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1.
Ann Clin Transl Neurol ; 10(5): 696-705, 2023 05.
Artículo en Inglés | MEDLINE | ID: mdl-36972727

RESUMEN

OBJECTIVES: Detection of α-synuclein aggregates by seed amplification is a promising Parkinson disease biomarker assay. Understanding intraindividual relationships of α-synuclein measures could inform optimal biomarker development. The objectives were to test accuracy of α-synuclein seed amplification assay in central (cerebrospinal fluid) and peripheral (submandibular gland) sources, compare to total α-synuclein measures, and investigate within-subject relationships. METHODS: The Systemic Synuclein Sampling Study aimed to characterize α-synuclein in multiple tissues and biofluids within Parkinson disease subjects (n = 59) and compared to healthy controls (n = 21). Motor and non-motor measures and dopamine transporter scans were obtained. Four measures of α-synuclein were compared: seed amplification assay in cerebrospinal fluid and formalin-fixed paraffin-embedded submandibular gland, total α-synuclein quantified in biofluids using enzyme-linked immunoassay, and aggregated α-synuclein in submandibular gland detected by immunohistochemistry. Accuracy of seed amplification assay for Parkinson disease diagnosis was examined and within-subject α-synuclein measures were compared. RESULTS: Sensitivity and specificity of α-synuclein seed amplification assay for Parkinson disease diagnosis was 92.6% and 90.5% in cerebrospinal fluid, and 73.2% and 78.6% in submandibular gland, respectively. 25/38 (65.8%) Parkinson disease participants were positive for both cerebrospinal fluid and submandibular gland seed amplification assay. Comparing accuracy for Parkinson disease diagnosis of different α-synuclein measures, cerebrospinal fluid seed amplification assay was the highest (Youden Index = 83.1%). 98.3% of all Parkinson disease cases had ≥1 measure of α-synuclein positive. INTERPRETATION: α-synuclein seed amplification assay (cerebrospinal fluid>submandibular gland) had higher sensitivity and specificity compared to total α-synuclein measures, and within-subject relationships of central and peripheral α-synuclein measures emerged.


Asunto(s)
Enfermedad de Parkinson , Humanos , Enfermedad de Parkinson/diagnóstico , Enfermedad de Parkinson/líquido cefalorraquídeo , alfa-Sinucleína/líquido cefalorraquídeo , Sensibilidad y Especificidad , Biomarcadores/líquido cefalorraquídeo
2.
Acta Neuropathol Commun ; 10(1): 21, 2022 02 14.
Artículo en Inglés | MEDLINE | ID: mdl-35164870

RESUMEN

The diagnosis of Parkinson's disease (PD) is challenging at all stages due to variable symptomatology, comorbidities, and mimicking conditions. Postmortem assessment remains the gold standard for a definitive diagnosis. While it is well recognized that PD manifests pathologically in the central nervous system with aggregation of α-synuclein as Lewy bodies and neurites, similar Lewy-type synucleinopathy (LTS) is additionally found in the peripheral nervous system that may be useful as an antemortem biomarker. We have previously found that detection of LTS in submandibular gland (SMG) biopsies is sensitive and specific for advanced PD; however, the sensitivity is suboptimal especially for early-stage disease. Further, visual microscopic assessment of biopsies by a neuropathologist to identify LTS is impractical for large-scale adoption. Here, we trained and validated a convolutional neural network (CNN) for detection of LTS on 283 digital whole slide images (WSI) from 95 unique SMG biopsies. A total of 8,450 LTS and 35,066 background objects were annotated following an inter-rater reliability study with Fleiss Kappa = 0.72. We used transfer learning to train a CNN model to classify image patches (151 × 151 pixels at 20× magnification) with and without the presence of LTS objects. The trained CNN model showed the following performance on image patches: sensitivity: 0.99, specificity: 0.99, precision: 0.81, accuracy: 0.99, and F-1 score: 0.89. We further tested the trained network on 1230 naïve WSI from the same cohort of research subjects comprising 42 PD patients and 14 controls. Logistic regression models trained on features engineered from the CNN predictions on the WSI resulted in sensitivity: 0.71, specificity: 0.65, precision: 0.86, accuracy: 0.69, and F-1 score: 0.76 in predicting clinical PD status, and 0.64 accuracy in predicting PD stage, outperforming expert neuropathologist LTS density scoring in terms of sensitivity but not specificity. These findings demonstrate the practical utility of a CNN detector in screening for LTS, which can translate into a computational tool to facilitate the antemortem tissue-based diagnosis of PD in clinical settings.


Asunto(s)
Redes Neurales de la Computación , Enfermedad de Parkinson/diagnóstico , Enfermedad de Parkinson/patología , Glándula Submandibular/patología , Anciano , Biopsia , Estudios Transversales , Femenino , Humanos , Masculino , Persona de Mediana Edad
3.
Neurology ; 95(9): e1267-e1284, 2020 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-32747521

RESUMEN

OBJECTIVE: The Systemic Synuclein Sampling Study (S4) measured α-synuclein in multiple tissues and biofluids within the same patients with Parkinson disease (PD) vs healthy controls (HCs). METHODS: S4 was a 6-site cross-sectional observational study of participants with early, moderate, or advanced PD and HCs. Motor and nonmotor measures and dopamine transporter SPECT were obtained. Biopsies of skin, colon, submandibular gland (SMG), CSF, saliva, and blood were collected. Tissue biopsy sections were stained with 5C12 monoclonal antibody against pathologic α-synuclein; digital images were interpreted by neuropathologists blinded to diagnosis. Biofluid total α-synuclein was quantified using ELISA. RESULTS: The final cohort included 59 patients with PD and 21 HCs. CSF α-synuclein was lower in patients with PD vs HCs; sensitivity/specificity of CSF α-synuclein for PD diagnosis was 87.0%/63.2%, respectively. Sensitivity of α-synuclein immunoreactivity for PD diagnosis was 56.1% for SMG and 24.1% for skin; specificity was 92.9% and 100%, respectively. There were no significant relationships between different measures of α-synuclein within participants. CONCLUSIONS: S4 confirms lower total α-synuclein levels in CSF in patients with PD compared to HCs, but specificity is low. In contrast, α-synuclein immunoreactivity in skin and SMG is specific for PD but sensitivity is low. Relationships within participants across different tissues and biofluids could not be demonstrated. Measures of pathologic forms of α-synuclein with higher accuracy are critically needed. CLASSIFICATION OF EVIDENCE: This study provides Class III evidence that total CSF α-synuclein does not accurately distinguish patients with PD from HCs, and that monoclonal antibody staining for SMG and skin total α-synuclein is specific but not sensitive for PD diagnosis.


Asunto(s)
Encéfalo/diagnóstico por imagen , Colon/metabolismo , Enfermedad de Parkinson/metabolismo , Saliva/metabolismo , Piel/metabolismo , Glándula Submandibular/metabolismo , alfa-Sinucleína/metabolismo , Adulto , Anciano , Anciano de 80 o más Años , Biopsia , Encéfalo/metabolismo , Estudios de Casos y Controles , Proteínas de Transporte de Dopamina a través de la Membrana Plasmática , Femenino , Humanos , Masculino , Persona de Mediana Edad , Enfermedad de Parkinson/diagnóstico , Sensibilidad y Especificidad , Tomografía Computarizada de Emisión de Fotón Único , alfa-Sinucleína/sangre , alfa-Sinucleína/líquido cefalorraquídeo
4.
J Parkinsons Dis ; 8(4): 517-527, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-30248065

RESUMEN

BACKGROUND: α-synuclein is a lead Parkinson's disease (PD) biomarker. There are conflicting reports regarding accuracy of α-synuclein in different tissues and biofluids as a PD biomarker, and the within-subject anatomical distribution of α-synuclein is not well described. The Systemic Synuclein Sampling Study (S4) aims to address these gaps in knowledge. The S4 is a multicenter, cross-sectional, observational study evaluating α-synuclein in multiple tissues and biofluids in PD and healthy controls (HC). OBJECTIVE: To describe the baseline characteristics of the S4 cohort and safety and feasibility of this study. METHODS: Participants underwent motor and non-motor clinical assessments, dopamine transporter SPECT, biofluid collection (cerebrospinal fluid, saliva, and blood), and tissue biopsies (skin, sigmoid colon, and submandibular gland). Biopsy adequacy was determined based on presence of adequate target tissue. Tissue sections were stained with the 5C12 monoclonal antibody against unmodified α-synuclein. All specimens were acquired and processed in a standardized manner. Adverse events were systematically recorded. RESULTS: The final cohort consists of 82 participants (61 PD, 21 HC). In 68 subjects (83%), all types of specimens were obtained but only 50 (61%) of subjects had all specimens both collected and evaluable for α-synuclein. Mild adverse events were common, especially for submandibular gland biopsy, but only 1 severe adverse event occurred. CONCLUSION: Multicenter tissue and biofluid sampling for α-synuclein is feasible and generally safe. S4 will inform understanding of the concurrent distribution of α-synuclein pathology and biomarkers in biofluids and peripheral nervous system in PD.


Asunto(s)
Colon/química , Enfermedad de Parkinson/diagnóstico , Saliva/química , Piel/química , Glándula Submandibular/química , alfa-Sinucleína/análisis , Adulto , Anciano , Anciano de 80 o más Años , Biomarcadores/análisis , Estudios Transversales , Estudios de Factibilidad , Femenino , Humanos , Masculino , Persona de Mediana Edad
5.
Women Health ; 56(8): 859-70, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-26848923

RESUMEN

Little is known about depressive symptoms among mothers who identify as lesbian. The aim of the researchers in the Relationships And Depression In Childbearing LEsbian (RADICLE) Moms study was to investigate the minority stress model to determine if higher levels of social support altered the relationship between gay-specific minority stress and depressive symptoms in a sample of self-identified lesbian women who had one or more children less than 18 years of age living in the household. The authors hypothesized that social support would influence the relationship between depressive symptoms and minority stress. Participants (n = 131) completed an anonymous Internet survey between May and December, 2011. Controlling for demographic factors and utilizing independent hierarchical multiple regression analyses the authors examined the relationships between depressive symptoms and social support, minority stress, and general stress. While each of these factors had a significantly positive relationship to depressive symptoms, using stepwise regression analyses the authors identified general stress as the most significant factor. Mediation analysis revealed that social support fully mediated the relationship between minority stress and depressive symptoms. This pilot study provides support for development of intervention strategies to decrease general stress and or increase social support among lesbian mothers.


Asunto(s)
Bisexualidad/psicología , Depresión/psicología , Homosexualidad Femenina/psicología , Grupos Minoritarios/estadística & datos numéricos , Madres/psicología , Estrés Psicológico/psicología , Adolescente , Adulto , Niño , Preescolar , Estudios Transversales , Femenino , Humanos , Lactante , Recién Nacido , Persona de Mediana Edad , Grupos Minoritarios/psicología , Relaciones Madre-Hijo , Prejuicio , Análisis de Regresión , Apoyo Social , Factores Socioeconómicos , Encuestas y Cuestionarios , Adulto Joven
6.
Drug Alcohol Depend ; 143: 213-8, 2014 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-25156223

RESUMEN

BACKGROUND: Drug use disorders (DUD) have been theorized to share sources of risk variation with other consummatory behaviors. We hypothesized that common mechanisms exist for familial risk for DUD, physiological maturation and nutritional status in girls. Whereas body fat content must exceed a threshold to enable adrenarche and gonadarche, nutritional status may also be a behavior risk indicator. Impaired psychological self-regulation associated with DUD risk may manifest in early overeating, which could in turn accelerate reproductive maturation, resulting in a greater likelihood of affiliation with deviant/older peers and drug use. METHOD: The sample consisted of families ascertained through the father who either had (N=95) or did not have (N=130) a DUD, and who had a 10-12 year old daughter and her mother available for study. Correlation, survival and path analyses of three consecutive assessments evaluated the relationships between parental DUD (number of affected parents, NAP), nutritional status (NS, subscapular skinfold measurements and body mass index), sexual maturation (Tanner stage), peer delinquency, and the daughter's lifetime DUD diagnosis. RESULTS: NAP was positively related to the girls' nutritional status. Longitudinal path analysis indicated mediation of the relationship between NAP and peer delinquency by sexual maturation. The relationship between NAP and sexual maturation is mediated by NS. The effect of sexual maturation at age ∼11 on the girls' DUD risk is mediated by peer delinquency. CONCLUSION: The data are consistent with mediation of intergenerational transmission of DUD risk in females by elevated nutrition, leading to accelerated maturation, and affiliation with deviant peers.


Asunto(s)
Trastornos Relacionados con Sustancias/genética , Trastornos Relacionados con Sustancias/psicología , Índice de Masa Corporal , Niño , Hijo de Padres Discapacitados/psicología , Conducta Alimentaria , Trastornos de Alimentación y de la Ingestión de Alimentos/genética , Trastornos de Alimentación y de la Ingestión de Alimentos/psicología , Femenino , Humanos , Estudios Longitudinales , Estado Nutricional , Grupo Paritario , Factores de Riesgo , Factores Sexuales , Maduración Sexual , Facilitación Social
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