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1.
Nihon Ronen Igakkai Zasshi ; 61(3): 337-344, 2024.
Artigo em Japonês | MEDLINE | ID: mdl-39261104

RESUMO

AIM: An easy-to-use tool that can detect cognitive decline in mild cognitive impairment (MCI) is required. In this study, we aimed to construct a machine learning model that discriminates between MCI and cognitively normal (CN) individuals using spoken answers to questions and speech features. METHODS: Participants of ≥50 years of age were recruited from the Silver Human Resource Center. The Japanese Version of the Mini-Mental State Examination (MMSE-J) and Clinical Dementia Rating (CDR) were used to obtain clinical information. We developed a research application that presented neuropsychological tasks via automated voice guidance and collected the participants' spoken answers. The neuropsychological tasks included time orientation, sentence memory tasks (immediate and delayed recall), and digit span memory-updating tasks. Scores and speech features were obtained from spoken answers. Subsequently, a machine learning model was constructed to classify MCI and CN using various classifiers, combining the participants' age, gender, scores, and speech features. RESULTS: We obtained a model using Gaussian Naive Bayes, which classified typical MCI (CDR 0.5, MMSE ≤26) and typical CN (CDR 0 and MMSE ≥29) with an area under the curve (AUC) of 0.866 (accuracy 0.75, sensitivity 0.857, specificity 0.712). CONCLUSIONS: We built a machine learning model that can classify MCI and CN using spoken answers to neuropsychological questions. Easy-to-use MCI detection tools could be developed by incorporating this model into smartphone applications and telephone services.


Assuntos
Disfunção Cognitiva , Humanos , Disfunção Cognitiva/diagnóstico , Disfunção Cognitiva/classificação , Idoso , Masculino , Feminino , Pessoa de Meia-Idade , Voz , Cognição , Testes Neuropsicológicos , Idoso de 80 Anos ou mais , Aprendizado de Máquina
2.
Biol Pharm Bull ; 42(12): 2069-2075, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31787721

RESUMO

Proteome profiling based on two-dimensional (2D)-DIGE might be a useful tool for investigating drug-like compounds and the mode of action of drugs. However, obtaining data for profiling requires high labor costs, and it is difficult to control the reproducibility of spot positions because 2D-DIGE usually requires large-size glass plates and spot alignments are greatly affected by the quality of DryStrips and polyacrylamide gels (PAGs). Therefore, we have developed a novel platform by employing small size DryStrips and PAGs, and an image analysis strategy based on dual correction of spot alignment and volume. Our system can automatically detect a large number of consistent spots through all images. Cytosol fractions of HeLa cells treated with dimethyl sulfoxide (DMSO) or bortezomib were analyzed, 1697 consistent spots were detected, and 775 of them were significantly changed with the treatment. Deviations between different days and lot sets of DryStrips and PAGs were investigated by calculating the correlation coefficients. The mean values of the correlation between days and lot sets were 0.96 and 0.94, respectively. Clustering analysis of all the treatment data clearly separated the DMSO or bortezomib treated groups beyond day deviations. Thus, we have succeeded in developing an easy-to-handle 2D-DIGE system that can be a novel proteome profiling platform.


Assuntos
Proteoma , Proteômica/métodos , Eletroforese em Gel Diferencial Bidimensional , Animais , Bortezomib/farmacologia , Citosol/efeitos dos fármacos , Citosol/metabolismo , Dimetil Sulfóxido/farmacologia , Células HeLa , Humanos , Inibidores de Proteassoma/farmacologia , Proteoma/efeitos dos fármacos , Células Sf9
3.
Neuropathology ; 34(1): 11-8, 2014 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-23869942

RESUMO

This post mortem immunohistochemical study examined the localization and distribution of ubiquilin-1 (UBL), a shuttle protein which interacts with ubiquitin and the proteasome, in the hippocampus from Alzheimer's disease (AD) dementia cases, and age-matched cases without dementia. In Braak stages 0-I-II cases, UBL immunoreactivity was detected in a dense fiber network in the neuropil, and in the cell cytoplasm and nucleoplasm of neurons in Cornu Ammonis (CA) fields and dentate gyrus granular neurons. In Braak stages III-IV and V-VI cases, UBL immunoreactivity was reduced in the neuropil and in the cytoplasm of the majority of CA1 neurons; some CA1 pyramidal neurons and the majority of CA2/3 pyramidal, CA4 multipolar, and dentate granular neurons had markedly increased UBL immunoreactivity in the nucleoplasm. Dual immunofluorescence analysis of UBL and antibody clone AT8 revealed co-localization most frequently in CA1 pyramidal neurons in Braak stage III-IV and V-VI cases. Further processing using the pan-amyloid marker X-34 revealed prominent UBL/X-34 dual labeling of extracellular NFT confined to the CA1/subiculum in Braak stage V-VI cases. Our results demonstrate that in AD hippocampus, early NFT changes are associated with neuronal up-regulation of UBL in nucleoplasm, or its translocation from the cytoplasm to the nucleus. The perseverance of UBL changes in CA2/3, CA4 and dentate gyrus, generally considered as more resistant to NFT pathology, but not in the CA1, may mark a compensatory, potentially protective response to increased tau phosphorylation in hippocampal neurons; the failure of such a response may contribute to neuronal degeneration in end-stage AD.


Assuntos
Doença de Alzheimer/patologia , Proteínas de Transporte/análise , Proteínas de Ciclo Celular/análise , Hipocampo/patologia , Emaranhados Neurofibrilares/patologia , Proteínas Adaptadoras de Transdução de Sinal , Idoso , Idoso de 80 Anos ou mais , Doença de Alzheimer/metabolismo , Proteínas Relacionadas à Autofagia , Feminino , Hipocampo/química , Humanos , Imuno-Histoquímica , Masculino , Pessoa de Meia-Idade
4.
Cureus ; 16(4): e58781, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38784298

RESUMO

Background Screening tests reveal the early signs of cognitive decline, enabling better self-care and preparation for the future. We developed and evaluated the accuracy of a rapid (20 s) and easy-to-use tool called ONSEI, assessing the cognitive decline equivalent to dementia in actual clinical practice by correlating clinical diagnoses with the ONSEI classification. Methods In this retrospective observational study, data were collected from individuals who visited three neurosurgical clinics in neighboring prefectures of Tokyo, Japan. ONSEI analysis was performed using a smartphone or tablet. The tool adopts a machine-learning algorithm using the speaker's age, time-orientation task score, and acoustic features of spoken responses to that task. Significant differences in accuracy, sensitivity, and specificity were evaluated by Fisher's exact test. Results The overall classification accuracy of ONSEI was 98.1% (p<0.001). The sensitivity and specificity were 97.3% (p<0.001) and 98.5% (p<0.001), respectively. The proportion of correct classifications was consistent across different age groups. Conclusion ONSEI showed high classification accuracy for dementia in cognitively normal individuals in actual clinical practice, regardless of the facility at which the tests were conducted or the age of the participants. Thus, ONSEI can be useful for dementia screening and self-care.

5.
Sci Rep ; 9(1): 1824, 2019 02 12.
Artigo em Inglês | MEDLINE | ID: mdl-30755704

RESUMO

Drugs have multiple, not single, effects. Decomposition of drug effects into basic components helps us to understand the pharmacological properties of a drug and contributes to drug discovery. We have extended factor analysis and developed a novel profile data analysis method: orthogonal linear separation analysis (OLSA). OLSA contracted 11,911 genes to 118 factors from transcriptome data of MCF7 cells treated with 318 compounds in a Connectivity Map. Ontology of the main genes constituting the factors detected significant enrichment of the ontology in 65 of 118 factors and similar results were obtained in two other data sets. In further analysis of the Connectivity Map data set, one factor discriminated two Hsp90 inhibitors, geldanamycin and radicicol, while clustering analysis could not. Doxorubicin and other topoisomerase inhibitors were estimated to inhibit Na+/K+ ATPase, one of the suggested mechanisms of doxorubicin-induced cardiotoxicity. Based on the factor including PI3K/AKT/mTORC1 inhibition activity, 5 compounds were predicted to be novel inducers of autophagy, and other analyses including western blotting revealed that 4 of the 5 actually induced autophagy. These findings indicate the potential of OLSA to decompose the effects of a drug and identify its basic components.


Assuntos
Macrófagos/efeitos dos fármacos , Macrófagos/metabolismo , Antineoplásicos/farmacologia , Apoptose/efeitos dos fármacos , Autofagia/efeitos dos fármacos , Doxorrubicina/farmacologia , Células Hep G2 , Humanos , Lipopolissacarídeos/farmacologia , Células MCF-7 , Alvo Mecanístico do Complexo 1 de Rapamicina/metabolismo , Fosfatidilinositol 3-Quinases/metabolismo , Proteínas Proto-Oncogênicas c-akt/metabolismo , Transdução de Sinais/efeitos dos fármacos , Inibidores da Topoisomerase/farmacologia
6.
Dement Geriatr Cogn Dis Extra ; 8(2): 207-213, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29928289

RESUMO

BACKGROUND/AIMS: Depression and cognitive decline are reported to be interrelated. Depression of older adults with memory complaints who seek medical help have not been well documented. This study was carried out to test the hypothesis that a relatively high level of depressive symptoms associated with brain structure is characteristic of people who visited a memory clinic unaccompanied (UA). METHOD: We retrospectively compared Center for Epidemiologic Studies Depression Scale (CES-D, for evaluation of depressive symptoms) scores of UA subjects (n = 21) with those of people who were accompanied (n = 75). Within each groups, we further examined the association between brain morphology and the CES-D scores using FreeSurfer software. RESULTS: We found that the relatively high CES-D scores of UA subjects were inversely associated with the normalized volumes of bilateral superior temporal gyrus (STG). CONCLUSION: Our results suggest that depressive symptoms of UA subjects demonstrated by the relatively high levels of CES-D scores were primary, because of the inverse association with the normalized volume of bilateral STG. Thus, focusing on the depressive symptoms may be a suitable approach to satisfy potential medical needs of UA subjects with or without memory impairment.

7.
J Steroid Biochem Mol Biol ; 88(2): 167-73, 2004 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-15084348

RESUMO

In postmenopausal breast cancer tissue, steroid sulfatase (STS) activity is high and much estrone sulfate also exists; these facts reveal that estrone sulfate may be involved in the growth of breast cancer as an estrogen source. Steroid sulfatase is an enzyme, which catalyzes hydrolysis from estrone sulfate to estrone, and the development of steroid sulfatase inhibitors is expected as novel therapeutic drugs for postmenopausal breast cancer. We have developed a novel compound 2',4'-dicyanobiphenyl-4-O-sulfamate (TZS-8478), which has potent steroid sulfatase-inhibitory activity and exhibits no estrogenicity in vitro and in vivo. To elucidate its usefulness as a therapeutic drug for postmenopausal breast cancer, we examined the breast cancer cell proliferation- and breast tumor growth-inhibitory activity of TZS-8478 in postmenopausal breast cancer model rats. TZS-8478 dose-dependently suppressed the estrone sulfate-stimulated proliferation of MCF-7 cells. Regarding nitrosomethylurea (NMU)-induced postmenopausal breast cancer models, furthermore, TZS-8478 (0.5 mg/kg per day) markedly inhibited the estrone sulfate-stimulated growth of breast tumors similarly to estrone sulfate-depletion. TZS-8478 completely inhibited steroid sulfatase activity in tumor, uterus and liver, and also markedly lowered plasma concentrations of estrone and estradiol. The above mentioned results suggested that TZS-8478 may be useful as a therapeutic drug for estrogen-dependent postmenopausal breast cancer.


Assuntos
Compostos de Bifenilo/farmacologia , Divisão Celular/efeitos dos fármacos , Inibidores Enzimáticos/farmacologia , Neoplasias Mamárias Experimentais/patologia , Pós-Menopausa , Esteril-Sulfatase/antagonistas & inibidores , Ácidos Sulfônicos/farmacologia , Animais , Estrogênios/sangue , Feminino , Fígado/enzimologia , Neoplasias Mamárias Experimentais/enzimologia , Ratos , Ratos Sprague-Dawley , Útero/enzimologia
8.
PLoS One ; 8(9): e74289, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-24086330

RESUMO

During courtship, many animals, including insects, birds, fish, and mammals, utilize acoustic signals to transmit information about species identity. Although auditory communication is crucial across phyla, the neuronal and physiologic processes are poorly understood. Sound-evoked chaining behavior, a display of homosexual courtship behavior in Drosophila males, has long been used as an excellent model for analyzing auditory behavior responses, outcomes of acoustic perception and higher-order brain functions. Here we developed a new method, termed ChaIN (Chain Index Numerator), in which we use a computer-based auto detection system for chaining behavior. The ChaIN system can systematically detect the chaining behavior induced by a series of modified courtship song playbacks. Two evolutionarily related Drosophila species, Drosophila melanogaster and Drosophila simulans, exhibited dramatic selective increases in chaining behavior when exposed to specific auditory cues, suggesting that auditory discrimination processes are involved in the acceleration of chaining behavior. Prolonged monotonous pulse sounds containing courtship song components also induced high intense chaining behavior. Interestingly, the chaining behavior was gradually suppressed over time when song playback continued. This behavioral change is likely to be a plastic behavior and not a simple sensory adaptation or fatigue, because the suppression was released by applying a different pulse pattern. This behavioral plasticity is not a form of habituation because different modality stimuli did not recover the behavioral suppression. Intriguingly, this plastic behavior partially depended on the cAMP signaling pathway controlled by the rutabaga adenylyl cyclase gene that is important for learning and memory. Taken together, this study demonstrates the selectivity and behavioral kinetics of the sound-induced interacting behavior of Drosophila males, and provides a basis for the systematic analysis of genes and neural circuits underlying complex acoustic behavior.


Assuntos
Comunicação Animal , Drosophila/fisiologia , Animais , Masculino , Comportamento Sexual Animal
9.
Arzneimittelforschung ; 53(7): 507-14, 2003.
Artigo em Inglês | MEDLINE | ID: mdl-12918217

RESUMO

Danazol and gonadotropin-releasing hormone agonists which are used as therapeutic drugs for endometriosis, develop adverse reactions in association with their long-term use. The efficacy of anti-estrogens for endometriosis, an estrogen-dependent disorder, has not been demonstrated. A novel, orally active anti-estrogen, TZE-5323 ((2-cyclohexy-6-hydroxybenzo[b]thien-3-yl)[4-[2-(1- piperidinyl)ethoxy]phenyl] methanone hydrochloride, CAS 150797-71-0; free salt formula) was developed. TZE-5323 showed strong affinity for human estrogen receptor alpha (hER alpha) and beta (hER beta), and dose-dependently inhibited estradiol-stimulated transcriptional activation via hER alpha and hER beta. Furthermore, TZE-5323 dose-dependently reduced estrogen-increased uterine weight in ovariectomized rats. Tamoxifen showed agonistic activity on hER alpha, while TZE-5323 did not show such activity. In the experimental endometriosis model in rats in which endometrial tissue is autotransplanted into the renal subcapsular space, TZE-5323 dose-dependently reduced the volume of the endometrial implant as did danazol and leuprorelin acetate. Furthermore, the long-term administration of TZE-5323 neither showed a decrease in bone mineral density nor did it affect serum estradiol concentrations in intact rats. Therefore, TZE-5323 suggested its potential as a novel therapeutic drug for endometriosis which is effective also in long-term use.


Assuntos
Endometriose/tratamento farmacológico , Antagonistas de Estrogênios/uso terapêutico , Piperidinas/uso terapêutico , Animais , Densidade Óssea/efeitos dos fármacos , Cloranfenicol O-Acetiltransferase/metabolismo , Colesterol/sangue , Endométrio/efeitos dos fármacos , Endométrio/patologia , Estradiol/sangue , Antagonistas de Estrogênios/metabolismo , Receptor alfa de Estrogênio , Receptor beta de Estrogênio , Feminino , Ligantes , Tamanho do Órgão/efeitos dos fármacos , Piperidinas/metabolismo , Plasmídeos/genética , Biossíntese de Proteínas , Ratos , Ratos Wistar , Receptores de Estrogênio/genética , Receptores de Estrogênio/metabolismo , Transcrição Gênica , Ativação Transcricional/efeitos dos fármacos , Útero/efeitos dos fármacos
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