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Mei Z, Liu J, Bennett DA, Seyfried N, Wingo AP, Wingo TS. Unraveling sex differences in Alzheimer's disease and related endophenotypes with brain proteomes. Alzheimers Dement 2025; 21:e70206. [PMID: 40346727 PMCID: PMC12064417 DOI: 10.1002/alz.70206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Revised: 03/11/2025] [Accepted: 03/29/2025] [Indexed: 05/11/2025]
Abstract
INTRODUCTION Sex differences exist in Alzheimer's disease (AD), but the underlying mechanisms remain unclear. METHODS We examined brain proteomes profiled from the dorsolateral prefrontal cortex of 770 donors (66.2% female). RESULTS Proteome-wide differential expression analysis in males and females jointly identified many significant proteins for AD dementia (n = 1228), amyloid beta (n = 1183), tangles (n = 1309), and global cognitive trajectory (n = 2325) at a false discovery rate of <0.05. Sex-stratified analyses also identified many proteins associated with AD or its endophenotypes. Finally, we found 10 proteins with significant sex-by-trait interactions, including one in AD clinical diagnosis (MARCKS), seven in cognitive trajectories (TOGARAM1, PLCD3, SLC22A5, MTFR1L, DCUN1D5, S100A12, and TRIM46), and two in cerebral pathologies (PANK4 and SOS1). DISCUSSION The 10 proteins with sex interaction in AD cover a range of functions likely relevant for AD pathogenesis, including estrogen response, inflammation, and mitochondrial biology, and their specific roles in AD ought to be studied. Future work should test their potential as sex-specific AD biomarkers. HIGHLIGHTS At the phenotypic level, we found sex differences in baseline cognitive performance, cognitive trajectories, and AD hallmark pathologies. Proteome-wide differential expression analyses identified many brain proteins associated with AD and its endophenotypes in either sex alone or when considered together. We found 10 brain proteins with significant sex interactions in AD and its endophenotypes, which could be investigated as potential sex-specific biomarkers of AD.
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Affiliation(s)
- Zhen Mei
- Department of NeurologyUniversity of California, DavisSacramentoCaliforniaUSA
| | - Jiaqi Liu
- Department of PsychiatryUniversity of California, DavisSacramentoCaliforniaUSA
| | - David A Bennett
- Rush Alzheimer's Disease CenterRush University Medical CenterChicagoIllinoisUSA
| | - Nicholas Seyfried
- Department of BiochemistryEmory University School of MedicineAtlantaGeorgiaUSA
| | - Aliza P. Wingo
- Department of PsychiatryUniversity of California, DavisSacramentoCaliforniaUSA
- Division of Mental HealthAtlanta VA Medical CenterDecaturGeorgiaUSA
| | - Thomas S. Wingo
- Department of NeurologyUniversity of California, DavisSacramentoCaliforniaUSA
- Alzheimer's Disease Research CenterUniversity of California, DavisSacramentoCaliforniaUSA
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Zammit AR, Wang T, Yu L, Oveisgharan S, Petyuk VA, De Jager PL, Schneider JA, Bennett DA, Buchman AS. The temporal onset of associations of cortical proteins with cognitive resilience vary during late life. Neurobiol Dis 2025; 211:106927. [PMID: 40306440 DOI: 10.1016/j.nbd.2025.106927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2024] [Revised: 04/18/2025] [Accepted: 04/19/2025] [Indexed: 05/02/2025] Open
Abstract
BACKGROUND Cortical proteins associated with cognitive resilience have been identified but their temporal onset in older adults is unknown. We present a multistage approach to first identify cortical proteins associated with cognitive resilience and then examine their associated temporal onset. METHODS We used data from a subset of 1088 decedents from two cohort-studies who had selected reaction monitoring proteomics from the dorsolateral prefrontal cortex, and at least 3 cognitive assessments. Cognition was assessed using a composite derived from 19 tests. We first used linear mixed-effects models to identify cortical proteins associated with cognitive resilience. We then used functional mixed-effects models to examine non-linear associations between proteins and cognitive resilience to identify their temporal onset. RESULTS Mean age at death was 90 years (SD = 6.4); 69 % were female. On average, cognition started to decline at around 15 years before death, with accelerated decline in the last 7 years. We identified 40 proteins associated with cognitive resilience, of which 17 proteins also showed non-linear associations. Non-linear associations indicated that higher levels of 10 proteins were associated with slower cognitive decline between 23 and 4 years before death. In contrast, higher levels of 7 proteins were associated with faster decline only within the last 7 years before death. CONCLUSIONS Cognitive resilience proteins are differentially related to late-life cognitive aging; the onset of proteins that maintain cognition may begin many years before the onset of proteins that hasten cognitive decline. The temporal onset of cognitive resilience proteins may be crucial for timing efficacious interventions.
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Affiliation(s)
- Andrea R Zammit
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, USA.
| | - Tianhao Wang
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Lei Yu
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Shahram Oveisgharan
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Vladislav A Petyuk
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, Washington, United States of America
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - Julie A Schneider
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA; Department of Pathology, Rush University Medical Center, Chicago, IL, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
| | - Aron S Buchman
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, USA
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Zhu S, Su L, Zhuang M, Liu L, Ji M, Liu J, Dai C, Xiao J, Guan Y, Yang L, Pu H. NEFL Modulates NRN1-Mediated Mitochondrial Pathway to Promote Diacetylmorphine-Induced Neuronal Apoptosis. Mol Neurobiol 2024:10.1007/s12035-024-04629-z. [PMID: 39557800 DOI: 10.1007/s12035-024-04629-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Accepted: 11/12/2024] [Indexed: 11/20/2024]
Abstract
Diacetylmorphine abuse is a major social problem that jeopardizes the world, and abuse can cause serious neurological disorders. Apoptosis plays an important role in neurological diseases. A previous study by our group found that the brain tissue of diacetylmorphine-addicted rats showed severe vacuole-like degeneration and increased apoptosis, but the exact mechanism has not yet been reported. We used TMT technology to sequence the diseased brain tissue of rats, and selected neurofilament light chain (NEFL) and neuritin (NRN1) as the focus of our research. We explore the possible roles and mechanisms played by both. Based on the construction of apoptotic cell model, we used overexpression/silencing lentiviral vectors to interfere with the expression of NEFL in PC12 cells, and the results suggested that NEFL could regulate NRN1 to affect the apoptosis level. To further understand the specific mechanism, we used transmission electron microscopy to observe the ultrastructure of apoptotic cells, and the results showed that compared with the control group, mitochondria in the model group showed obvious vacuolation as well as expansion, a significant increase in the accumulation of ROS, and a significant decrease in the mitochondrial membrane potential; after overexpression/silencing of NEFL, these changes were found to occur along with the alteration of NEFL expression. In summary, we conclude that diacetylmorphine induces neuronal apoptosis, and the specific mechanism is that NEFL regulates the NRN1-mediated mitochondrial pathway to promote apoptosis.
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Affiliation(s)
- Sensen Zhu
- School of Basic Medical Science, Xinjiang Medical University, Urumqi, 830017, China
| | - Liping Su
- Department of Pathology, The First Affiliated Hospital of Xinjiang Medical University, Xinjiang, China
| | - Mengjie Zhuang
- School of Basic Medical Science, Xinjiang Medical University, Urumqi, 830017, China
| | - Li Liu
- Department of Pathology, The First Affiliated Hospital of Xinjiang Medical University, Xinjiang, China
| | - Min Ji
- Department of Pathology, The First Affiliated Hospital of Xinjiang Medical University, Xinjiang, China
| | - Jingyu Liu
- School of Basic Medical Science, Xinjiang Medical University, Urumqi, 830017, China
| | - Chenlu Dai
- School of Basic Medical Science, Xinjiang Medical University, Urumqi, 830017, China
| | - Jinling Xiao
- School of Basic Medical Science, Xinjiang Medical University, Urumqi, 830017, China
| | - Yaling Guan
- School of Basic Medical Science, Xinjiang Medical University, Urumqi, 830017, China
| | - Long Yang
- Department of Anesthesiology, The First People's Hospital of Foshan, Foshan City, 528000, China.
| | - Hongwei Pu
- School of Basic Medical Science, Xinjiang Medical University, Urumqi, 830017, China.
- Key Laboratory of Forensic Medicine, Xinjiang Medical University, Xinjiang, China.
- Department of Discipline Construction, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, 830054, China.
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Zammit AR, Bennett DA, Buchman AS. From theory to practice: translating the concept of cognitive resilience to novel therapeutic targets that maintain cognition in aging adults. Front Aging Neurosci 2024; 15:1303912. [PMID: 38283067 PMCID: PMC10811007 DOI: 10.3389/fnagi.2023.1303912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 12/06/2023] [Indexed: 01/30/2024] Open
Abstract
While the concept of cognitive resilience is well-established it has not been defined in a way that can be measured. This has been an impediment to studying its underlying biology and to developing instruments for its clinical assessment. This perspective highlights recent work that has quantified the expression of cortical proteins associated with cognitive resilience, thus facilitating studies of its complex underlying biology and the full range of its clinical effects in aging adults. These initial studies provide empirical support for the conceptualization of resilience as a continuum. Like other conventional risk factors, some individuals manifest higher-than-average cognitive resilience and other individuals manifest lower-than-average cognitive resilience. These novel approaches for advancing studies of cognitive resilience can be generalized to other aging phenotypes and can set the stage for the development of clinical tools that might have the potential to measure other mechanisms of resilience in aging adults. These advances also have the potential to catalyze a complementary therapeutic approach that focuses on augmenting resilience via lifestyle changes or therapies targeting its underlying molecular mechanisms to maintain cognition and brain health even in the presence of untreatable stressors like brain pathologies that accumulate in aging adults.
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Affiliation(s)
- Andrea R. Zammit
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, United States
- Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States
| | - David A. Bennett
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, United States
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, United States
| | - Aron S. Buchman
- Rush Alzheimer’s Disease Center, Rush University Medical Center, Chicago, IL, United States
- Department of Neurological Sciences, Rush University Medical Center, Chicago, IL, United States
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