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Lin H, Zhang M, Hu M, Zhang Y, Jiang W, Tang W, Ouyang Y, Jiang L, Mi Y, Chen Z, He P, Zhao G, Ouyang X. Emerging applications of single-cell profiling in precision medicine of atherosclerosis. J Transl Med 2024; 22:97. [PMID: 38263066 PMCID: PMC10804726 DOI: 10.1186/s12967-023-04629-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 10/14/2023] [Indexed: 01/25/2024] Open
Abstract
Atherosclerosis is a chronic, progressive, inflammatory disease that occurs in the arterial wall. Despite recent advancements in treatment aimed at improving efficacy and prolonging survival, atherosclerosis remains largely incurable. In this review, we discuss emerging single-cell sequencing techniques and their novel insights into atherosclerosis. We provide examples of single-cell profiling studies that reveal phenotypic characteristics of atherosclerosis plaques, blood, liver, and the intestinal tract. Additionally, we highlight the potential clinical applications of single-cell analysis and propose that combining this approach with other techniques can facilitate early diagnosis and treatment, leading to more accurate medical interventions.
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Affiliation(s)
- Huiling Lin
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
- Department of Physiology, School of Medicine, Hunan Normal University, Changsha, 410081, Hunan, China
| | - Ming Zhang
- Affiliated Qingyuan Hospital, Guangzhou Medical University (Qingyuan People's Hospital), Qingyuan, 511518, Guangdong, China
| | - Mi Hu
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - Yangkai Zhang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - WeiWei Jiang
- Department of Organ Transplantation, Zhujiang Hospital, Southern Medical University, Guangzhou, Guangdong, China
| | - Wanying Tang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - Yuxin Ouyang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China
| | - Liping Jiang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yali Mi
- Affiliated Qingyuan Hospital, Guangzhou Medical University (Qingyuan People's Hospital), Qingyuan, 511518, Guangdong, China
| | - Zhi Chen
- College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen, China
| | - Pingping He
- Department of Nursing, School of Medicine, Hunan Normal University, Changsha, 410081, Hunan, China.
| | - Guojun Zhao
- Affiliated Qingyuan Hospital, Guangzhou Medical University (Qingyuan People's Hospital), Qingyuan, 511518, Guangdong, China.
| | - Xinping Ouyang
- Department of Physiology, Medical College, Institute of Neuroscience Research, Hengyang Key Laboratory of Neurodegeneration and Cognitive Impairment, University of South China, Hengyang, 421001, Hunan, China.
- Department of Physiology, School of Medicine, Hunan Normal University, Changsha, 410081, Hunan, China.
- The Key Laboratory of Model Animals and Stem Cell Biology in Hunan Province, School of Medicine, Hunan Normal University, 410081, Hunan, Changsha, China.
- The Engineering Research Center of Reproduction and Translational Medicine of Hunan Province, School of Medicine, Hunan Normal University, 410081, Hunan, Changsha, China.
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Shobeiri P, Behnoush AH, Khalaji A, Teixeira AL, Rezaei N. Peripheral Levels of the Brain-Derived Neurotrophic Factor in Coronary Artery Disease: A Systematic Review and Meta-Analysis. J Tehran Heart Cent 2023; 18:244-255. [PMID: 38680638 PMCID: PMC11053235 DOI: 10.18502/jthc.v18i4.14823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2023] [Accepted: 08/05/2023] [Indexed: 05/01/2024] Open
Abstract
Background Among its functions, brain-derived neurotrophic factor (BDNF) regulates endothelial and macrophage activation, possibly playing a role in atherosclerotic plaque pathophysiology. Given contradicting reports, this study sought to investigate whether blood levels of BDNF differed between patients with coronary heart disease (CHD) and controls. Methods We explored PubMed, Embase, Web of Science, and Cochrane Library for studies comparing BDNF blood levels in patients with CHD and controls. Random-effect meta-analysis was conducted to calculate the standardized mean differences (SMD) and 95% confidence intervals (CI). The Newcastle-Ottawa scale was used to evaluate the quality of included articles, and statistical analyses were conducted using R version 4.0.4. Results The final analysis comprised 12 investigations covering 1422 CHD cases and 929 controls with mean ages of 59.66±13.56 and 53.78±13.61 years, respectively. The initial analyses revealed a tendency toward low levels of BDNF in the CHD group compared with the control group (SMD= -0.41; 95% CI, -1.12 to 0.30; P=0.26). After the removal of outliers, the difference achieved statistical difference (SMD= -0.56; 95% CI, -0.93 to -0.19; P<0.01). Subgroup analysis demonstrated no significant difference between serum and plasma BDNF levels (P=0.54); however, subgroup analyses of studies investigating plasma BDNF showed that patients with CHD had significantly lower BDNF levels. Conclusion Serum and plasma BDNF concentrations were considerably lower in patients with CHD than in healthy controls. Further studies of higher quality are required on the potential role of BDNF as a biomarker of CHD pathophysiology and severity.
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Affiliation(s)
- Parnian Shobeiri
- Children’s Medical Center Hospital, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
- Network of Immunity in Infection, Malignancy and Autoimmunity, Universal Scientific Education and Research Network, Tehran, Iran
- Research Center for Immunodeficiencies, Pediatrics Center of Excellence, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Amir Hossein Behnoush
- Children’s Medical Center Hospital, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
- Network of Immunity in Infection, Malignancy and Autoimmunity, Universal Scientific Education and Research Network, Tehran, Iran
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Amirmohammad Khalaji
- Children’s Medical Center Hospital, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
- Network of Immunity in Infection, Malignancy and Autoimmunity, Universal Scientific Education and Research Network, Tehran, Iran
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Antonio Lucio Teixeira
- Department of Psychiatry and Behavioral Sciences, McGovern Medical School, The University of Texas Health Sciences Center at Houston, Houston, TX, United States
| | - Nima Rezaei
- Network of Immunity in Infection, Malignancy and Autoimmunity, Universal Scientific Education and Research Network, Tehran, Iran
- Research Center for Immunodeficiencies, Pediatrics Center of Excellence, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran
- Department of Immunology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
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Pua CJ, Tham N, Chin CW, Walsh R, Khor CC, Toepfer CN, Repetti GG, Garfinkel AC, Ewoldt JK, Cloonan P, Chen CS, Lim SQ, Cai J, Loo LY, Kong SC, Chiang CW, Whiffin N, de Marvao A, Lio PM, Hii AA, Yang CX, Le TT, Bylstra Y, Lim WK, Teo JX, Padilha K, Silva GV, Pan B, Govind R, Buchan RJ, Barton PJ, Tan P, Foo R, Yip JW, Wong RC, Chan WX, Pereira AC, Tang HC, Jamuar SS, Ware JS, Seidman JG, Seidman CE, Cook SA. Genetic Studies of Hypertrophic Cardiomyopathy in Singaporeans Identify Variants in TNNI3 and TNNT2 That Are Common in Chinese Patients. CIRCULATION. GENOMIC AND PRECISION MEDICINE 2020; 13:424-434. [PMID: 32815737 PMCID: PMC7676617 DOI: 10.1161/circgen.119.002823] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 07/27/2020] [Indexed: 11/16/2022]
Abstract
BACKGROUND To assess the genetic architecture of hypertrophic cardiomyopathy (HCM) in patients of predominantly Chinese ancestry. METHODS We sequenced HCM disease genes in Singaporean patients (n=224) and Singaporean controls (n=3634), compared findings with additional populations and White HCM cohorts (n=6179), and performed in vitro functional studies. RESULTS Singaporean HCM patients had significantly fewer confidently interpreted HCM disease variants (pathogenic/likely pathogenic: 18%, P<0.0001) but an excess of variants of uncertain significance (24%, P<0.0001), as compared to Whites (pathogenic/likely pathogenic: 31%, excess of variants of uncertain significance: 7%). Two missense variants in thin filament encoding genes were commonly seen in Singaporean HCM (TNNI3:p.R79C, disease allele frequency [AF]=0.018; TNNT2:p.R286H, disease AF=0.022) and are enriched in Singaporean HCM when compared with Asian controls (TNNI3:p.R79C, Singaporean controls AF=0.0055, P=0.0057, genome aggregation database-East Asian AF=0.0062, P=0.0086; TNNT2:p.R286H, Singaporean controls AF=0.0017, P<0.0001, genome aggregation database-East Asian AF=0.0009, P<0.0001). Both these variants have conflicting annotations in ClinVar and are of low penetrance (TNNI3:p.R79C, 0.7%; TNNT2:p.R286H, 2.7%) but are predicted to be deleterious by computational tools. In population controls, TNNI3:p.R79C carriers had significantly thicker left ventricular walls compared with noncarriers while its etiological fraction is limited (0.70 [95% CI, 0.35-0.86]) and thus TNNI3:p.R79C is considered variant of uncertain significance. Mutant TNNT2:p.R286H iPSC-CMs (induced pluripotent stem cells derived cardiomyocytes) show hypercontractility, increased metabolic requirements, and cellular hypertrophy and the etiological fraction (0.93 [95% CI, 0.83-0.97]) support the likely pathogenicity of TNNT2:p.R286H. CONCLUSIONS As compared with Whites, Chinese HCM patients commonly have low penetrance risk alleles in TNNT2 or TNNI3 but exhibit few clinically actionable HCM variants overall. This highlights the need for greater study of HCM genetics in non-White populations.
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Affiliation(s)
- Chee Jian Pua
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
- Yong Loo Lin School of Medicine, National University Singapore (C.J.P., L.Y.L.)
| | - Nevin Tham
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - Calvin W.L. Chin
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
- Duke-National University of Singapore Medical School (C.W.L.C., J.C., S.S.J., S.A.C.)
| | - Roddy Walsh
- Department of Clinical and Experimental Cardiology, Heart Center, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, the Netherlands (R.W.)
| | | | - Christopher N. Toepfer
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
- Radcliffe Department of Medicine, University of Oxford, United Kingdom (C.N.T.)
| | - Giuliana G. Repetti
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
| | - Amanda C. Garfinkel
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
| | - Jourdan K. Ewoldt
- Department of Biomedical Engineering, Boston University, MA (J.K.E., P.C., C.S.C.)
| | - Paige Cloonan
- Department of Biomedical Engineering, Boston University, MA (J.K.E., P.C., C.S.C.)
| | - Christopher S. Chen
- Department of Biomedical Engineering, Boston University, MA (J.K.E., P.C., C.S.C.)
| | - Shi Qi Lim
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - Jiashen Cai
- Duke-National University of Singapore Medical School (C.W.L.C., J.C., S.S.J., S.A.C.)
| | - Li Yang Loo
- Yong Loo Lin School of Medicine, National University Singapore (C.J.P., L.Y.L.)
| | - Siew Ching Kong
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - Charleston W.K. Chiang
- Center for Genetic Epidemiology, University of Southern California (C.W.K.C.)
- Center for Neurobehavioral Genetics, University of California, Los Angeles (C.W.K.C.)
| | - Nicola Whiffin
- Cardiovascular Research Center, Royal Brompton Hospital, London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
| | - Antonio de Marvao
- Cardiovascular Research Center, Royal Brompton Hospital, London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
| | - Pei Min Lio
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - An An Hii
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - Cheng Xi Yang
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - Thu Thao Le
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - Yasmin Bylstra
- SingHealth/Duke-NUS Precision Medicine Inst, Singapore (Y.B., W.K.L., J.X.T., P.T., S.S.J.)
| | - Weng Khong Lim
- SingHealth/Duke-NUS Precision Medicine Inst, Singapore (Y.B., W.K.L., J.X.T., P.T., S.S.J.)
| | - Jing Xian Teo
- SingHealth/Duke-NUS Precision Medicine Inst, Singapore (Y.B., W.K.L., J.X.T., P.T., S.S.J.)
| | - Kallyandra Padilha
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor)-University of São Paulo Medical School, Brazil (K.P., G.V.S., A.C.P.)
| | - Gabriela V. Silva
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor)-University of São Paulo Medical School, Brazil (K.P., G.V.S., A.C.P.)
| | - Bangfen Pan
- Cardiovascular Research Institute, National University Health System, Singapore (B.P., R.F.)
| | - Risha Govind
- Cardiovascular Research Center, Royal Brompton Hospital, London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
| | - Rachel J. Buchan
- Cardiovascular Research Center, Royal Brompton Hospital, London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
| | - Paul J.R. Barton
- Cardiovascular Research Center, Royal Brompton Hospital, London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
| | - Patrick Tan
- Genome Institute of Singapore (C.C.K., P.T., R.F.)
- SingHealth/Duke-NUS Precision Medicine Inst, Singapore (Y.B., W.K.L., J.X.T., P.T., S.S.J.)
| | - Roger Foo
- Genome Institute of Singapore (C.C.K., P.T., R.F.)
- Cardiovascular Research Institute, National University Health System, Singapore (B.P., R.F.)
| | - James W.L. Yip
- Cardiology Department, National University Heart Centre, Singapore (J.W.L.Y., R.C.C.W., W.X.C.)
| | - Raymond C.C. Wong
- Cardiology Department, National University Heart Centre, Singapore (J.W.L.Y., R.C.C.W., W.X.C.)
| | - Wan Xian Chan
- Cardiology Department, National University Heart Centre, Singapore (J.W.L.Y., R.C.C.W., W.X.C.)
| | - Alexandre C. Pereira
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor)-University of São Paulo Medical School, Brazil (K.P., G.V.S., A.C.P.)
| | - Hak Chiaw Tang
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
| | - Saumya Shekhar Jamuar
- Duke-National University of Singapore Medical School (C.W.L.C., J.C., S.S.J., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- KK Women’s and Children’s Hospital, Singapore (S.S.J.)
- SingHealth Duke-NUS Genomic Medicine Centre, Singapore (S.S.J.)
| | - James S. Ware
- Cardiovascular Research Center, Royal Brompton Hospital, London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
| | - Jonathan G. Seidman
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
| | - Christine E. Seidman
- Department of Genetics, Harvard Medical School, Boston, MA (C.N.T., G.G.R., A.C.G., K.P., G.V.S., A.C.P., J.G.S., C.E.S.)
- Cardiovascular Division, Brigham and Women’s Hospital, Howard Hughes Medical Institute, Boston, MA (C.E.S.)
| | - Stuart A. Cook
- National Heart Centre Singapore (C.J.P., N.T., C.W.L.C., S.Q.L., S.C.K., P.M.L., A.A.H., C.X.Y., T.T.L., H.C.T., S.A.C.)
- Duke-National University of Singapore Medical School (C.W.L.C., J.C., S.S.J., S.A.C.)
- Cardiovascular Research Center, Royal Brompton Hospital, London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
- National Heart and Lung Institute, Imperial College London, United Kingdom (N.W., A.d.M., R.G., R.J.B., P.J.R.B., J.S.W., S.A.C.)
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