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1.
Cell ; 186(19): 4117-4133.e22, 2023 09 14.
Artículo en Inglés | MEDLINE | ID: mdl-37591239

RESUMEN

Aging is the key risk factor for cognitive decline, yet the molecular changes underlying brain aging remain poorly understood. Here, we conducted spatiotemporal RNA sequencing of the mouse brain, profiling 1,076 samples from 15 regions across 7 ages and 2 rejuvenation interventions. Our analysis identified a brain-wide gene signature of aging in glial cells, which exhibited spatially defined changes in magnitude. By integrating spatial and single-nucleus transcriptomics, we found that glial aging was particularly accelerated in white matter compared with cortical regions, whereas specialized neuronal populations showed region-specific expression changes. Rejuvenation interventions, including young plasma injection and dietary restriction, exhibited distinct effects on gene expression in specific brain regions. Furthermore, we discovered differential gene expression patterns associated with three human neurodegenerative diseases, highlighting the importance of regional aging as a potential modulator of disease. Our findings identify molecular foci of brain aging, providing a foundation to target age-related cognitive decline.


Asunto(s)
Envejecimiento , Disfunción Cognitiva , Sustancia Blanca , Animales , Humanos , Ratones , Disfunción Cognitiva/genética , Perfilación de la Expresión Génica , Núcleo Solitario , Sustancia Blanca/patología , Análisis de Expresión Génica de una Sola Célula , Encéfalo/patología
2.
Immunity ; 57(6): 1394-1412.e8, 2024 Jun 11.
Artículo en Inglés | MEDLINE | ID: mdl-38821054

RESUMEN

Recent single-cell RNA sequencing studies have revealed distinct microglial states in development and disease. These include proliferative-region-associated microglia (PAMs) in developing white matter and disease-associated microglia (DAMs) prevalent in various neurodegenerative conditions. PAMs and DAMs share a similar core gene signature. However, the extent of the dynamism and plasticity of these microglial states, as well as their functional significance, remains elusive, partly due to the lack of specific tools. Here, we generated an inducible Cre driver line, Clec7a-CreERT2, that targets PAMs and DAMs in the brain parenchyma. Utilizing this tool, we profiled labeled cells during development and in several disease models, uncovering convergence and context-dependent differences in PAM and DAM gene expression. Through long-term tracking, we demonstrated microglial state plasticity. Lastly, we specifically depleted DAMs in demyelination, revealing their roles in disease recovery. Together, we provide a versatile genetic tool to characterize microglial states in CNS development and disease.


Asunto(s)
Plasticidad de la Célula , Microglía , Remielinización , Microglía/fisiología , Animales , Ratones , Plasticidad de la Célula/genética , Enfermedades Desmielinizantes/genética , Ratones Endogámicos C57BL , Ratones Transgénicos , Modelos Animales de Enfermedad , Encéfalo , Vaina de Mielina/metabolismo , Sustancia Blanca/patología
3.
Nature ; 626(7999): 574-582, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38086421

RESUMEN

The intrinsic mechanisms that regulate neurotoxic versus neuroprotective astrocyte phenotypes and their effects on central nervous system degeneration and repair remain poorly understood. Here we show that injured white matter astrocytes differentiate into two distinct C3-positive and C3-negative reactive populations, previously simplified as neurotoxic (A1) and neuroprotective (A2)1,2, which can be further subdivided into unique subpopulations defined by proliferation and differential gene expression signatures. We find the balance of neurotoxic versus neuroprotective astrocytes is regulated by discrete pools of compartmented cyclic adenosine monophosphate derived from soluble adenylyl cyclase and show that proliferating neuroprotective astrocytes inhibit microglial activation and downstream neurotoxic astrocyte differentiation to promote retinal ganglion cell survival. Finally, we report a new, therapeutically tractable viral vector to specifically target optic nerve head astrocytes and show that raising nuclear or depleting cytoplasmic cyclic AMP in reactive astrocytes inhibits deleterious microglial or macrophage cell activation and promotes retinal ganglion cell survival after optic nerve injury. Thus, soluble adenylyl cyclase and compartmented, nuclear- and cytoplasmic-localized cyclic adenosine monophosphate in reactive astrocytes act as a molecular switch for neuroprotective astrocyte reactivity that can be targeted to inhibit microglial activation and neurotoxic astrocyte differentiation to therapeutic effect. These data expand on and define new reactive astrocyte subtypes and represent a step towards the development of gliotherapeutics for the treatment of glaucoma and other optic neuropathies.


Asunto(s)
Astrocitos , Neuroprotección , Adenilil Ciclasas/metabolismo , Astrocitos/citología , Astrocitos/enzimología , Astrocitos/metabolismo , Diferenciación Celular , Núcleo Celular/metabolismo , Supervivencia Celular , AMP Cíclico/metabolismo , Citoplasma/metabolismo , Macrófagos/metabolismo , Macrófagos/patología , Microglía/metabolismo , Microglía/patología , Traumatismos del Nervio Óptico/metabolismo , Traumatismos del Nervio Óptico/patología , Traumatismos del Nervio Óptico/terapia , Células Ganglionares de la Retina/citología , Células Ganglionares de la Retina/metabolismo , Sustancia Blanca/metabolismo , Sustancia Blanca/patología , Glaucoma/patología , Glaucoma/terapia
4.
Nature ; 597(7878): 709-714, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-34497421

RESUMEN

Multiple sclerosis (MS) lesions that do not resolve in the months after they form harbour ongoing demyelination and axon degeneration, and are identifiable in vivo by their paramagnetic rims on MRI scans1-3. Here, to define mechanisms underlying this disabling, progressive neurodegenerative state4-6 and foster development of new therapeutic agents, we used MRI-informed single-nucleus RNA sequencing to profile the edge of demyelinated white matter lesions at various stages of inflammation. We uncovered notable glial and immune cell diversity, especially at the chronically inflamed lesion edge. We define 'microglia inflamed in MS' (MIMS) and 'astrocytes inflamed in MS', glial phenotypes that demonstrate neurodegenerative programming. The MIMS transcriptional profile overlaps with that of microglia in other neurodegenerative diseases, suggesting that primary and secondary neurodegeneration share common mechanisms and could benefit from similar therapeutic approaches. We identify complement component 1q (C1q) as a critical mediator of MIMS activation, validated immunohistochemically in MS tissue, genetically by microglia-specific C1q ablation in mice with experimental autoimmune encephalomyelitis, and therapeutically by treating chronic experimental autoimmune encephalomyelitis with C1q blockade. C1q inhibition is a potential therapeutic avenue to address chronic white matter inflammation, which could be monitored by longitudinal assessment of its dynamic biomarker, paramagnetic rim lesions, using advanced MRI methods.


Asunto(s)
Astrocitos/patología , Linfocitos/patología , Microglía/patología , Esclerosis Múltiple/patología , Animales , Encéfalo/patología , Complemento C1q/antagonistas & inhibidores , Complemento C1q/metabolismo , Encefalomielitis Autoinmune Experimental/patología , Femenino , Humanos , Inflamación/patología , Imagen por Resonancia Magnética , Masculino , Ratones , Ratones Endogámicos C57BL , Persona de Mediana Edad , Esclerosis Múltiple/diagnóstico por imagen , RNA-Seq , Transcriptoma , Sustancia Blanca/patología
5.
Proc Natl Acad Sci U S A ; 120(16): e2218007120, 2023 04 18.
Artículo en Inglés | MEDLINE | ID: mdl-37053187

RESUMEN

We perform targeted attack, a systematic computational unlinking of the network, to analyze its effects on global communication across the brain network through its giant cluster. Across diffusion magnetic resonance images from individuals in the UK Biobank, Adolescent Brain Cognitive Development Study and Developing Human Connectome Project, we find that targeted attack procedures on increasing white matter tract lengths and densities are remarkably invariant to aging and disease. Time-reversing the attack computation suggests a mechanism for how brains develop, for which we derive an analytical equation using percolation theory. Based on a close match between theory and experiment, our results demonstrate that tracts are limited to emanate from regions already in the giant cluster and tracts that appear earliest in neurodevelopment are those that become the longest and densest.


Asunto(s)
Conectoma , Sustancia Blanca , Adolescente , Humanos , Encéfalo/diagnóstico por imagen , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Imagen por Resonancia Magnética , Cognición , Conectoma/métodos , Imagen de Difusión por Resonancia Magnética
6.
Proc Natl Acad Sci U S A ; 120(20): e2217635120, 2023 05 16.
Artículo en Inglés | MEDLINE | ID: mdl-37155847

RESUMEN

Myelin repair is an unrealized therapeutic goal in the treatment of multiple sclerosis (MS). Uncertainty remains about the optimal techniques for assessing therapeutic efficacy and imaging biomarkers are required to measure and corroborate myelin restoration. We analyzed myelin water fraction imaging from ReBUILD, a double-blind, randomized placebo-controlled (delayed treatment) remyelination trial, that showed a significant reduction in VEP latency in patients with MS. We focused on brain regions rich in myelin. Fifty MS subjects in two arms underwent 3T MRI at baseline and months 3 and 5. Half of the cohort was randomly assigned to receive treatment from baseline through 3 mo, whereas the other half received treatment from 3 mo to 5 mo post-baseline. We computed myelin water fraction changes occurring in normal-appearing white matter of corpus callosum, optic radiations, and corticospinal tracts. An increase in myelin water fraction was documented in the normal-appearing white matter of the corpus callosum, in correspondence with the administration of the remyelinating treatment clemastine. This study provides direct, biologically validated imaging-based evidence of medically induced myelin repair. Moreover, our work strongly suggests that significant myelin repair occurs outside of lesions. We therefore propose myelin water fraction within the normal-appearing white matter of the corpus callosum as a biomarker for clinical trials looking at remyelination.


Asunto(s)
Esclerosis Múltiple , Remielinización , Sustancia Blanca , Humanos , Cuerpo Calloso/diagnóstico por imagen , Cuerpo Calloso/patología , Esclerosis Múltiple/diagnóstico por imagen , Esclerosis Múltiple/tratamiento farmacológico , Esclerosis Múltiple/patología , Encéfalo/patología , Vaina de Mielina/patología , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Imagen por Resonancia Magnética/métodos , Agua , Biomarcadores
7.
J Neurosci ; 44(18)2024 May 01.
Artículo en Inglés | MEDLINE | ID: mdl-38565289

RESUMEN

Several studies have shown white matter (WM) abnormalities in Alzheimer's disease (AD) using diffusion tensor imaging (DTI). Nonetheless, robust characterization of WM changes has been challenging due to the methodological limitations of DTI. We applied fixel-based analyses (FBA) to examine microscopic differences in fiber density (FD) and macroscopic changes in fiber cross-section (FC) in early stages of AD (N = 393, 212 females). FBA was also compared with DTI, free-water corrected (FW)-DTI and diffusion kurtosis imaging (DKI). We further investigated the correlation of FBA and tensor-derived metrics with AD pathology and cognition. FBA metrics were decreased in the entire cingulum bundle, uncinate fasciculus and anterior thalamic radiations in Aß-positive patients with mild cognitive impairment compared to control groups. Metrics derived from DKI, and FW-DTI showed similar alterations whereas WM degeneration detected by DTI was more widespread. Tau-PET uptake in medial temporal regions was only correlated with reduced FC mainly in the parahippocampal cingulum in Aß-positive individuals. This tau-related WM alteration was also associated with impaired memory. Despite the spatially extensive between-group differences in DTI-metrics, the link between WM and tau aggregation was only revealed using FBA metrics implying high sensitivity but low specificity of DTI-based measures in identifying subtle tau-related WM degeneration. No relationship was found between amyloid load and any diffusion-MRI measures. Our results indicate that early tau-related WM alterations in AD are due to macrostructural changes specifically captured by FBA metrics. Thus, future studies assessing the effects of AD pathology in WM tracts should consider using FBA metrics.


Asunto(s)
Enfermedad de Alzheimer , Imagen de Difusión Tensora , Sustancia Blanca , Proteínas tau , Humanos , Enfermedad de Alzheimer/diagnóstico por imagen , Enfermedad de Alzheimer/patología , Enfermedad de Alzheimer/metabolismo , Femenino , Masculino , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Anciano , Proteínas tau/metabolismo , Imagen de Difusión Tensora/métodos , Anciano de 80 o más Años , Persona de Mediana Edad , Disfunción Cognitiva/diagnóstico por imagen , Disfunción Cognitiva/patología
8.
J Neurosci ; 44(21)2024 May 22.
Artículo en Inglés | MEDLINE | ID: mdl-38565290

RESUMEN

Left-sided spatial neglect is a very common and challenging issue after right-hemispheric stroke, which strongly and negatively affects daily living behavior and recovery of stroke survivors. The mechanisms underlying recovery of spatial neglect remain controversial, particularly regarding the involvement of the intact, contralesional hemisphere, with potential contributions ranging from maladaptive to compensatory. In the present prospective, observational study, we assessed neglect severity in 54 right-hemispheric stroke patients (32 male; 22 female) at admission to and discharge from inpatient neurorehabilitation. We demonstrate that the interaction of initial neglect severity and spared white matter (dis)connectivity resulting from individual lesions (as assessed by diffusion tensor imaging, DTI) explains a significant portion of the variability of poststroke neglect recovery. In mildly impaired patients, spared structural connectivity within the lesioned hemisphere is sufficient to attain good recovery. Conversely, in patients with severe impairment, successful recovery critically depends on structural connectivity within the intact hemisphere and between hemispheres. These distinct patterns, mediated by their respective white matter connections, may help to reconcile the dichotomous perspectives regarding the role of the contralesional hemisphere as exclusively compensatory or not. Instead, they suggest a unified viewpoint wherein the contralesional hemisphere can - but must not necessarily - assume a compensatory role. This would depend on initial impairment severity and on the available, spared structural connectivity. In the future, our findings could serve as a prognostic biomarker for neglect recovery and guide patient-tailored therapeutic approaches.


Asunto(s)
Imagen de Difusión Tensora , Trastornos de la Percepción , Recuperación de la Función , Accidente Cerebrovascular , Sustancia Blanca , Humanos , Masculino , Femenino , Trastornos de la Percepción/etiología , Trastornos de la Percepción/fisiopatología , Trastornos de la Percepción/rehabilitación , Accidente Cerebrovascular/complicaciones , Accidente Cerebrovascular/diagnóstico por imagen , Accidente Cerebrovascular/fisiopatología , Anciano , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Persona de Mediana Edad , Recuperación de la Función/fisiología , Lateralidad Funcional/fisiología , Estudios Prospectivos , Índice de Severidad de la Enfermedad , Vías Nerviosas/fisiopatología , Vías Nerviosas/diagnóstico por imagen , Vías Nerviosas/patología , Anciano de 80 o más Años
9.
Ann Neurol ; 95(3): 558-575, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38069470

RESUMEN

OBJECTIVE: Fragile X-associated tremor/ataxia syndrome (FXTAS) is a late-onset progressive genetic neurodegenerative disorder that occurs in FMR1 premutation carriers. The temporal, spatial, and cell-type specific patterns of neurodegeneration in the FXTAS brain remain incompletely characterized. Intranuclear inclusion bodies are the neuropathological hallmark of FXTAS, which are largest and occur most frequently in astrocytes, glial cells that maintain brain homeostasis. Here, we characterized neuropathological alterations in astrocytes in multiple regions of the FXTAS brain. METHODS: Striatal and cerebellar sections from FXTAS cases (n = 12) and controls (n = 12) were stained for the astrocyte markers glial fibrillary acidic protein (GFAP) and aldehyde dehydrogenase 1L1 (ALDH1L1) using immunohistochemistry. Reactive astrogliosis severity, the prevalence of GFAP+ fragments, and astrocyte density were scored. Double label immunofluorescence was utilized to detect co-localization of GFAP and cleaved caspase-3. RESULTS: FXTAS cases showed widespread reactive gliosis in both grey and white matter. GFAP staining also revealed remarkably severe astrocyte pathology in FXTAS white matter - characterized by a significant and visible reduction in astrocyte density (-38.7% in striatum and - 32.2% in cerebellum) and the widespread presence of GFAP+ fragments reminiscent of apoptotic bodies. White matter specific reductions in astrocyte density were confirmed with ALDH1L1 staining. GFAP+ astrocytes and fragments in white matter were positive for cleaved caspase-3, suggesting that apoptosis-mediated degeneration is responsible for reduced astrocyte counts. INTERPRETATION: We have established that FXTAS neuropathology includes robust degeneration of astrocytes, which is specific to white matter. Because astrocytes are essential for maintaining homeostasis within the central nervous system, a loss of astrocytes likely further exacerbates neuropathological progression of other cell types in the FXTAS brain. ANN NEUROL 2024;95:558-575.


Asunto(s)
Síndrome del Cromosoma X Frágil , Sustancia Blanca , Humanos , Astrocitos/metabolismo , Temblor/genética , Gliosis/patología , Caspasa 3/metabolismo , Sustancia Blanca/patología , Síndrome del Cromosoma X Frágil/diagnóstico , Síndrome del Cromosoma X Frágil/genética , Síndrome del Cromosoma X Frágil/metabolismo , Ataxia/genética , Proteína de la Discapacidad Intelectual del Síndrome del Cromosoma X Frágil/genética
10.
Ann Neurol ; 95(5): 907-916, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38345145

RESUMEN

OBJECTIVE: Microglia/macrophages line the border of demyelinated lesions in both cerebral white matter and the cortex in the brains of multiple sclerosis patients. Microglia/macrophages associated with chronic white matter lesions are thought to be responsible for slow lesion expansion and disability progression in progressive multiple sclerosis, whereas those lining gray matter lesions are less studied. Profiling these microglia/macrophages could help to focus therapies on genes or pathways specific to lesion expansion and disease progression. METHODS: We compared the morphology and transcript profiles of microglia/macrophages associated with borders of white matter (WM line) and subpial gray matter lesions (GM line) using laser capture microscopy. We performed RNA sequencing on isolated cells followed by immunocytochemistry to determine the distribution of translational products of transcripts increased in WM line microglia. RESULTS: Cells in the WM line appear activated, with shorter processes and larger cell bodies, whereas those in the GM line appear more homeostatic, with smaller cell bodies and multiple thin processes. Transcript profiling revealed 176 genes in WM lines and 111 genes in GM lines as differentially expressed. Transcripts associated with immune activation and iron homeostasis were increased in WM line microglia, whereas genes belonging to the canonical Wnt signaling pathway were increased in GM line microglia. INTERPRETATION: We propose that the mechanisms of demyelination and dynamics of lesion expansion are responsible for differential transcript expression in WM lines and GM lines, and posit that increased expression of the Fc epsilon receptor, spleen tyrosine kinase, and Bruton's tyrosine kinase, play a key role in regulating microglia/macrophage function at the border of chronic active white matter lesions. ANN NEUROL 2024;95:907-916.


Asunto(s)
Sustancia Gris , Macrófagos , Microglía , Esclerosis Múltiple , Sustancia Blanca , Humanos , Microglía/metabolismo , Microglía/patología , Macrófagos/metabolismo , Macrófagos/patología , Sustancia Gris/patología , Sustancia Gris/metabolismo , Esclerosis Múltiple/genética , Esclerosis Múltiple/patología , Esclerosis Múltiple/metabolismo , Masculino , Femenino , Sustancia Blanca/patología , Sustancia Blanca/metabolismo , Persona de Mediana Edad , Transcriptoma , Adulto , Anciano
11.
Ann Neurol ; 95(5): 941-950, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38362961

RESUMEN

OBJECTIVE: To investigate the relationship between neurocognitive deficits and structural changes on brain magnetic resonance imaging in people living with HIV (PLWH) with good virological control on combination antiretroviral therapy, compared with socioeconomically matched control participants recruited from the same communities. METHODS: Brain magnetic resonance imaging scans, and clinical and neuropsychological data were obtained from virologically controlled PLWH (viral load of <50 c/mL and at least 1 year of combination antiretroviral therapy) and socioeconomically matched control participants. Magnetic resonance imaging was carried out on 3 T scanner with 8-channel head coils and segmented using Classification using Derivative-based Features. Multiple regression analysis was performed to examine the association between brain volume and various clinical and neuropsychiatric parameters adjusting for age, race, and sex. To evaluate longitudinal changes in brain volumes, a random coefficient model was used to evaluate the changes over time (age) adjusting for sex and race. RESULTS: The cross-sectional study included 164 PLWH and 51 controls, and the longitudinal study included 68 PLWH and 20 controls with 2 or more visits (mean 2.2 years, range 0.8-5.1 years). Gray matter (GM) atrophy rate was significantly higher in PLWH compared with control participants, and importantly, the GM and global atrophy was associated with the various neuropsychological domain scores. Higher volume of white matter hyperintensities were associated with increased atherosclerotic cardiovascular disease risk score, and decreased executive functioning and memory domain scores in PLWH. INTERPRETATION: These findings suggest ongoing neurological damage even in virologically controlled participants, with significant implications for clinical management of PLWH. ANN NEUROL 2024;95:941-950.


Asunto(s)
Sustancia Gris , Infecciones por VIH , Trastornos Neurocognitivos , Sustancia Blanca , Humanos , Estudios Transversales , Infecciones por VIH/complicaciones , Infecciones por VIH/diagnóstico por imagen , Infecciones por VIH/patología , Infecciones por VIH/terapia , Trastornos Neurocognitivos/diagnóstico por imagen , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Sustancia Gris/diagnóstico por imagen , Sustancia Gris/patología , Adulto , Persona de Mediana Edad , Masculino , Femenino , Cerebro/diagnóstico por imagen , Cerebro/patología , Estudios Longitudinales
12.
Ann Neurol ; 96(2): 276-288, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38780377

RESUMEN

OBJECTIVE: To evaluate: (1) the distribution of gray matter (GM) atrophy in myelin oligodendrocyte glycoprotein antibody-associated disease (MOGAD), aquaporin-4 antibody-positive neuromyelitis optica spectrum disorder (AQP4+NMOSD), and relapsing-remitting multiple sclerosis (RRMS); and (2) the relationship between GM volumes and white matter lesions in various brain regions within each disease. METHODS: A retrospective, multicenter analysis of magnetic resonance imaging data included patients with MOGAD/AQP4+NMOSD/RRMS in non-acute disease stage. Voxel-wise analyses and general linear models were used to evaluate the relevance of regional GM atrophy. For significant results (p < 0.05), volumes of atrophic areas are reported. RESULTS: We studied 135 MOGAD patients, 135 AQP4+NMOSD, 175 RRMS, and 144 healthy controls (HC). Compared with HC, MOGAD showed lower GM volumes in the temporal lobes, deep GM, insula, and cingulate cortex (75.79 cm3); AQP4+NMOSD in the occipital cortex (32.83 cm3); and RRMS diffusely in the GM (260.61 cm3). MOGAD showed more pronounced temporal cortex atrophy than RRMS (6.71 cm3), whereas AQP4+NMOSD displayed greater occipital cortex atrophy than RRMS (19.82 cm3). RRMS demonstrated more pronounced deep GM atrophy in comparison with MOGAD (27.90 cm3) and AQP4+NMOSD (47.04 cm3). In MOGAD, higher periventricular and cortical/juxtacortical lesions were linked to reduced temporal cortex, deep GM, and insula volumes. In RRMS, the diffuse GM atrophy was associated with lesions in all locations. AQP4+NMOSD showed no lesion/GM volume correlation. INTERPRETATION: GM atrophy is more widespread in RRMS compared with the other two conditions. MOGAD primarily affects the temporal cortex, whereas AQP4+NMOSD mainly involves the occipital cortex. In MOGAD and RRMS, lesion-related tract degeneration is associated with atrophy, but this link is absent in AQP4+NMOSD. ANN NEUROL 2024;96:276-288.


Asunto(s)
Acuaporina 4 , Atrofia , Autoanticuerpos , Sustancia Gris , Imagen por Resonancia Magnética , Glicoproteína Mielina-Oligodendrócito , Neuromielitis Óptica , Sustancia Blanca , Humanos , Femenino , Acuaporina 4/inmunología , Neuromielitis Óptica/patología , Neuromielitis Óptica/diagnóstico por imagen , Neuromielitis Óptica/inmunología , Masculino , Glicoproteína Mielina-Oligodendrócito/inmunología , Adulto , Atrofia/patología , Sustancia Gris/patología , Sustancia Gris/diagnóstico por imagen , Sustancia Blanca/patología , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/inmunología , Persona de Mediana Edad , Estudios Retrospectivos , Autoanticuerpos/sangre , Esclerosis Múltiple Recurrente-Remitente/patología , Esclerosis Múltiple Recurrente-Remitente/diagnóstico por imagen , Esclerosis Múltiple Recurrente-Remitente/inmunología , Adulto Joven
13.
Hum Genomics ; 18(1): 75, 2024 Jul 02.
Artículo en Inglés | MEDLINE | ID: mdl-38956648

RESUMEN

BACKGROUND: Aging represents a significant risk factor for the occurrence of cerebral small vessel disease, associated with white matter (WM) lesions, and to age-related cognitive alterations, though the precise mechanisms remain largely unknown. This study aimed to investigate the impact of polygenic risk scores (PRS) for WM integrity, together with age-related DNA methylation, and gene expression alterations, on cognitive aging in a cross-sectional healthy aging cohort. The PRSs were calculated using genome-wide association study (GWAS) summary statistics for magnetic resonance imaging (MRI) markers of WM integrity, including WM hyperintensities, fractional anisotropy (FA), and mean diffusivity (MD). These scores were utilized to predict age-related cognitive changes and evaluate their correlation with structural brain changes, which distinguish individuals with higher and lower cognitive scores. To reduce the dimensionality of the data and identify age-related DNA methylation and transcriptomic alterations, Sparse Partial Least Squares-Discriminant Analysis (sPLS-DA) was used. Subsequently, a canonical correlation algorithm was used to integrate the three types of omics data (PRS, DNA methylation, and gene expression data) and identify an individual "omics" signature that distinguishes subjects with varying cognitive profiles. RESULTS: We found a positive association between MD-PRS and long-term memory, as well as a correlation between MD-PRS and structural brain changes, effectively discriminating between individuals with lower and higher memory scores. Furthermore, we observed an enrichment of polygenic signals in genes related to both vascular and non-vascular factors. Age-related alterations in DNA methylation and gene expression indicated dysregulation of critical molecular features and signaling pathways involved in aging and lifespan regulation. The integration of multi-omics data underscored the involvement of synaptic dysfunction, axonal degeneration, microtubule organization, and glycosylation in the process of cognitive aging. CONCLUSIONS: These findings provide valuable insights into the biological mechanisms underlying the association between WM coherence and cognitive aging. Additionally, they highlight how age-associated DNA methylation and gene expression changes contribute to cognitive aging.


Asunto(s)
Envejecimiento Cognitivo , Metilación de ADN , Estudio de Asociación del Genoma Completo , Herencia Multifactorial , Humanos , Metilación de ADN/genética , Femenino , Masculino , Herencia Multifactorial/genética , Anciano , Persona de Mediana Edad , Estudios Transversales , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Factores de Riesgo , Imagen por Resonancia Magnética , Envejecimiento/genética , Envejecimiento/patología , Encéfalo/diagnóstico por imagen , Encéfalo/metabolismo , Encéfalo/patología , Puntuación de Riesgo Genético
14.
Mol Psychiatry ; 29(4): 1063-1074, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38326559

RESUMEN

White matter pathways, typically studied with diffusion tensor imaging (DTI), have been implicated in the neurobiology of obsessive-compulsive disorder (OCD). However, due to limited sample sizes and the predominance of single-site studies, the generalizability of OCD classification based on diffusion white matter estimates remains unclear. Here, we tested classification accuracy using the largest OCD DTI dataset to date, involving 1336 adult participants (690 OCD patients and 646 healthy controls) and 317 pediatric participants (175 OCD patients and 142 healthy controls) from 18 international sites within the ENIGMA OCD Working Group. We used an automatic machine learning pipeline (with feature engineering and selection, and model optimization) and examined the cross-site generalizability of the OCD classification models using leave-one-site-out cross-validation. Our models showed low-to-moderate accuracy in classifying (1) "OCD vs. healthy controls" (Adults, receiver operator characteristic-area under the curve = 57.19 ± 3.47 in the replication set; Children, 59.8 ± 7.39), (2) "unmedicated OCD vs. healthy controls" (Adults, 62.67 ± 3.84; Children, 48.51 ± 10.14), and (3) "medicated OCD vs. unmedicated OCD" (Adults, 76.72 ± 3.97; Children, 72.45 ± 8.87). There was significant site variability in model performance (cross-validated ROC AUC ranges 51.6-79.1 in adults; 35.9-63.2 in children). Machine learning interpretation showed that diffusivity measures of the corpus callosum, internal capsule, and posterior thalamic radiation contributed to the classification of OCD from HC. The classification performance appeared greater than the model trained on grey matter morphometry in the prior ENIGMA OCD study (our study includes subsamples from the morphometry study). Taken together, this study points to the meaningful multivariate patterns of white matter features relevant to the neurobiology of OCD, but with low-to-moderate classification accuracy. The OCD classification performance may be constrained by site variability and medication effects on the white matter integrity, indicating room for improvement for future research.


Asunto(s)
Imagen de Difusión Tensora , Aprendizaje Automático , Trastorno Obsesivo Compulsivo , Sustancia Blanca , Humanos , Sustancia Blanca/patología , Sustancia Blanca/diagnóstico por imagen , Masculino , Femenino , Adulto , Imagen de Difusión Tensora/métodos , Niño , Adolescente , Encéfalo/patología , Encéfalo/diagnóstico por imagen , Persona de Mediana Edad , Adulto Joven
15.
Mol Psychiatry ; 29(4): 1033-1045, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38228890

RESUMEN

Previous diffusion MRI studies have reported mixed findings on white matter microstructure alterations in obsessive-compulsive disorder (OCD), likely due to variation in demographic and clinical characteristics, scanning methods, and underpowered samples. The OCD global study was created across five international sites to overcome these challenges by harmonizing data collection to identify consistent brain signatures of OCD that are reproducible and generalizable. Single-shell diffusion measures (e.g., fractional anisotropy), multi-shell Neurite Orientation Dispersion and Density Imaging (NODDI) and fixel-based measures, were extracted from skeletonized white matter tracts in 260 medication-free adults with OCD and 252 healthy controls. We additionally performed structural connectome analysis. We compared cases with controls and cases with early (<18) versus late (18+) OCD onset using mixed-model and Bayesian multilevel analysis. Compared with healthy controls, adult OCD individuals showed higher fiber density in the sagittal stratum (B[SE] = 0.10[0.05], P = 0.04) and credible evidence for higher fiber density in several other tracts. When comparing early (n = 145) and late-onset (n = 114) cases, converging evidence showed lower integrity of the posterior thalamic radiation -particularly radial diffusivity (B[SE] = 0.28[0.12], P = 0.03)-and lower global efficiency of the structural connectome (B[SE] = 15.3[6.6], P = 0.03) in late-onset cases. Post-hoc analyses indicated divergent direction of effects of the two OCD groups compared to healthy controls. Age of OCD onset differentially affects the integrity of thalamo-parietal/occipital tracts and the efficiency of the structural brain network. These results lend further support for the role of the thalamus and its afferent fibers and visual attentional processes in the pathophysiology of OCD.


Asunto(s)
Edad de Inicio , Encéfalo , Conectoma , Imagen de Difusión Tensora , Trastorno Obsesivo Compulsivo , Sustancia Blanca , Humanos , Trastorno Obsesivo Compulsivo/patología , Sustancia Blanca/patología , Adulto , Masculino , Femenino , Conectoma/métodos , Imagen de Difusión Tensora/métodos , Encéfalo/patología , Persona de Mediana Edad , Imagen de Difusión por Resonancia Magnética/métodos , Adulto Joven , Anisotropía , Teorema de Bayes , Estudios de Casos y Controles , Adolescente
16.
Mol Psychiatry ; 29(3): 611-623, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38195980

RESUMEN

Although the cerebellum contributes to higher-order cognitive and emotional functions relevant to posttraumatic stress disorder (PTSD), prior research on cerebellar volume in PTSD is scant, particularly when considering subregions that differentially map on to motor, cognitive, and affective functions. In a sample of 4215 adults (PTSD n = 1642; Control n = 2573) across 40 sites from the ENIGMA-PGC PTSD working group, we employed a new state-of-the-art deep-learning based approach for automatic cerebellar parcellation to obtain volumetric estimates for the total cerebellum and 28 subregions. Linear mixed effects models controlling for age, gender, intracranial volume, and site were used to compare cerebellum volumes in PTSD compared to healthy controls (88% trauma-exposed). PTSD was associated with significant grey and white matter reductions of the cerebellum. Compared to controls, people with PTSD demonstrated smaller total cerebellum volume, as well as reduced volume in subregions primarily within the posterior lobe (lobule VIIB, crus II), vermis (VI, VIII), flocculonodular lobe (lobule X), and corpus medullare (all p-FDR < 0.05). Effects of PTSD on volume were consistent, and generally more robust, when examining symptom severity rather than diagnostic status. These findings implicate regionally specific cerebellar volumetric differences in the pathophysiology of PTSD. The cerebellum appears to play an important role in higher-order cognitive and emotional processes, far beyond its historical association with vestibulomotor function. Further examination of the cerebellum in trauma-related psychopathology will help to clarify how cerebellar structure and function may disrupt cognitive and affective processes at the center of translational models for PTSD.


Asunto(s)
Cerebelo , Imagen por Resonancia Magnética , Trastornos por Estrés Postraumático , Humanos , Trastornos por Estrés Postraumático/patología , Trastornos por Estrés Postraumático/fisiopatología , Trastornos por Estrés Postraumático/diagnóstico por imagen , Cerebelo/patología , Cerebelo/diagnóstico por imagen , Femenino , Masculino , Adulto , Imagen por Resonancia Magnética/métodos , Persona de Mediana Edad , Sustancia Blanca/patología , Sustancia Blanca/diagnóstico por imagen , Sustancia Gris/patología , Tamaño de los Órganos , Aprendizaje Profundo
17.
Mol Psychiatry ; 29(2): 496-504, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38195979

RESUMEN

INTRODUCTION: Regional gray matter (GM) alterations have been reported in early-onset psychosis (EOP, onset before age 18), but previous studies have yielded conflicting results, likely due to small sample sizes and the different brain regions examined. In this study, we conducted a whole brain voxel-based morphometry (VBM) analysis in a large sample of individuals with EOP, using the newly developed ENIGMA-VBM tool. METHODS: 15 independent cohorts from the ENIGMA-EOP working group participated in the study. The overall sample comprised T1-weighted MRI data from 482 individuals with EOP and 469 healthy controls. Each site performed the VBM analysis locally using the standardized ENIGMA-VBM tool. Statistical parametric T-maps were generated from each cohort and meta-analyzed to reveal voxel-wise differences between EOP and healthy controls as well as the individual-based association between GM volume and age of onset, chlorpromazine (CPZ) equivalent dose, and other clinical variables. RESULTS: Compared with healthy controls, individuals with EOP showed widespread lower GM volume encompassing most of the cortex, with the most marked effect in the left median cingulate (Hedges' g = 0.55, p = 0.001 corrected), as well as small clusters of lower white matter (WM), whereas no regional GM or WM volumes were higher in EOP. Lower GM volume in the cerebellum, thalamus and left inferior parietal gyrus was associated with older age of onset. Deficits in GM in the left inferior frontal gyrus, right insula, right precentral gyrus and right superior frontal gyrus were also associated with higher CPZ equivalent doses. CONCLUSION: EOP is associated with widespread reductions in cortical GM volume, while WM is affected to a smaller extent. GM volume alterations are associated with age of onset and CPZ equivalent dose but these effects are small compared to case-control differences. Mapping anatomical abnormalities in EOP may lead to a better understanding of the role of psychosis in brain development during childhood and adolescence.


Asunto(s)
Edad de Inicio , Encéfalo , Sustancia Gris , Imagen por Resonancia Magnética , Trastornos Psicóticos , Sustancia Blanca , Humanos , Sustancia Gris/patología , Trastornos Psicóticos/patología , Trastornos Psicóticos/diagnóstico por imagen , Masculino , Femenino , Imagen por Resonancia Magnética/métodos , Sustancia Blanca/patología , Sustancia Blanca/diagnóstico por imagen , Adolescente , Adulto , Encéfalo/patología , Adulto Joven , Mapeo Encefálico/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Estudios de Cohortes
18.
Mol Psychiatry ; 29(4): 992-1004, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38216727

RESUMEN

Neuroinflammation is a hallmark of Alzheimer's disease (AD) and both positive and negative associations of individual inflammation-related markers with brain structure and cognitive function have been described. We aimed to identify inflammatory signatures of CSF immune-related markers that relate to changes of brain structure and cognition across the clinical spectrum ranging from normal aging to AD. A panel of 16 inflammatory markers, Aß42/40 and p-tau181 were measured in CSF at baseline in the DZNE DELCODE cohort (n = 295); a longitudinal observational study focusing on at-risk stages of AD. Volumetric maps of gray and white matter (GM/WM; n = 261) and white matter hyperintensities (WMHs, n = 249) were derived from baseline MRIs. Cognitive decline (n = 204) and the rate of change in GM volume was measured in subjects with at least 3 visits (n = 175). A principal component analysis on the CSF markers revealed four inflammatory components (PCs). Of these, the first component PC1 (highly loading on sTyro3, sAXL, sTREM2, YKL-40, and C1q) was associated with older age and higher p-tau levels, but with less pathological Aß when controlling for p-tau. PC2 (highly loading on CRP, IL-18, complement factor F/H and C4) was related to male gender, higher body mass index and greater vascular risk. PC1 levels, adjusted for AD markers, were related to higher GM and WM volumes, less WMHs, better baseline memory, and to slower atrophy rates in AD-related areas and less cognitive decline. In contrast, PC2 related to less GM and WM volumes and worse memory at baseline. Similar inflammatory signatures and associations were identified in the independent F.ACE cohort. Our data suggest that there are beneficial and detrimental signatures of inflammatory CSF biomarkers. While higher levels of TAM receptors (sTyro/sAXL) or sTREM2 might reflect a protective glia response to degeneration related to phagocytic clearance, other markers might rather reflect proinflammatory states that have detrimental impact on brain integrity.


Asunto(s)
Enfermedad de Alzheimer , Péptidos beta-Amiloides , Biomarcadores , Encéfalo , Cognición , Disfunción Cognitiva , Inflamación , Imagen por Resonancia Magnética , Sustancia Blanca , Proteínas tau , Humanos , Masculino , Femenino , Biomarcadores/líquido cefalorraquídeo , Anciano , Enfermedad de Alzheimer/líquido cefalorraquídeo , Enfermedad de Alzheimer/patología , Persona de Mediana Edad , Encéfalo/patología , Péptidos beta-Amiloides/líquido cefalorraquídeo , Cognición/fisiología , Inflamación/líquido cefalorraquídeo , Imagen por Resonancia Magnética/métodos , Disfunción Cognitiva/líquido cefalorraquídeo , Sustancia Blanca/patología , Proteínas tau/líquido cefalorraquídeo , Estudios Longitudinales , Sustancia Gris/patología , Estudios de Cohortes
19.
PLoS Biol ; 20(3): e3001575, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-35286306

RESUMEN

The tracts between cortical areas are conceived as playing a central role in cortical information processing, but their actual numbers have never been determined in humans. Here, we estimate the absolute number of axons linking cortical areas from a whole-cortex diffusion MRI (dMRI) connectome, calibrated using the histologically measured callosal fiber density. Median connectivity is estimated as approximately 6,200 axons between cortical areas within hemisphere and approximately 1,300 axons interhemispherically, with axons connecting functionally related areas surprisingly sparse. For example, we estimate that <5% of the axons in the trunk of the arcuate and superior longitudinal fasciculi connect Wernicke's and Broca's areas. These results suggest that detailed information is transmitted between cortical areas either via linkage of the dense local connections or via rare, extraordinarily privileged long-range connections.


Asunto(s)
Conectoma , Sustancia Blanca , Axones , Cuerpo Calloso/diagnóstico por imagen , Imagen de Difusión por Resonancia Magnética , Humanos , Vías Nerviosas/patología , Sustancia Blanca/patología
20.
Brain ; 147(2): 352-371, 2024 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-37703295

RESUMEN

Executive functions are high-level cognitive processes involving abilities such as working memory/updating, set-shifting and inhibition. These complex cognitive functions are enabled by interactions among widely distributed cognitive networks, supported by white matter tracts. Executive impairment is frequent in neurological conditions affecting white matter; however, whether specific tracts are crucial for normal executive functions is unclear. We review causal and correlation evidence from studies that used direct electrical stimulation during awake surgery for gliomas, voxel-based and tract-based lesion-symptom mapping, and diffusion tensor imaging to explore associations between the integrity of white matter tracts and executive functions in healthy and impaired adults. The corpus callosum was consistently associated with all executive processes, notably its anterior segments. Both causal and correlation evidence showed prominent support of the superior longitudinal fasciculus to executive functions, notably to working memory. More specifically, strong evidence suggested that the second branch of the superior longitudinal fasciculus is crucial for all executive functions, especially for flexibility. Global results showed left lateralization for verbal tasks and right lateralization for executive tasks with visual demands. The frontal aslant tract potentially supports executive functions, however, additional evidence is needed to clarify whether its involvement in executive tasks goes beyond the control of language. Converging evidence indicates that a right-lateralized network of tracts connecting cortical and subcortical grey matter regions supports the performance of tasks assessing response inhibition, some suggesting a role for the right anterior thalamic radiation. Finally, correlation evidence suggests a role for the cingulum bundle in executive functions, especially in tasks assessing inhibition. We discuss these findings in light of current knowledge about the functional role of these tracts, descriptions of the brain networks supporting executive functions and clinical implications for individuals with brain tumours.


Asunto(s)
Neoplasias Encefálicas , Sustancia Blanca , Adulto , Humanos , Función Ejecutiva/fisiología , Sustancia Blanca/patología , Neoplasias Encefálicas/patología , Imagen de Difusión Tensora , Vigilia
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