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: SLC27A1

Gene summary for SLC27A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC27A1

Gene ID

376497

Gene namesolute carrier family 27 member 1
Gene AliasACSVL5
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0001579

UniProtAcc

Q6PCB7


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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
376497SLC27A1LZE4THumanEsophagusESCC1.38e-024.97e-020.0811
376497SLC27A1LZE24THumanEsophagusESCC6.16e-067.84e-020.0596
376497SLC27A1P2T-EHumanEsophagusESCC3.19e-089.28e-020.1177
376497SLC27A1P4T-EHumanEsophagusESCC1.48e-086.57e-020.1323
376497SLC27A1P8T-EHumanEsophagusESCC3.51e-061.36e-010.0889
376497SLC27A1P9T-EHumanEsophagusESCC1.13e-054.42e-020.1131
376497SLC27A1P11T-EHumanEsophagusESCC1.95e-092.44e-010.1426
376497SLC27A1P12T-EHumanEsophagusESCC9.07e-088.90e-020.1122
376497SLC27A1P15T-EHumanEsophagusESCC2.36e-099.06e-020.1149
376497SLC27A1P16T-EHumanEsophagusESCC3.19e-192.79e-010.1153
376497SLC27A1P19T-EHumanEsophagusESCC1.08e-064.13e-010.1662
376497SLC27A1P20T-EHumanEsophagusESCC6.80e-059.02e-020.1124
376497SLC27A1P21T-EHumanEsophagusESCC1.02e-081.50e-010.1617
376497SLC27A1P22T-EHumanEsophagusESCC5.29e-085.68e-020.1236
376497SLC27A1P23T-EHumanEsophagusESCC1.12e-098.39e-020.108
376497SLC27A1P24T-EHumanEsophagusESCC1.74e-057.97e-020.1287
376497SLC27A1P26T-EHumanEsophagusESCC6.41e-038.11e-020.1276
376497SLC27A1P27T-EHumanEsophagusESCC1.09e-056.36e-020.1055
376497SLC27A1P28T-EHumanEsophagusESCC1.09e-152.14e-010.1149
376497SLC27A1P30T-EHumanEsophagusESCC4.59e-081.39e-010.137
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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
∗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:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:003286918EsophagusESCCcellular response to insulin stimulus124/8552203/187236.63e-066.75e-05124
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:007137516EsophagusESCCcellular response to peptide hormone stimulus166/8552290/187234.48e-053.55e-04166
GO:00066561EsophagusESCCphosphatidylcholine biosynthetic process24/855229/187234.50e-053.55e-0424
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00423986EsophagusESCCcellular modified amino acid biosynthetic process34/855246/187239.39e-056.70e-0434
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049318EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
hsa0493113EsophagusESCCInsulin resistance69/4205108/84651.92e-035.54e-032.84e-0369
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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
SLC27A1SNVMissense_Mutationrs369713751c.631N>Ap.Glu211Lysp.E211KQ6PCB7protein_codingtolerated(0.46)benign(0.015)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC27A1SNVMissense_Mutationc.1141C>Tp.Arg381Cysp.R381CQ6PCB7protein_codingdeleterious(0.01)possibly_damaging(0.717)TCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
SLC27A1SNVMissense_Mutationc.1334N>Ap.Gly445Glup.G445EQ6PCB7protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC27A1insertionFrame_Shift_Insnovelc.1066_1067insGGCTCACACCTGGAATCTCACACTTTGGGp.His356ArgfsTer77p.H356Rfs*77Q6PCB7protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
SLC27A1SNVMissense_Mutationc.503N>Gp.Ala168Glyp.A168GQ6PCB7protein_codingtolerated(0.11)benign(0.219)TCGA-DS-A7WF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC27A1SNVMissense_Mutationc.945N>Tp.Lys315Asnp.K315NQ6PCB7protein_codingdeleterious(0)probably_damaging(0.916)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC27A1SNVMissense_Mutationnovelc.746N>Tp.Thr249Metp.T249MQ6PCB7protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC27A1SNVMissense_Mutationrs753383046c.1297N>Tp.Arg433Trpp.R433WQ6PCB7protein_codingdeleterious(0.02)possibly_damaging(0.841)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC27A1SNVMissense_Mutationc.1197G>Ap.Met399Ilep.M399IQ6PCB7protein_codingtolerated(0.82)benign(0.006)TCGA-AA-3489-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC27A1SNVMissense_Mutationc.1024N>Tp.Arg342Cysp.R342CQ6PCB7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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
376497SLC27A1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTERinhibitor252827459
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