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: SLC16A3

Gene summary for SLC16A3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC16A3

Gene ID

9123

Gene namesolute carrier family 16 member 3
Gene AliasMCT 3
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R8U1


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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
9123SLC16A3P26T-EHumanEsophagusESCC1.96e-381.15e+000.1276
9123SLC16A3P27T-EHumanEsophagusESCC1.00e-082.38e-010.1055
9123SLC16A3P28T-EHumanEsophagusESCC7.03e-481.05e+000.1149
9123SLC16A3P30T-EHumanEsophagusESCC3.55e-171.14e+000.137
9123SLC16A3P31T-EHumanEsophagusESCC9.83e-401.15e+000.1251
9123SLC16A3P32T-EHumanEsophagusESCC9.06e-982.38e+000.1666
9123SLC16A3P36T-EHumanEsophagusESCC7.25e-191.06e+000.1187
9123SLC16A3P37T-EHumanEsophagusESCC5.33e-411.30e+000.1371
9123SLC16A3P38T-EHumanEsophagusESCC4.80e-181.40e+000.127
9123SLC16A3P39T-EHumanEsophagusESCC9.17e-347.67e-010.0894
9123SLC16A3P40T-EHumanEsophagusESCC2.84e-083.26e-010.109
9123SLC16A3P42T-EHumanEsophagusESCC1.15e-044.63e-010.1175
9123SLC16A3P44T-EHumanEsophagusESCC1.53e-121.01e+000.1096
9123SLC16A3P47T-EHumanEsophagusESCC1.21e-339.56e-010.1067
9123SLC16A3P48T-EHumanEsophagusESCC4.38e-193.10e-010.0959
9123SLC16A3P49T-EHumanEsophagusESCC3.68e-141.79e+000.1768
9123SLC16A3P52T-EHumanEsophagusESCC1.05e-083.93e-010.1555
9123SLC16A3P54T-EHumanEsophagusESCC5.89e-135.16e-010.0975
9123SLC16A3P56T-EHumanEsophagusESCC7.79e-045.65e-010.1613
9123SLC16A3P57T-EHumanEsophagusESCC9.60e-225.71e-010.0926
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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
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052309BreastPrecancerCentral carbon metabolism in cancer13/68470/84653.57e-032.17e-021.66e-0213
hsa0523012BreastPrecancerCentral carbon metabolism in cancer13/68470/84653.57e-032.17e-021.66e-0213
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa052301ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa052302ColorectumSERCentral carbon metabolism in cancer25/158070/84655.43e-044.51e-033.27e-0325
hsa052303ColorectumSERCentral carbon metabolism in cancer25/158070/84655.43e-044.51e-033.27e-0325
hsa052304ColorectumMSSCentral carbon metabolism in cancer25/187570/84656.50e-032.64e-021.62e-0225
hsa052305ColorectumMSSCentral carbon metabolism in cancer25/187570/84656.50e-032.64e-021.62e-0225
hsa0523018EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0523019EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0523021LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
hsa0523031LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
hsa0523016Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523017Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523023Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0523033Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
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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
SLC16A3deletionIn_Frame_Delnovelc.19_30delNNNNNNNNNNNNp.Asp7_Pro10delp.D7_P10delO15427protein_codingTCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC16A3SNVMissense_Mutationc.1030N>Gp.Met344Valp.M344VO15427protein_codingdeleterious(0)probably_damaging(0.996)TCGA-Q1-A5R3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
SLC16A3SNVMissense_Mutationnovelc.701N>Tp.Ala234Valp.A234VO15427protein_codingdeleterious(0)probably_damaging(0.924)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC16A3SNVMissense_Mutationrs751794791c.878N>Gp.Tyr293Cysp.Y293CO15427protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC16A3SNVMissense_Mutationc.302N>Ap.Gly101Aspp.G101DO15427protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC16A3SNVMissense_Mutationrs754295601c.955N>Ap.Gly319Serp.G319SO15427protein_codingtolerated(0.53)benign(0.072)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
SLC16A3SNVMissense_Mutationnovelc.416N>Tp.Arg139Leup.R139LO15427protein_codingtolerated(0.26)benign(0.053)TCGA-AJ-A3EM-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC16A3SNVMissense_Mutationnovelc.1099G>Ap.Val367Metp.V367MO15427protein_codingdeleterious(0.04)probably_damaging(1)TCGA-D1-A16Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC16A3SNVMissense_Mutationnovelc.22N>Ap.Glu8Lysp.E8KO15427protein_codingtolerated(0.29)benign(0.037)TCGA-D1-A1O7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC16A3SNVMissense_Mutationnovelc.1178N>Tp.Ala393Valp.A393VO15427protein_codingtolerated(0.4)benign(0.01)TCGA-E6-A1LX-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
9123SLC16A3DRUGGABLE GENOME, TRANSPORTERSTZSTREPTOZOCIN12611763
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