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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SLC19A1

Gene summary for SLC19A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC19A1

Gene ID

6573

Gene namesolute carrier family 19 member 1
Gene AliasCHMD
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P41440


Top

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
6573SLC19A1P2T-EHumanEsophagusESCC2.13e-081.68e-010.1177
6573SLC19A1P4T-EHumanEsophagusESCC7.93e-071.88e-010.1323
6573SLC19A1P5T-EHumanEsophagusESCC9.95e-081.76e-010.1327
6573SLC19A1P10T-EHumanEsophagusESCC4.12e-111.60e-010.116
6573SLC19A1P11T-EHumanEsophagusESCC2.06e-072.43e-010.1426
6573SLC19A1P12T-EHumanEsophagusESCC9.43e-051.31e-010.1122
6573SLC19A1P15T-EHumanEsophagusESCC3.26e-028.50e-020.1149
6573SLC19A1P16T-EHumanEsophagusESCC2.56e-163.32e-010.1153
6573SLC19A1P21T-EHumanEsophagusESCC2.03e-091.97e-010.1617
6573SLC19A1P22T-EHumanEsophagusESCC3.97e-041.07e-010.1236
6573SLC19A1P23T-EHumanEsophagusESCC9.87e-031.03e-010.108
6573SLC19A1P26T-EHumanEsophagusESCC2.69e-031.36e-010.1276
6573SLC19A1P27T-EHumanEsophagusESCC1.88e-049.95e-020.1055
6573SLC19A1P28T-EHumanEsophagusESCC9.03e-092.16e-010.1149
6573SLC19A1P30T-EHumanEsophagusESCC1.89e-052.21e-010.137
6573SLC19A1P31T-EHumanEsophagusESCC1.02e-122.41e-010.1251
6573SLC19A1P32T-EHumanEsophagusESCC4.24e-091.99e-010.1666
6573SLC19A1P37T-EHumanEsophagusESCC8.12e-102.05e-010.1371
6573SLC19A1P40T-EHumanEsophagusESCC2.37e-021.02e-010.109
6573SLC19A1P42T-EHumanEsophagusESCC2.62e-051.52e-010.1175
Page: 1 2 3 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001593117EsophagusESCCnucleobase-containing compound transport162/8552222/187239.87e-177.93e-15162
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00425584EsophagusESCCpteridine-containing compound metabolic process25/855233/187234.30e-042.43e-0325
GO:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
GO:00067602EsophagusESCCfolic acid-containing compound metabolic process19/855226/187234.31e-031.71e-0219
GO:00466551EsophagusESCCfolic acid metabolic process11/855214/187231.30e-024.27e-0211
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
GO:00425581LiverHCCpteridine-containing compound metabolic process28/795833/187236.57e-071.03e-0528
GO:00067601LiverHCCfolic acid-containing compound metabolic process22/795826/187231.23e-051.39e-0422
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:0046655LiverHCCfolic acid metabolic process12/795814/187231.17e-036.54e-0312
GO:1901264LiverHCCcarbohydrate derivative transport48/795880/187231.19e-036.62e-0348
GO:015010411LiverHCCtransport across blood-brain barrier50/795887/187233.42e-031.55e-0250
GO:001023211LiverHCCvascular transport50/795888/187234.69e-032.02e-0250
GO:00075651LiverHCCfemale pregnancy99/7958193/187238.24e-033.23e-0299
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa01523LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa015231LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
SLC19A1SNVMissense_Mutationc.413N>Gp.Ser138Cysp.S138CP41440protein_codingdeleterious(0)probably_damaging(0.997)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SLC19A1SNVMissense_Mutationnovelc.952N>Ap.Ala318Thrp.A318TP41440protein_codingdeleterious(0.02)benign(0.243)TCGA-VS-A94Y-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC19A1insertionFrame_Shift_Insnovelc.649_650insATGGGGCAp.Arg217HisfsTer17p.R217Hfs*17P41440protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SLC19A1insertionFrame_Shift_Insnovelc.647_648insTp.Arg217ProfsTer177p.R217Pfs*177P41440protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
SLC19A1SNVMissense_Mutationrs771242705c.436N>Tp.Pro146Serp.P146SP41440protein_codingtolerated(0.06)probably_damaging(0.992)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
SLC19A1SNVMissense_Mutationc.235G>Ap.Val79Metp.V79MP41440protein_codingtolerated(0.08)probably_damaging(0.997)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
SLC19A1SNVMissense_Mutationnovelc.844T>Cp.Tyr282Hisp.Y282HP41440protein_codingtolerated(0.08)possibly_damaging(0.774)TCGA-AA-3866-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC19A1SNVMissense_Mutationnovelc.838G>Ap.Gly280Serp.G280SP41440protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC19A1SNVMissense_Mutationc.1038N>Tp.Gln346Hisp.Q346HP41440protein_codingdeleterious(0.05)probably_damaging(0.959)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
SLC19A1SNVMissense_Mutationc.1189N>Ap.Ala397Thrp.A397TP41440protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
Page: 1 2 3 4 5 6 7 

Top

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
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEFolic Acid
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMERALTITREXEDRALTITREXED21879757
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEleucovorinLEUCOVORIN16115875
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEcisplatinCISPLATIN16875718
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEMethotrexateMETHOTREXATE
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEfluorouracilFLUOROURACIL16875718
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEPEMETREXEDPEMETREXED21879757
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEPlatinum compounds29662106
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOME178101388
6573SLC19A1TRANSPORTER, EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEraltitrexedRALTITREXED11705857
Page: 1 2