HTA11_3410_2000001011HumanColorectumAD1.37e-18-6.21e-010.0155
55186SLC25A36HTA11_2487_2000001011HumanColorectumSER4.24e-05-4.91e-01-0.1808
55186SLC25A36HTA11_78_2000001011HumanColorectumAD5.90e-04-3.19e-01-0.1088
55186SLC25A36HTA11_3361_2000001011HumanColorectumAD4.05e-08-6.13e-01-0.1207
55186SLC25A36HTA11_83_2000001011HumanColorectumSER1.88e-04-5.60e-01-0.1526
55186SLC25A36HTA11_696_2000001011HumanColorectumAD1.48e-28-6.25e-01-0.1464
55186SLC25A36HTA11_866_2000001011HumanColorectumAD4.73e-11-4.41e-01-0.1001
55186SLC25A36HTA11_1391_2000001011HumanColorectumAD2.14e-11-5.29e-01-0.059
55186SLC25A36HTA11_2992_2000001011HumanColorectumSER4.87e-02-6.12e-01-0.1706
55186SLC25A36HTA11_5212_2000001011HumanColorectumAD2.35e-02-6.00e-01-0.2061
55186SLC25A36HTA11_7862_2000001011HumanColorectumAD1.79e-02-5.07e-01-0.0179
55186SLC25A36HTA11_866_3004761011HumanColorectumAD8.60e-10-4.95e-010.096
55186SLC25A36HTA11_8622_2000001021HumanColorectumSER2.76e-02-5.62e-010.0528
55186SLC25A36HTA11_10711_2000001011HumanColorectumAD1.40e-06-5.40e-010.0338
55186SLC25A36HTA11_7696_3000711011HumanColorectumAD7.56e-17-5.10e-010.0674
55186SLC25A36HTA11_11156_2000001011HumanColorectumAD1.62e-02-7.23e-010.0397
55186SLC25A36HTA11_99999973899_84307HumanColorectumMSS5.08e-03-5.24e-010.2585
55186SLC25A36HTA11_99999974143_84620HumanColorectumMSS9.87e-09-4.27e-010.3005
55186SLC25A36A002-C-010HumanColorectumFAP3.25e-05-2.64e-010.242
55186SLC25A36A001-C-207HumanColorectumFAP1.80e-02-1.72e-010.1278
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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
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
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:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:1990542ColorectumADmitochondrial transmembrane transport47/3918102/187231.09e-086.52e-0747
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0051881ColorectumADregulation of mitochondrial membrane potential29/391874/187232.54e-043.20e-0329
GO:0015748ColorectumADorganophosphate ester transport42/3918140/187237.04e-034.31e-0242
GO:00068391ColorectumSERmitochondrial transport87/2897254/187237.91e-143.03e-1187
GO:19905421ColorectumSERmitochondrial transmembrane transport42/2897102/187233.65e-104.77e-0842
GO:00159311ColorectumSERnucleobase-containing compound transport54/2897222/187233.65e-045.67e-0354
GO:00518811ColorectumSERregulation of mitochondrial membrane potential22/289774/187231.41e-031.53e-0222
GO:00068392ColorectumMSSmitochondrial transport93/3467254/187236.14e-129.82e-1093
GO:19905422ColorectumMSSmitochondrial transmembrane transport41/3467102/187232.70e-071.11e-0541
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:00518812ColorectumMSSregulation of mitochondrial membrane potential25/346774/187231.25e-031.20e-0225
GO:19905423ColorectumFAPmitochondrial transmembrane transport29/2622102/187231.09e-041.80e-0329
GO:00068394ColorectumFAPmitochondrial transport55/2622254/187235.58e-046.24e-0355
GO:00159314ColorectumFAPnucleobase-containing compound transport45/2622222/187236.22e-033.90e-0245
GO:0042391ColorectumCRCregulation of membrane potential67/2078434/187233.27e-032.81e-0267
GO:000683910EndometriumAEHmitochondrial transport66/2100254/187233.55e-114.96e-0966
GO:19905429EndometriumAEHmitochondrial transmembrane transport31/2100102/187231.29e-075.97e-0631
GO:00518817EndometriumAEHregulation of mitochondrial membrane potential24/210074/187238.97e-073.19e-0524
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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
SLC25A36SNVMissense_Mutationc.169N>Gp.Asn57Aspp.N57DQ96CQ1protein_codingtolerated(0.64)benign(0.061)TCGA-AR-A24M-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
SLC25A36SNVMissense_Mutationc.592N>Cp.Glu198Glnp.E198QQ96CQ1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC25A36SNVMissense_Mutationc.722N>Tp.Thr241Ilep.T241IQ96CQ1protein_codingtolerated(0.1)probably_damaging(0.998)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A36SNVMissense_Mutationnovelc.385N>Tp.Gly129Cysp.G129CQ96CQ1protein_codingdeleterious(0)benign(0.144)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC25A36SNVMissense_Mutationnovelc.251N>Gp.Leu84Argp.L84RQ96CQ1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SLC25A36SNVMissense_Mutationnovelc.788N>Ap.Ser263Tyrp.S263YQ96CQ1protein_codingdeleterious(0.05)possibly_damaging(0.863)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SLC25A36deletionFrame_Shift_Delnovelc.522delAp.Gly175AspfsTer26p.G175Dfs*26Q96CQ1protein_codingTCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A36SNVMissense_Mutationc.493N>Tp.Arg165Cysp.R165CQ96CQ1protein_codingdeleterious(0)probably_damaging(0.94)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC25A36SNVMissense_Mutationnovelc.848N>Cp.Gly283Alap.G283AQ96CQ1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC25A36SNVMissense_Mutationnovelc.628N>Ap.Ala210Thrp.A210TQ96CQ1protein_codingtolerated(0.37)benign(0.001)TCGA-A5-A1OF-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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