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Jang WJ, Lee S, Jeong CH. Uncovering transcriptomic biomarkers for enhanced diagnosis of methamphetamine use disorder: a comprehensive review. Front Psychiatry 2024; 14:1302994. [PMID: 38260797 PMCID: PMC10800441 DOI: 10.3389/fpsyt.2023.1302994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 12/19/2023] [Indexed: 01/24/2024] Open
Abstract
Introduction Methamphetamine use disorder (MUD) is a chronic relapsing disorder characterized by compulsive Methamphetamine (MA) use despite its detrimental effects on physical, psychological, and social well-being. The development of MUD is a complex process that involves the interplay of genetic, epigenetic, and environmental factors. The treatment of MUD remains a significant challenge, with no FDA-approved pharmacotherapies currently available. Current diagnostic criteria for MUD rely primarily on self-reporting and behavioral assessments, which have inherent limitations owing to their subjective nature. This lack of objective biomarkers and unidimensional approaches may not fully capture the unique features and consequences of MA addiction. Methods We performed a literature search for this review using the Boolean search in the PubMed database. Results This review explores existing technologies for identifying transcriptomic biomarkers for MUD diagnosis. We examined non-invasive tissues and scrutinized transcriptomic biomarkers relevant to MUD. Additionally, we investigated transcriptomic biomarkers identified for diagnosing, predicting, and monitoring MUD in non-invasive tissues. Discussion Developing and validating non-invasive MUD biomarkers could address these limitations, foster more precise and reliable diagnostic approaches, and ultimately enhance the quality of care for individuals with MA addiction.
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Affiliation(s)
| | | | - Chul-Ho Jeong
- College of Pharmacy, Keimyung University, Daegu, Republic of Korea
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Jang WJ, Song SH, Son T, Bae JW, Lee S, Jeong CH. Identification of Potential Biomarkers for Diagnosis of Patients with Methamphetamine Use Disorder. Int J Mol Sci 2023; 24:ijms24108672. [PMID: 37240016 DOI: 10.3390/ijms24108672] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 05/08/2023] [Accepted: 05/10/2023] [Indexed: 05/28/2023] Open
Abstract
The current method for diagnosing methamphetamine use disorder (MUD) relies on self-reports and interviews with psychiatrists, which lack scientific rigor. This highlights the need for novel biomarkers to accurately diagnose MUD. In this study, we identified transcriptome biomarkers using hair follicles and proposed a diagnostic model for monitoring the MUD treatment process. We performed RNA sequencing analysis on hair follicle cells from healthy controls and former and current MUD patients who had been detained in the past for illegal use of methamphetamine (MA). We selected candidate genes for monitoring MUD patients by performing multivariate analysis methods, such as PCA and PLS-DA, and PPI network analysis. We developed a two-stage diagnostic model using multivariate ROC analysis based on the PLS-DA method. We constructed a two-step prediction model for MUD diagnosis using multivariate ROC analysis, including 10 biomarkers. The first step model, which distinguishes non-recovered patients from others, showed very high accuracy (prediction accuracy, 98.7%). The second step model, which distinguishes almost-recovered patients from healthy controls, showed high accuracy (prediction accuracy, 81.3%). This study is the first report to use hair follicles of MUD patients and to develop a MUD prediction model based on transcriptomic biomarkers, which offers a potential solution to improve the accuracy of MUD diagnosis and may lead to the development of better pharmacological treatments for the disorder in the future.
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Affiliation(s)
- Won-Jun Jang
- College of Pharmacy, Keimyung University, 1095 Dalgubeoldaero, Dalseo-gu, Daegu 42601, Republic of Korea
| | - Sang-Hoon Song
- College of Pharmacy, Keimyung University, 1095 Dalgubeoldaero, Dalseo-gu, Daegu 42601, Republic of Korea
| | - Taekwon Son
- Korea Brain Bank, Korea Brain Research Institute, Daegu 41062, Republic of Korea
| | - Jung Woo Bae
- College of Pharmacy, Keimyung University, 1095 Dalgubeoldaero, Dalseo-gu, Daegu 42601, Republic of Korea
| | - Sooyeun Lee
- College of Pharmacy, Keimyung University, 1095 Dalgubeoldaero, Dalseo-gu, Daegu 42601, Republic of Korea
| | - Chul-Ho Jeong
- College of Pharmacy, Keimyung University, 1095 Dalgubeoldaero, Dalseo-gu, Daegu 42601, Republic of Korea
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Song SH, Jang WJ, Jang EY, Kim OH, Kim H, Son T, Choi DY, Lee S, Jeong CH. Striatal miR-183-5p inhibits methamphetamine-induced locomotion by regulating glucocorticoid receptor signaling. Front Pharmacol 2022; 13:997701. [PMID: 36225577 PMCID: PMC9549132 DOI: 10.3389/fphar.2022.997701] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 09/02/2022] [Indexed: 11/17/2022] Open
Abstract
MicroRNA (miRNA)-mediated striatal gene regulation may play an important role in methamphetamine (METH) addiction. This study aimed to identify changes in novel miRNAs and their target genes during METH self-administration and investigate their roles in METH-induced locomotion. RNA sequencing analysis revealed that mir-183-5p was upregulated in the striatum of METH self-administered rats, and target gene prediction revealed that the glucocorticoid receptor (GR) gene, Nr3c1, was a potential target gene for mir-183-5p. We confirmed that single and repeated METH administrations increased METH-induced locomotion and plasma corticosterone levels in rats. Additionally, increased miR-185-5p expression and decreased GR gene expression were observed only in the repeated-METH-injection group but not in the single-injection group. We then investigated the effects of miR-183-5p on METH-induced locomotion using a miR-183-5p mimic and inhibitor. Injection of a mir-183-5p mimic in the striatum of rats attenuated METH-induced locomotion, whereas injection of a miR-183-5p inhibitor enhanced the locomotor activity in METH-administered rats. Furthermore, the miR-183-5p mimic reduced the phosphorylation of tyrosine hydroxylase (TH) whereas the inhibitor increased it. Taken together, these results indicate that repeated METH injections increase striatal miR-183-5p expression and regulate METH-induced locomotion by regulating GR expression in rats, thereby suggesting a potential role of miR-183-5p as a novel regulator of METH-induced locomotion.
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Affiliation(s)
- Sang-Hoon Song
- College of Pharmacy, Keimyung University, Daegu, South Korea
| | - Won-Jun Jang
- College of Pharmacy, Keimyung University, Daegu, South Korea
| | - Eun Young Jang
- Pharmacology and Drug Abuse Research Group, Korea Institute of Toxicology, Daejeon, South Korea
| | - Oc-Hee Kim
- Pharmacology and Drug Abuse Research Group, Korea Institute of Toxicology, Daejeon, South Korea
| | - Haesoo Kim
- College of Pharmacy, Keimyung University, Daegu, South Korea
| | - Taekwon Son
- Korea Brain Bank, Korea Brain Research Institute, Daegu, South Korea
| | - Dong-Young Choi
- College of Pharmacy, Yeungnam University, Gyeongsan, South Korea
| | - Sooyeun Lee
- College of Pharmacy, Keimyung University, Daegu, South Korea
- *Correspondence: Sooyeun Lee, ; Chul-Ho Jeong,
| | - Chul-Ho Jeong
- College of Pharmacy, Keimyung University, Daegu, South Korea
- *Correspondence: Sooyeun Lee, ; Chul-Ho Jeong,
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Toledo-Solís FJ, Hilerio-Ruiz AG, Delgadin T, Sirkin DP, Di Yorio MP, Vissio PG, Peña-Marín ES, Martínez-García R, Maytorena-Verdugo CI, Álvarez-González CA, de Rodrigáñez MAS. Changes in digestive enzyme activities during the early ontogeny of the South American cichlid (Cichlasoma dimerus). FISH PHYSIOLOGY AND BIOCHEMISTRY 2021; 47:1211-1227. [PMID: 34173183 DOI: 10.1007/s10695-021-00976-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 06/14/2021] [Indexed: 06/13/2023]
Abstract
Cichlasoma dimerus is a neotropical cichlid that has been used as a biological model for neuroendocrinology studies. However, its culture is problematic in terms of larval feeding to allow having enough fry quantity and quality. Larviculture requires full knowledge about the digestive system and nutrition; therefore, this study was intended to assess the digestive enzymes' changes at different ages during the early ontogeny. Acid protease activity was detectable from the first day after hatching (dah), increasing to its maximum peaks on 9 dah. In contrast, alkaline proteases had low activity in the first days of life but reached their maximum activity on 17 dah. Chymotrypsin, L-aminopeptidase, and carboxypeptidase A activities increased at 6 dah, while trypsin activity was first detected on 13 dah and reached its maximum activity on 17 dah. Lipase and α-amylase activity were detectable at low levels in the first days of life, but the activity fluctuated and reaching its maximum activity at 21 dah. Alkaline phosphatase continued to oscillate and had two maximum activity peaks, the first at 6 dah and the second at 19 dah. Zymograms of alkaline proteases on day 6 dah six revealed four activity bands with molecular weights from 16.1 to 77.7 kDa. On 13 dah, two more activity bands of 24.4 and 121.9 kDa were detected, having a total of six proteases. The enzymatic activity analyzes indicate the digestive system shows the low activity of some enzymes in the first days after hatching, registering significant increases on 6 dah and the maximum peaks of activities around at 17 dah. Therefore, we recommend replacing live food with dry feed and only providing dry feed after day 17 dah.
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Affiliation(s)
- Francisco Javier Toledo-Solís
- Departamento de Biología y Geología, Universidad de Almería, 04120, Almería, Spain
- Consejo Nacional de Ciencia y Tecnología (CONACYT), Av. Insurgentes Sur 1582, Alcaldía Benito Juárez, C.P. 03940, Ciudad de México, Mexico
| | - Andrea Guadalupe Hilerio-Ruiz
- Laboratorio de Acuicultura Tropical, División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, 0.5 km Carretera Villahermosa-Cárdenas, C.P. 86039, Villahermosa, TAB, Mexico
| | - Tomás Delgadin
- Departamento de Biodiversidad Y Biología Experimental, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires / Instituto de Biodiversidad y Biología Experimental Aplicada (IBBEA), CONICET-Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Daniela Pérez Sirkin
- Departamento de Biodiversidad Y Biología Experimental, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires / Instituto de Biodiversidad y Biología Experimental Aplicada (IBBEA), CONICET-Universidad de Buenos Aires, Buenos Aires, Argentina
| | - María Paula Di Yorio
- Departamento de Biodiversidad Y Biología Experimental, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires / Instituto de Biodiversidad y Biología Experimental Aplicada (IBBEA), CONICET-Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Paula Gabriela Vissio
- Departamento de Biodiversidad Y Biología Experimental, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires / Instituto de Biodiversidad y Biología Experimental Aplicada (IBBEA), CONICET-Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Emyr Saul Peña-Marín
- Laboratorio de Acuicultura Tropical, División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, 0.5 km Carretera Villahermosa-Cárdenas, C.P. 86039, Villahermosa, TAB, Mexico
- Cátedra CONACYT, Ciudad de México, Mexico
| | - Rafael Martínez-García
- Laboratorio de Acuicultura Tropical, División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, 0.5 km Carretera Villahermosa-Cárdenas, C.P. 86039, Villahermosa, TAB, Mexico
| | - Claudia Ivette Maytorena-Verdugo
- Laboratorio de Acuicultura Tropical, División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, 0.5 km Carretera Villahermosa-Cárdenas, C.P. 86039, Villahermosa, TAB, Mexico
| | - Carlos Alfonso Álvarez-González
- Laboratorio de Acuicultura Tropical, División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, 0.5 km Carretera Villahermosa-Cárdenas, C.P. 86039, Villahermosa, TAB, Mexico.
| | - Miguel Angel Sáenz de Rodrigáñez
- Departamento de Fisiología, Facultad de Ciencias de La Salud, Universidad de Granada, Campus de Melilla, Calle Santander, 1, C.P. 52005, Melilla, Spain
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Transcriptional Profiling of Whisker Follicles and of the Striatum in Methamphetamine Self-Administered Rats. Int J Mol Sci 2020; 21:ijms21228856. [PMID: 33238484 PMCID: PMC7700365 DOI: 10.3390/ijms21228856] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 11/20/2020] [Accepted: 11/20/2020] [Indexed: 02/07/2023] Open
Abstract
Methamphetamine (MA) use disorder is a chronic neuropsychiatric disease characterized by recurrent binge episodes, intervals of abstinence, and relapses to MA use. Therefore, identification of the key genes and pathways involved is important for improving the diagnosis and treatment of this disorder. In this study, high-throughput RNA sequencing was performed to find the key genes and examine the comparability of gene expression between whisker follicles and the striatum of rats following MA self-administration. A total of 253 and 87 differentially expressed genes (DEGs) were identified in whisker follicles and the striatum, respectively. Multivariate and network analyses were performed on these DEGs to find hub genes and key pathways within the constructed network. A total of 129 and 49 genes were finally selected from the DEG sets of whisker follicles and of the striatum. Statistically significant DEGs were found to belong to the classes of genes involved in nicotine addiction, cocaine addiction, and amphetamine addiction in the striatum as well as in Parkinson’s, Huntington’s, and Alzheimer’s diseases in whisker follicles. Of note, several genes and pathways including retrograde endocannabinoid signaling and the synaptic vesicle cycle pathway were common between the two tissues. Therefore, this study provides the first data on gene expression levels in whisker follicles and in the striatum in relation to MA reward and thereby may accelerate the research on the whisker follicle as an alternative source of biomarkers for the diagnosis of MA use disorder.
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Boroujeni ME, Nasrollahi A, Boroujeni PB, Fadaeifathabadi F, Farhadieh M, Tehrani AM, Nakhaei H, Sajedian AM, Peirouvi T, Aliaghaei A. Exposure to methamphetamine exacerbates motor activities and alters circular RNA profile of cerebellum. J Pharmacol Sci 2020; 144:1-8. [PMID: 32576439 DOI: 10.1016/j.jphs.2020.05.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Revised: 05/17/2020] [Accepted: 05/20/2020] [Indexed: 11/15/2022] Open
Abstract
Methamphetamine (METH) is a psychostimulant drug that acts on monoaminergic systems in the brain. There are several lines of evidence indicating the devastating effects of addictive drugs on the cerebellum. Moreover, it was shown that circular RNAs (circRNAs) have an important role in neurodegenerative disorders. Herein, we explored the effects of METH on neuronal degeneration, motor coordination and muscle activity. We also inspected METH-mediated changes in circRNA expression profiling in the cerebellum. Accordingly, exposure to METH triggered destructive effects on the coordination of movement of rats along with disturbed muscle activity. The fluorescent staining exhibited a significant increase in neurodegeneration in the cerebellum under the influence of METH. Besides, the number of calbindin positive Purkinje cells noticeably declined in METH-treated group compared with the control. In this regard, we identified and characterized differentially expressed (DE) circRNAs in the cerebellum under METH treatment, mainly located in dendritic spines. Moreover, based on feature and function analyzes of host genes of DE circRNAs, a large number of these genes were essentially involved in cell growth, death, inflammation and oxidative metabolism. Taken together, this data might imply the potential involvement of circRNAs in METH neurotoxicity as well as motor activity deficits.
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Affiliation(s)
- Mahdi Eskandarian Boroujeni
- Department of Human Molecular Genetics, Institute of Molecular Biology and Biotechnology, Faculty of Biology, Adam Mickiewicz University, Poznan, Poland; Cell Biology and Anatomical Sciences, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Amin Nasrollahi
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | | | - Fatemeh Fadaeifathabadi
- Cell Biology and Anatomical Sciences, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | | | - Ava Modirzadeh Tehrani
- Department of Animal Biology, Faculty of Natural Sciences, University of Tabriz, Tabriz, Iran
| | - Hosein Nakhaei
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Amir Masoud Sajedian
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Tahmineh Peirouvi
- Department of Histology, School of Medicine, Urmia University of Medical Sciences, Urmia, Iran.
| | - Abbas Aliaghaei
- Cell Biology and Anatomical Sciences, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
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