1
|
Shao L, Yang M, Sun T, Xia H, Du D, Li X, Jie Z. Role of solute carrier transporters in regulating dendritic cell maturation and function. Eur J Immunol 2024; 54:e2350385. [PMID: 38073515 DOI: 10.1002/eji.202350385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Revised: 12/06/2023] [Accepted: 12/07/2023] [Indexed: 02/27/2024]
Abstract
Dendritic cells (DCs) are specialized antigen-presenting cells that initiate and regulate innate and adaptive immune responses. Solute carrier (SLC) transporters mediate diverse physiological functions and maintain cellular metabolite homeostasis. Recent studies have highlighted the significance of SLCs in immune processes. Notably, upon activation, immune cells undergo rapid and robust metabolic reprogramming, largely dependent on SLCs to modulate diverse immunological responses. In this review, we explore the central roles of SLC proteins and their transported substrates in shaping DC functions. We provide a comprehensive overview of recent studies on amino acid transporters, metal ion transporters, and glucose transporters, emphasizing their essential contributions to DC homeostasis under varying pathological conditions. Finally, we propose potential strategies for targeting SLCs in DCs to bolster immunotherapy for a spectrum of human diseases.
Collapse
Affiliation(s)
- Lin Shao
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, China
- School of Life Sciences, Fudan University, Shanghai, China
| | - Mengxin Yang
- School of Public Health, Xiamen University, Xiamen, Fujian, China
| | - Tao Sun
- Department of Laboratory Medicine, The First Affiliated Hospital, School of Medicine, Xiamen University, Xiamen, Fujian, China
| | - Haotang Xia
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, China
| | - Dan Du
- Department of Stomatology, School of Medicine, Xiamen University, Xiamen, Fujian, China
- Cancer Research Center, School of Medicine, Xiamen University, Xiamen, Fujian, China
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiamen, Fujian, China
| | - Xun Li
- Department of Laboratory Medicine, The First Affiliated Hospital, School of Medicine, Xiamen University, Xiamen, Fujian, China
| | - Zuliang Jie
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Faculty of Medicine and Life Sciences, Xiamen University, Xiamen, Fujian, China
| |
Collapse
|
2
|
Zhou R, Li L, Zhang Y, Liu Z, Wu J, Zeng D, Sun H, Liao W. Integrative analysis of co-expression pattern of solute carrier transporters reveals molecular subtypes associated with tumor microenvironment hallmarks and clinical outcomes in colon cancer. Heliyon 2024; 10:e22775. [PMID: 38163210 PMCID: PMC10754711 DOI: 10.1016/j.heliyon.2023.e22775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 11/09/2023] [Accepted: 11/19/2023] [Indexed: 01/03/2024] Open
Abstract
Recent findings have suggested that solute carrier (SLC) transporters play an important role in tumor development and progression, and alterations in the expression of individual SLC genes are critical for fulfilling the heightened metabolic requirements of cancerous cells. However, the global influence of the co-expression pattern of SLC transporters on the clinical stratification and characteristics of the tumor microenvironment (TME) remains unexplored. In this study, we identified five SLC gene subtypes based on transcriptome co-expression patterns of 187 SLC transporters by consensus clustering analysis. These subtypes, which were characterized by distinct TME and biological characteristics, were successfully employed for prognostic and chemotherapy response prediction in colon cancer patients, as well as demonstrated associations with immunotherapy benefits. Then, we generated an SLC score model comprising 113 genes to quantify SLC gene co-expression patterns and validated it as an independent prognostic factor and drug response predictor in several independent colon cancer cohorts. Patients with a high SLC score possessed distinct characteristics of copy number variation, genomic mutations, DNA methylation, and indicated an SLC-S2 subtype, which was characterized by strong stromal cell infiltration, stromal pathway activation, poor prognosis, and low predicted fluorouracil and immunotherapeutic responses. Furthermore, the analysis of the Cancer Therapeutics Response Portal database revealed that inhibitors targeting PI3K catalytic subunits could serve as promising chemosensitizing agents for individuals exhibiting high SLC scores. In conclusion, the co-expression patterns of SLC transporters aided the disease classification, and the SLC score proved to be a reliable tool for distinguishing SLC gene subtypes and guiding precise treatment in patients with colon cancer.
Collapse
Affiliation(s)
- Rui Zhou
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
- Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, Guangdong, PR China
| | - Lingbo Li
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Yue Zhang
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Zhihong Liu
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
- Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, Guangdong, PR China
| | - Jianhua Wu
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
- Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, Guangdong, PR China
| | - Dongqiang Zeng
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
- Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, Guangdong, PR China
| | - Huiying Sun
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
- Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, Guangdong, PR China
| | - Wangjun Liao
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
- Guangdong Province Key Laboratory of Molecular Tumor Pathology, Guangzhou, Guangdong, PR China
| |
Collapse
|
3
|
Mahdavi M, Koulivand L, Khorrami M, Mirsafaie M, Kheirollahi M. In silico analysis of SLC3A1 and SLC7A9 mutations in Iranian patients with Cystinuria. Mol Biol Rep 2018; 45:1165-73. [PMID: 30069816 DOI: 10.1007/s11033-018-4269-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2018] [Accepted: 07/16/2018] [Indexed: 01/02/2023]
Abstract
Cystinuria is an autosomal recessive defect in reabsorptive transport of cystine and the dibasic amino acids ornithine, arginine, and lysine from renal tubule and small intestine. Mutations in two genes: SLC3A1, encoding the heavy chain rbAT of the renal cystine transport system and SLC7A9, the gene of its light chain b0, + AT have a crucial role in the diseases. In our previous studies from Iranian populations with Cystinuria totally six and eleven novel mutations respectively identified in SLC3A1 and SLC7A9 genes. In this study, we conducted an in silico functional analysis to explore the possible association between these genetic mutations and Cystinuria. MutationTaster, PolyPhen-2, PANTHER, FATHMM. PhDSNP and MutPred was applied to predict the degree of pathogenicity for the missense mutations. Furthermore, Residue Interaction Network (RIN) and Intron variant analyses was performed using Cytoscape and Human Slicing Finder softwares. These genetic variants can provide a better understanding of genotype-phenotype relationships in patients with Cystinuria. In the future, the findings may also facilitate the development of new molecular diagnostic markers for the diseases.
Collapse
|
4
|
Latek D. Rosetta Broker for membrane protein structure prediction: concentrative nucleoside transporter 3 and corticotropin-releasing factor receptor 1 test cases. BMC Struct Biol 2017; 17:8. [PMID: 28774292 PMCID: PMC5543540 DOI: 10.1186/s12900-017-0078-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2017] [Accepted: 07/26/2017] [Indexed: 02/12/2023]
Abstract
Background Membrane proteins are difficult targets for structure prediction due to the limited structural data deposited in Protein Data Bank. Most computational methods for membrane protein structure prediction are based on the comparative modeling. There are only few de novo methods targeting that distinct protein family. In this work an example of such de novo method was used to structurally and functionally characterize two representatives of distinct membrane proteins families of solute carrier transporters and G protein-coupled receptors. The well-known Rosetta program and one of its protocols named Broker was used in two test cases. The first case was de novo structure prediction of three N-terminal transmembrane helices of the human concentrative nucleoside transporter 3 (hCNT3) homotrimer belonging to the solute carrier 28 family of transporters (SLC28). The second case concerned the large scale refinement of transmembrane helices of a homology model of the corticotropin-releasing factor receptor 1 (CRFR1) belonging to the G protein-coupled receptors family. Results The inward-facing model of the hCNT3 homotrimer was used to propose the functional impact of its single nucleotide polymorphisms. Additionally, the 100 ns molecular dynamics simulation of the unliganded hCNT3 model confirmed its validity and revealed mobility of the selected binding site and homotrimer interface residues. The large scale refinement of transmembrane helices of the CRFR1 homology model resulted in the significant improvement of its accuracy with respect to the crystal structure of CRFR1, especially in the binding site area. Consequently, the antagonist CP-376395 could be docked with Autodock VINA to the CRFR1 model without any steric clashes. Conclusions The presented work demonstrated that Rosetta Broker can be a versatile tool for solving various issues referring to protein biology. Two distinct examples of de novo membrane protein structure prediction presented here provided important insights into three major areas of protein biology. Namely, the dynamics of the inward-facing hCNT3 homotrimer system, the structural changes of the CRFR1 receptor upon the antagonist binding and finally, the role of single nucleotide polymorphisms in both, hCNT3 and CRFR1 proteins, were investigated. Electronic supplementary material The online version of this article (doi:10.1186/s12900-017-0078-8) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Dorota Latek
- Faculty of Chemistry, University of Warsaw, Pasteur St. 1, 02-093, Warsaw, Poland.
| |
Collapse
|
5
|
Mirza N, Vasieva O, Appleton R, Burn S, Carr D, Crooks D, du Plessis D, Duncan R, Farah JO, Josan V, Miyajima F, Mohanraj R, Shukralla A, Sills GJ, Marson AG, Pirmohamed M. An integrative in silico system for predicting dysregulated genes in the human epileptic focus: Application to SLC transporters. Epilepsia 2016; 57:1467-74. [PMID: 27421837 DOI: 10.1111/epi.13473] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/20/2016] [Indexed: 11/29/2022]
Abstract
OBJECTIVE Many different gene families are currently being investigated for their potential role in epilepsy and in the response to antiepileptic drugs. A common research challenge is identifying the members of a gene family that are most significantly dysregulated within the human epileptic focus, before taking them forward for resource-intensive functional studies. Published data about transcriptomic changes within the human epileptic focus remains incomplete. A need exists for an accurate in silico system for the prediction of dysregulated genes within the epileptic focus. We present such a bioinformatic system. We demonstrate the validity of our approach by applying it to the solute carrier (SLC) gene family. There are >400 known SLCs. SLCs have never been systematically studied in epilepsy. METHODS Using our in silico system, we predicted the SLCs likely to be dysregulated in the epileptic focus. We validated our in silico predictions by identifying ex vivo the SLCs dysregulated in epileptic foci, and determining the overlap between our in silico and ex vivo results. For the ex vivo analysis, we used a custom oligonucleotide microarray containing exon probes for all known SLCs to analyze 24 hippocampal samples obtained from surgery for pharmacoresistant mesial temporal lobe epilepsy and 24 hippocampal samples from normal postmortem controls. RESULTS There was a highly significant (p < 9.99 × 10(-7) ) overlap between the genes identified by our in silico and ex vivo strategies. The SLCs identified were either metal ion exchangers or neurotransmitter transporters, which are likely to play a part in epilepsy by influencing neuronal excitability. SIGNIFICANCE The identified SLCs are most likely to mediate pharmacoresistance in epilepsy by enhancing the intrinsic severity of epilepsy, but further functional work will be needed to fully evaluate their role. Our successful in silico strategy can be adapted in order to prioritize genes relevant to epilepsy from other gene families.
Collapse
Affiliation(s)
- Nasir Mirza
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Olga Vasieva
- Institute of Integrative Biology, University of Liverpool, Liverpool, United Kingdom
| | - Richard Appleton
- The Roald Dahl EEG Unit, Paediatric Neurosciences Foundation, Alder Hey Children's NHS Foundation Trust, Liverpool, United Kingdom
| | - Sasha Burn
- Department of Neurosurgery, Alder Hey Children's NHS Foundation Trust, Liverpool, United Kingdom
| | - Daniel Carr
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Daniel Crooks
- Department of Neuropathology, The Walton Centre NHS Foundation Trust, Liverpool, United Kingdom
| | - Daniel du Plessis
- Department of Cellular Pathology, Salford Royal NHS Foundation Trust, Salford, United Kingdom
| | - Roderick Duncan
- Department of Neurology, Christchurch Hospital, Christchurch, New Zealand
| | - Jibril Osman Farah
- Department of Neurosurgery, The Walton Centre NHS Foundation Trust, Liverpool, United Kingdom
| | - Vivek Josan
- Department of Neurosurgery, Salford Royal NHS Foundation Trust, Salford, United Kingdom
| | - Fabio Miyajima
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Rajiv Mohanraj
- Department of Neurology, Salford Royal NHS Foundation Trust, Salford, United Kingdom
| | - Arif Shukralla
- Department of Neurology, Salford Royal NHS Foundation Trust, Salford, United Kingdom
| | - Graeme J Sills
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Anthony G Marson
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| | - Munir Pirmohamed
- Department of Molecular & Clinical Pharmacology, University of Liverpool, Liverpool, United Kingdom
| |
Collapse
|