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: SLC31A1

Gene summary for SLC31A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC31A1

Gene ID

1317

Gene namesolute carrier family 31 member 1
Gene AliasCOPT1
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

A0A024R824


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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
1317SLC31A1LZE4THumanEsophagusESCC3.02e-091.64e-010.0811
1317SLC31A1LZE5THumanEsophagusESCC4.68e-086.17e-010.0514
1317SLC31A1LZE7THumanEsophagusESCC3.23e-021.71e-010.0667
1317SLC31A1LZE8THumanEsophagusESCC9.75e-061.33e-010.067
1317SLC31A1LZE20THumanEsophagusESCC5.37e-071.83e-010.0662
1317SLC31A1LZE24THumanEsophagusESCC3.34e-123.19e-010.0596
1317SLC31A1P1T-EHumanEsophagusESCC4.49e-032.35e-010.0875
1317SLC31A1P2T-EHumanEsophagusESCC2.53e-376.38e-010.1177
1317SLC31A1P4T-EHumanEsophagusESCC7.08e-224.08e-010.1323
1317SLC31A1P5T-EHumanEsophagusESCC1.48e-132.87e-010.1327
1317SLC31A1P8T-EHumanEsophagusESCC6.32e-071.89e-010.0889
1317SLC31A1P9T-EHumanEsophagusESCC5.38e-122.54e-010.1131
1317SLC31A1P10T-EHumanEsophagusESCC2.07e-091.95e-010.116
1317SLC31A1P11T-EHumanEsophagusESCC1.46e-064.36e-010.1426
1317SLC31A1P12T-EHumanEsophagusESCC1.96e-112.64e-010.1122
1317SLC31A1P15T-EHumanEsophagusESCC1.18e-092.11e-010.1149
1317SLC31A1P16T-EHumanEsophagusESCC2.97e-252.59e-010.1153
1317SLC31A1P17T-EHumanEsophagusESCC2.28e-053.09e-010.1278
1317SLC31A1P19T-EHumanEsophagusESCC6.76e-072.67e-010.1662
1317SLC31A1P20T-EHumanEsophagusESCC2.47e-097.44e-020.1124
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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
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
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550703EsophagusESCCcopper ion homeostasis15/855218/187231.20e-035.88e-0315
GO:00068781EsophagusESCCcellular copper ion homeostasis12/855215/187237.31e-032.63e-0212
GO:00550766LiverCirrhotictransition metal ion homeostasis59/4634138/187232.59e-064.65e-0559
GO:00469164LiverCirrhoticcellular transition metal ion homeostasis48/4634115/187234.51e-055.30e-0448
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:004691611LiverHCCcellular transition metal ion homeostasis67/7958115/187234.64e-043.08e-0367
GO:0055070LiverHCCcopper ion homeostasis14/795818/187232.57e-031.23e-0214
GO:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
GO:005507610Oral cavityOSCCtransition metal ion homeostasis81/7305138/187232.13e-062.72e-0581
GO:00469168Oral cavityOSCCcellular transition metal ion homeostasis64/7305115/187232.13e-041.40e-0364
GO:00550702Oral cavityOSCCcopper ion homeostasis14/730518/187239.51e-044.96e-0314
GO:0006878Oral cavityOSCCcellular copper ion homeostasis11/730515/187237.49e-032.75e-0211
GO:005507616Oral cavityLPtransition metal ion homeostasis54/4623138/187231.19e-041.40e-0354
GO:004691615Oral cavityLPcellular transition metal ion homeostasis46/4623115/187232.02e-042.20e-0346
GO:00550701Oral cavityLPcopper ion homeostasis10/462318/187234.91e-033.06e-0210
GO:005507618SkincSCCtransition metal ion homeostasis57/4864138/187235.96e-055.86e-0457
GO:004691610SkincSCCcellular transition metal ion homeostasis48/4864115/187231.63e-041.43e-0348
GO:00550704SkincSCCcopper ion homeostasis12/486418/187233.39e-042.68e-0312
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa015247EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa0152414EsophagusESCCPlatinum drug resistance56/420573/84651.85e-061.13e-055.78e-0656
hsa015244LiverCirrhoticPlatinum drug resistance34/253073/84651.86e-038.37e-035.16e-0334
hsa0152411LiverCirrhoticPlatinum drug resistance34/253073/84651.86e-038.37e-035.16e-0334
hsa015242LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa015243LiverHCCPlatinum drug resistance52/402073/84653.14e-051.88e-041.04e-0452
hsa015246Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
hsa0152413Oral cavityOSCCPlatinum drug resistance51/370473/84655.41e-062.75e-051.40e-0551
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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
SLC31A1SNVMissense_Mutationc.89N>Tp.Ser30Leup.S30LO15431protein_codingtolerated(0.16)benign(0.036)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
SLC31A1SNVMissense_Mutationrs757926731c.360N>Gp.His120Glnp.H120QO15431protein_codingtolerated(0.32)benign(0.147)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SLC31A1insertionNonsense_Mutationnovelc.489_490insTTTGCCCCATCACTGACACTTTGAGCATGGTCTTTATTTTATTGTp.Ala163_Val164insPheAlaProSerLeuThrLeuTerAlaTrpSerLeuPheTyrCysp.A163_V164insFAPSLTL*AWSLFYCO15431protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SLC31A1SNVMissense_Mutationrs752644549c.304N>Tp.Arg102Cysp.R102CO15431protein_codingdeleterious(0)probably_damaging(0.939)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC31A1SNVMissense_Mutationrs143362872c.179N>Ap.Gly60Aspp.G60DO15431protein_codingtolerated(0.17)possibly_damaging(0.451)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC31A1SNVMissense_Mutationnovelc.218N>Cp.Phe73Serp.F73SO15431protein_codingdeleterious(0.04)possibly_damaging(0.551)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC31A1SNVMissense_Mutationnovelc.197N>Ap.Ala66Aspp.A66DO15431protein_codingdeleterious(0.01)benign(0.283)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC31A1SNVMissense_Mutationnovelc.409N>Ap.Val137Metp.V137MO15431protein_codingtolerated(0.1)possibly_damaging(0.541)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC31A1SNVMissense_Mutationnovelc.280N>Ap.Leu94Metp.L94MO15431protein_codingdeleterious(0.04)possibly_damaging(0.621)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
SLC31A1SNVMissense_Mutationc.232N>Gp.Leu78Valp.L78VO15431protein_codingtolerated(0.19)benign(0.033)TCGA-AX-A0J0-01Endometriumuterine 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
1317SLC31A1TRANSPORTERcisplatinCISPLATIN22725681,22516052
1317SLC31A1TRANSPORTERcarboplatinCARBOPLATIN22725681
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