In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivity

Introduction: The oncogenic transformation is driven by genetic and epigenetic alterations influencing cancer cell fate. These alterations also result in metabolic reprogramming by modulating the expression of membrane Solute Carrier (SLC) transporters involved in biomolecules trafficking. SLCs act...

Full description

Bibliographic Details
Main Authors: Alessandro Lavoro, Luca Falzone, Barbara Tomasello, Giuseppe Nicolò Conti, Massimo Libra, Saverio Candido
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-06-01
Series:Frontiers in Pharmacology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fphar.2023.1191262/full
_version_ 1797803824650387456
author Alessandro Lavoro
Luca Falzone
Barbara Tomasello
Giuseppe Nicolò Conti
Massimo Libra
Massimo Libra
Saverio Candido
Saverio Candido
author_facet Alessandro Lavoro
Luca Falzone
Barbara Tomasello
Giuseppe Nicolò Conti
Massimo Libra
Massimo Libra
Saverio Candido
Saverio Candido
author_sort Alessandro Lavoro
collection DOAJ
description Introduction: The oncogenic transformation is driven by genetic and epigenetic alterations influencing cancer cell fate. These alterations also result in metabolic reprogramming by modulating the expression of membrane Solute Carrier (SLC) transporters involved in biomolecules trafficking. SLCs act as tumor suppressors or promoters influencing cancer methylome, tumor growth, immune-escape, and chemoresistance.Methods: This in silico study aimed to identify the deregulated SLCs in various tumor types compared to normal tissues by analyzing the TCGA Target GTEx dataset. Furthermore, the relationship between SLCs expression and the most relevant tumor features was tackled along with their genetic regulation mediated by DNA methylation.Results: We identified 62 differentially expressed SLCs, including the downregulated SLC25A27 and SLC17A7, as well as the upregulated SLC27A2 and SLC12A8. Notably, SLC4A4 and SLC7A11 expression was associated with favorable and unfavorable outcome, respectively. Moreover, SLC6A14, SLC34A2, and SLC1A2 were linked to tumor immune responsiveness. Interestingly, SLC24A5 and SLC45A2 positively correlated with anti-MEK and anti-RAF sensitivity. The expression of relevant SLCs was correlated with hypo- and hyper-methylation of promoter and body region, showing an established DNA methylation pattern. Noteworthy, the positive association of cg06690548 (SLC7A11) methylation with cancer outcome suggests the independent predictive role of DNA methylation at a single nucleotide resolution.Discussion: Although our in silico overview revealed a wide heterogeneity depending on different SLCs functions and tumor types, we identified key SLCs and pointed out the role of DNA methylation as regulatory mechanism of their expression. Overall, these findings deserve further studies to identify novel cancer biomarkers and promising therapeutic targets.
first_indexed 2024-03-13T05:27:49Z
format Article
id doaj.art-d463360ee7f64ec480f7335fa5846591
institution Directory Open Access Journal
issn 1663-9812
language English
last_indexed 2024-03-13T05:27:49Z
publishDate 2023-06-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Pharmacology
spelling doaj.art-d463360ee7f64ec480f7335fa58465912023-06-15T05:00:09ZengFrontiers Media S.A.Frontiers in Pharmacology1663-98122023-06-011410.3389/fphar.2023.11912621191262In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivityAlessandro Lavoro0Luca Falzone1Barbara Tomasello2Giuseppe Nicolò Conti3Massimo Libra4Massimo Libra5Saverio Candido6Saverio Candido7Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, ItalyEpidemiology Unit, IRCCS Istituto Nazionale Tumori “Fondazione G. Pascale”, Naples, ItalyDepartment of Drug and Health Sciences, University of Catania, Catania, ItalyDepartment of Biomedical and Biotechnological Sciences, University of Catania, Catania, ItalyDepartment of Biomedical and Biotechnological Sciences, University of Catania, Catania, ItalyResearch Center for Prevention, Diagnosis and Treatment of Cancer, University of Catania, Catania, ItalyDepartment of Biomedical and Biotechnological Sciences, University of Catania, Catania, ItalyResearch Center for Prevention, Diagnosis and Treatment of Cancer, University of Catania, Catania, ItalyIntroduction: The oncogenic transformation is driven by genetic and epigenetic alterations influencing cancer cell fate. These alterations also result in metabolic reprogramming by modulating the expression of membrane Solute Carrier (SLC) transporters involved in biomolecules trafficking. SLCs act as tumor suppressors or promoters influencing cancer methylome, tumor growth, immune-escape, and chemoresistance.Methods: This in silico study aimed to identify the deregulated SLCs in various tumor types compared to normal tissues by analyzing the TCGA Target GTEx dataset. Furthermore, the relationship between SLCs expression and the most relevant tumor features was tackled along with their genetic regulation mediated by DNA methylation.Results: We identified 62 differentially expressed SLCs, including the downregulated SLC25A27 and SLC17A7, as well as the upregulated SLC27A2 and SLC12A8. Notably, SLC4A4 and SLC7A11 expression was associated with favorable and unfavorable outcome, respectively. Moreover, SLC6A14, SLC34A2, and SLC1A2 were linked to tumor immune responsiveness. Interestingly, SLC24A5 and SLC45A2 positively correlated with anti-MEK and anti-RAF sensitivity. The expression of relevant SLCs was correlated with hypo- and hyper-methylation of promoter and body region, showing an established DNA methylation pattern. Noteworthy, the positive association of cg06690548 (SLC7A11) methylation with cancer outcome suggests the independent predictive role of DNA methylation at a single nucleotide resolution.Discussion: Although our in silico overview revealed a wide heterogeneity depending on different SLCs functions and tumor types, we identified key SLCs and pointed out the role of DNA methylation as regulatory mechanism of their expression. Overall, these findings deserve further studies to identify novel cancer biomarkers and promising therapeutic targets.https://www.frontiersin.org/articles/10.3389/fphar.2023.1191262/fullcancerTCGADNA methylationepigeneticssolute carrierSLCs
spellingShingle Alessandro Lavoro
Luca Falzone
Barbara Tomasello
Giuseppe Nicolò Conti
Massimo Libra
Massimo Libra
Saverio Candido
Saverio Candido
In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivity
Frontiers in Pharmacology
cancer
TCGA
DNA methylation
epigenetics
solute carrier
SLCs
title In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivity
title_full In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivity
title_fullStr In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivity
title_full_unstemmed In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivity
title_short In silico analysis of the solute carrier (SLC) family in cancer indicates a link among DNA methylation, metabolic adaptation, drug response, and immune reactivity
title_sort in silico analysis of the solute carrier slc family in cancer indicates a link among dna methylation metabolic adaptation drug response and immune reactivity
topic cancer
TCGA
DNA methylation
epigenetics
solute carrier
SLCs
url https://www.frontiersin.org/articles/10.3389/fphar.2023.1191262/full
work_keys_str_mv AT alessandrolavoro insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity
AT lucafalzone insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity
AT barbaratomasello insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity
AT giuseppenicoloconti insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity
AT massimolibra insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity
AT massimolibra insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity
AT saveriocandido insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity
AT saveriocandido insilicoanalysisofthesolutecarrierslcfamilyincancerindicatesalinkamongdnamethylationmetabolicadaptationdrugresponseandimmunereactivity