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1.
Ann Clin Transl Neurol ; 11(2): 242-250, 2024 02.
Artigo em Inglês | MEDLINE | ID: mdl-38174361

RESUMO

OBJECTIVE: To determine how caregivers describe dystonia in people with cerebral palsy (CP). METHODS: In this prospective cohort study, paper surveys were administered to caregivers between September 7, 2021 and October 28, 2021 during CP Center visits at a large tertiary care center. Caregivers were asked to describe involuntary movements triggered by voluntary movement or triggered by tactile stimulation in the people with CP they cared for. Their CP Center medical provider separately assessed people with CP for dystonia. Movement features described exclusively by caregivers of people with CP and dystonia were determined using conventional content analysis. RESULTS: 113 caregivers responded on behalf of 56 people with and 57 people without dystonia. If caregivers noted that both voluntary movement and tactile stimulation triggered involuntary movements, that had a 92% positive predictive value for a dystonia diagnosis. Movement features exclusively described in people with CP and dystonia included: (1) stiffening, tensing, or tightening (15% of respondents); (2) involvement of the head (10%), torso (5%), or feet (5%); and (3) triggers of stretching (12.5%), excitement (5%), or transfers (5%). INTERPRETATION: In addition to a thorough exam, asking caregivers of people with CP to describe involuntary movements triggered by voluntary movement or tactile stimulation may inform clinical dystonia diagnosis.


Assuntos
Paralisia Cerebral , Distonia , Distúrbios Distônicos , Humanos , Paralisia Cerebral/complicações , Distonia/diagnóstico , Distonia/etiologia , Cuidadores , Estudos Prospectivos , Distúrbios Distônicos/diagnóstico
2.
J Clin Med ; 11(21)2022 Oct 31.
Artigo em Inglês | MEDLINE | ID: mdl-36362696

RESUMO

Over the past 3 years, a global phenomenon has emerged characterized by the sudden onset and frequently rapid escalation of tics and tic-like movements and phonations. These symptoms have occurred not only in youth known to have tics or Tourette syndrome (TS), but also, and more notably, in youth with no prior history of tics. The Tourette Association of America (TAA) convened an international, multidisciplinary working group to better understand this apparent presentation of functional neurological disorder (FND) and its relationship to TS. Here, we review and summarize the literature relevant to distinguish the two, with recommendations to clinicians for diagnosis and management. Finally, we highlight areas for future emphasis and research.

3.
J R Soc Interface ; 19(187): 20210742, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-35193387

RESUMO

Tics manifest as brief, purposeless and unintentional movements or noises that, for many individuals, can be suppressed temporarily with effort. Previous work has hypothesized that the chaotic temporal nature of tics could possess an inherent fractality, that is, have neighbour-to-neighbour correlation at all levels of timescale. However, demonstrating this phenomenon has eluded researchers for more than two decades, primarily because of the challenges associated with estimating the scale-invariant, power law exponent-called the fractal dimension Df-from fractional Brownian noise. Here, we confirm this hypothesis and establish the fractality of tics by examining two tic time series datasets collected 6-12 months apart in children with tics, using random walk models and directional statistics. We find that Df is correlated with tic severity as measured by the YGTTS total tic score, and that Df is a sensitive parameter in examining the effect of several tic suppression conditions on the tic time series. Our findings pave the way for using the fractal nature of tics as a robust quantitative tool for estimating tic severity and treatment effectiveness, as well as a possible marker for differentiating typical from functional tics.


Assuntos
Tiques , Síndrome de Tourette , Criança , Fractais , Humanos , Índice de Gravidade de Doença , Tiques/diagnóstico , Tiques/etiologia , Síndrome de Tourette/complicações , Síndrome de Tourette/diagnóstico , Resultado do Tratamento
4.
Pediatr Neurol ; 121: 28-32, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-34139551

RESUMO

BACKGROUND: We sought to expand our knowledge of the clinical spectrum of GNAO1-related neurodevelopmental disorders through a caregiver survey reviewing medical and developmental history and development of epilepsy and movement disorders. METHODS: An online survey was administered to caregivers of individuals diagnosed with GNAO1 pathogenic variants. RESULTS: Eighty-two surveys were completed. Nearly all (99%) reported the first symptom of concern by age one year with the most frequently identified concerns as hypotonia (68%), developmental delay (67%), seizures (29%), difficulty feeding (23%), and abnormal movements (20%). All caregivers reported developmental delays with a spectrum of severity. Movement disorders (76%) were more common than epilepsy (52%), although 33% reported both. The onset of seizures tended to be earlier than abnormal movements. Nearly half (48%) of those with any seizures, reported they were no longer having recurrent seizures. No single most effective medication for movement disorders or epilepsy was noted. Ten participants have had deep brain stimulator for their movement disorder, and all indicated positive effects. CONCLUSIONS: GNAO1-related neurodevelopmental disorders most often present within the first year of life with nonspecific symptoms of hypotonia or developmental delay. Although associated epilepsy and movement disorders can be severe, GNAO1-associated epilepsy may not always be medically refractory or lifelong.


Assuntos
Epilepsia , Subunidades alfa Gi-Go de Proteínas de Ligação ao GTP/genética , Transtornos dos Movimentos , Transtornos do Neurodesenvolvimento , Cuidadores , Criança , Pré-Escolar , Deficiências do Desenvolvimento/etiologia , Deficiências do Desenvolvimento/genética , Deficiências do Desenvolvimento/fisiopatologia , Epilepsia/etiologia , Epilepsia/genética , Epilepsia/fisiopatologia , Feminino , Inquéritos Epidemiológicos , Humanos , Lactente , Masculino , Transtornos dos Movimentos/etiologia , Transtornos dos Movimentos/genética , Transtornos dos Movimentos/fisiopatologia , Hipotonia Muscular/etiologia , Hipotonia Muscular/genética , Hipotonia Muscular/fisiopatologia , Transtornos do Neurodesenvolvimento/complicações , Transtornos do Neurodesenvolvimento/genética , Transtornos do Neurodesenvolvimento/fisiopatologia , Gravidade do Paciente
5.
J Neurosurg Pediatr ; 27(2): 203-212, 2020 Nov 27.
Artigo em Inglês | MEDLINE | ID: mdl-33254134

RESUMO

OBJECTIVE: The aim of this study was to evaluate the feasibility and preliminary efficacy and safety of combined bilateral ventralis oralis posterior/ventralis intermedius (Vop/Vim) deep brain stimulation (DBS) for the treatment of acquired dystonia in children and young adults. Pallidal DBS is efficacious for severe, medication-refractory isolated dystonia, providing 50%-60% long-term improvement. Unfortunately, pallidal stimulation response rates in acquired dystonia are modest and unpredictable, with frequent nonresponders. Acquired dystonia, most commonly caused by cerebral palsy, is more common than isolated dystonia in pediatric populations and is more recalcitrant to standard treatments. Given the limitations of pallidal DBS in acquired dystonia, there is a need to explore alternative brain targets. Preliminary evidence has suggested that thalamic stimulation may be efficacious for acquired dystonia. METHODS: Four participants, 3 with perinatal brain injuries and 1 with postencephalitic symptomatic dystonia, underwent bilateral Vop/Vim DBS and bimonthly evaluations for 12 months. The primary efficacy outcome was the change in Burke-Fahn-Marsden Dystonia Rating Scale (BFMDRS) and Barry-Albright Dystonia Scale (BADS) scores between the baseline and 12-month assessments. Video documentation was used for blinded ratings. Secondary outcomes included evaluation of spasticity (Modified Ashworth Scale score), quality of life (Pediatric Quality of Life Inventory [PedsQL] and modified Unified Parkinson's Disease Rating Scale Part II [UPDRS-II] scores), and neuropsychological assessments. Adverse events were monitored for safety. RESULTS: All participants tolerated the procedure well, and there were no safety concerns or serious adverse events. There was an average improvement of 21.5% in the BFMDRS motor subscale score, but the improvement was only 1.6% according to the BADS score. Following blinded video review, dystonia severity ratings were even more modest. Secondary outcomes, however, were more encouraging, with the BFMDRS disability subscale score improving by 15.7%, the PedsQL total score by 27%, and the modified UPDRS-II score by 19.3%. Neuropsychological assessment findings were unchanged 1 year after surgery. CONCLUSIONS: Bilateral thalamic neuromodulation by DBS for severe, medication-refractory acquired dystonia was well tolerated. Primary and secondary outcomes showed highly variable treatment effect sizes comparable to those of pallidal stimulation in this population. As previously described, improvements in quality of life and disability were not reflected in dystonia severity scales, suggesting a need for the development of scales specifically for acquired dystonia.Clinical trial registration no.: NCT03078816 (clinicaltrials.gov).


Assuntos
Estimulação Encefálica Profunda/métodos , Distonia/terapia , Tálamo , Adolescente , Lesões Encefálicas/complicações , Lesões Encefálicas/cirurgia , Criança , Estimulação Encefálica Profunda/efeitos adversos , Estimulação Encefálica Profunda/psicologia , Avaliação da Deficiência , Distonia/etiologia , Distonia/psicologia , Estudos de Viabilidade , Feminino , Globo Pálido , Humanos , Masculino , Testes Neuropsicológicos , Qualidade de Vida , Resultado do Tratamento , Núcleos Ventrais do Tálamo , Adulto Jovem
6.
Hum Brain Mapp ; 41(14): 4093-4112, 2020 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-32648643

RESUMO

Motion-induced artifacts can significantly corrupt optical neuroimaging, as in most neuroimaging modalities. For high-density diffuse optical tomography (HD-DOT) with hundreds to thousands of source-detector pair measurements, motion detection methods are underdeveloped relative to both functional magnetic resonance imaging (fMRI) and standard functional near-infrared spectroscopy (fNIRS). This limitation restricts the application of HD-DOT in many challenging imaging situations and subject populations (e.g., bedside monitoring and children). Here, we evaluated a new motion detection method for multi-channel optical imaging systems that leverages spatial patterns across measurement channels. Specifically, we introduced a global variance of temporal derivatives (GVTD) metric as a motion detection index. We showed that GVTD strongly correlates with external measures of motion and has high sensitivity and specificity to instructed motion-with an area under the receiver operator characteristic curve of 0.88, calculated based on five different types of instructed motion. Additionally, we showed that applying GVTD-based motion censoring on both hearing words task and resting state HD-DOT data with natural head motion results in an improved spatial similarity to fMRI mapping. We then compared the GVTD similarity scores with several commonly used motion correction methods described in the fNIRS literature, including correlation-based signal improvement (CBSI), temporal derivative distribution repair (TDDR), wavelet filtering, and targeted principal component analysis (tPCA). We find that GVTD motion censoring on HD-DOT data outperforms other methods and results in spatial maps more similar to those of matched fMRI data.


Assuntos
Encéfalo/diagnóstico por imagem , Neuroimagem Funcional/normas , Movimentos da Cabeça , Processamento de Imagem Assistida por Computador/normas , Tomografia Óptica/normas , Acelerometria , Adulto , Idoso , Artefatos , Conectoma/normas , Conjuntos de Dados como Assunto , Feminino , Humanos , Imageamento por Ressonância Magnética/normas , Masculino , Pessoa de Meia-Idade , Sensibilidade e Especificidade , Espectroscopia de Luz Próxima ao Infravermelho/normas , Adulto Jovem
7.
Orphanet J Rare Dis ; 14(1): 174, 2019 07 12.
Artigo em Inglês | MEDLINE | ID: mdl-31300018

RESUMO

BACKGROUND: Pantothenate kinase-associated neurodegeneration (PKAN) is an autosomal recessive neurodegenerative disorder with brain iron accumulation (NBIA). OBJECTIVES: To assess PKAN diagnostic pathway, history, and burden across the spectrum of PKAN severity from patient and/or caregiver perspectives. METHODS: Caregivers of patients (n = 37) and patients themselves (n = 2) were interviewed in a validation study of the PKAN-Activities of Daily Living (ADL) scale. The current study used quartiles of the PKAN-ADL total score to divide patients by severity of impairment (Lowest, Second Lowest, Third Lowest, Highest). Diagnostic and treatment history, healthcare utilization, disease burden, and caregiver experience were compared between groups. RESULTS: The analyses included data from 39 patients. Mean age at PKAN symptom onset (P = 0.0007), initial MRI (P = 0.0150), and genetic testing (P = 0.0016) generally decreased across the PKAN severity spectrum. The mean duration of illness did not differ among PKAN severity groups (range, 9.7-15.2 years; P = 0.3029). First MRI led to diagnosis in 56.4% of patients (range, 30.0-90.0%). A mean (SD) of 13.0 (13.1) medical and 55.2 (78.5) therapy visits (eg, physical, speech) occurred in the past year. More patients in the higher PKAN severity groups experienced multiple current functional losses and/or earlier onset of problems (P-values < 0.0500). Over half (56.8%) of caregivers experienced a change in employment because of caregiving. The percentage of patients requiring full-time caregiving increased across the PKAN severity spectrum (range, 11.1-100%; P = 0.0021). CONCLUSIONS: PKAN diagnosis was often delayed, most probably due to low awareness. Considerable burden of functional impairment and high healthcare utilization were found across the PKAN severity spectrum.


Assuntos
Neurodegeneração Associada a Pantotenato-Quinase/genética , Atividades Cotidianas , Adolescente , Encéfalo/diagnóstico por imagem , Encéfalo/metabolismo , Criança , Feminino , Testes Genéticos , Humanos , Imageamento por Ressonância Magnética , Masculino , Neurodegeneração Associada a Pantotenato-Quinase/diagnóstico por imagem , Classe Social , Inquéritos e Questionários
8.
J Child Neurol ; 34(12): 757-764, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-31241402

RESUMO

Successful voluntary tic suppression is a key component of the behavioral interventions that are used to treat tic disorders. This study aimed to examine tic suppression in children with recent-onset tics and determine whether the capacity to suppress tics predicts future tic severity. We tested 45 children (30 male, mean age 7.74 years) with recent-onset tics (mean 3.47 months prior to the first study visit; baseline) and re-examined each child at the 12-month anniversary of the first recognized tic (follow-up). At the baseline visit, children performed a tic suppression task with several conditions: tic freely, inhibit tics given a verbal request, and inhibit tics in the presence of a reward. At the baseline visit, children with tics for only a few months could suppress their tics, and tic suppression was especially successful when they received an immediate and contingent reward. Additionally, the ability to suppress tics in the presence of a reward predicted tic severity at follow-up. These findings suggest that better inhibitory control of tics within months of tic onset may be an important predictor of future tic symptom outcome.


Assuntos
Terapia Comportamental/métodos , Transtornos de Tique/diagnóstico , Transtornos de Tique/terapia , Criança , Pré-Escolar , Feminino , Humanos , Masculino , Prognóstico , Reforço Psicológico , Índice de Gravidade de Doença , Transtornos de Tique/fisiopatologia , Resultado do Tratamento
9.
Mov Disord Clin Pract ; 6(2): 139-149, 2019 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-30838313

RESUMO

OBJECTIVE: Pantothenate kinase-associated neurodegeneration (PKAN) is an autosomal-recessive, neurodegenerative disorder with a mixed-motor phenotype caused by a defective PanK2 enzyme, for which there are few adequate treatment options. Clinimetrically sound measures of patient-reported outcomes are necessary to facilitate therapeutic development for this debilitating disease. This study's objective was to develop such a scale and assess its clinimetric properties. METHODS: A conceptually driven, iterative, content development process incorporating input from experts, caregivers, and patients was used. Scale items were initially adapted from the Unified Parkinson's Disease Rating Scale (UPDRS) Part II resulting in the 12-item Pantothenate Kinase-Associated Neurodegeneration Activities of Daily Living (PKAN-ADL). The PKAN-ADL scale was administered to caregivers (n = 37) and patients (n = 2) twice over 2 weeks, along with selected Quality of Life in Neurological Disorders (Neuro-QoL) measures, selected attributes of the Health Utilities Index (HUI)-2/3, and the Stroke Aphasia Depression Questionnaire (SADQ-10) to assess construct validity. RESULTS: Internal consistency was 0.93, with excellent test-retest reliability (intraclass correlation coefficient = 0.99). Of the 12 items, 25% (n = 3) showed a ceiling effect >30% (range, 31-54) and 42% (n = 5) showed a floor effect >30% (range, 31-46), reflecting disease heterogeneity. Convergent validity was shown with Neuro-QoL measures (rs > 0.90) and HUI-2/3 attributes (rs ≥ 0.48); divergent validity was demonstrated with the SADQ-10 (r = 0.11). Participants reported a high level of comprehension (98%), and average item relevance ratings (0-10 scale) ranged from 7.0 to 9.9. CONCLUSION: The PKAN-ADL scale demonstrated acceptable content validity, with evidence of construct validity and excellent reliability. Overall results support the use of the PKAN-ADL scale in clinical trials.

10.
Semin Pediatr Neurol ; 25: 136-151, 2018 04.
Artigo em Inglês | MEDLINE | ID: mdl-29735111

RESUMO

Management of movement disorders in children is an evolving field. This article outlines the major categories of treatment options for pediatric movement disorders and general guidelines for their use. We review the evidence for existing therapies, which continue to lack large-scale controlled trials to guide treatment decisions. The field continues to rely on extrapolations from adult studies and lower quality evidence such as case reports and case series to guide treatment guidelines and consensus statements. Developments in new pharmaceuticals for rare diseases have begun to provide hope for those cases in which a genetic diagnosis can be made. Advances in surgical therapies such as deep brain stimulation as well as new modes of treatment such as gene therapy, epigenetic modulation, and stem cell therapy hold promise for improving outcomes in both primary and secondary causes of movement disorders. There is a critical need for larger, multicenter, controlled clinical trials to fully evaluate treatments for pediatric movement disorders.


Assuntos
Transtornos dos Movimentos/terapia , Criança , Humanos
11.
Pediatr Neurol ; 59: 81-4, 2016 06.
Artigo em Inglês | MEDLINE | ID: mdl-27068059

RESUMO

OBJECTIVES: Mutations in GNAO1 have been described in 11 patients to date. Although most of these individuals had epileptic encephalopathy, four patients had a severe movement disorder as the prominent feature. We describe the largest series of patients with de novoGNAO1 mutations who have severe chorea, developmental delay, and hypotonia in the absence of epilepsy. METHODS: Six patients with recurrent missense mutations in GNAO1 as detected by whole exome sequencing were identified at three institutions. We describe the presentation, clinical course, and response to treatment of these patients. RESULTS: All six patients exhibited global developmental delay and hypotonia from infancy. Chorea developed by age four years in all but one patient, who developed chorea at 14 years. Treatments with neuroleptics and tetrabenazine were most effective in the baseline management of chorea. The chorea became gradually progressive and marked by episodes of severe, refractory ballismus requiring intensive care unit admissions in four of six patients. Exacerbations indirectly led to the death of two patients. CONCLUSIONS: Patients with GNAO1 mutations can present with a severe, progressive movement disorder in the absence of epilepsy. Exacerbations may be refractory to treatment and can result in life-threatening secondary complications. Early and aggressive treatment of these exacerbations with direct admission to intensive care units for treatment with anesthetic drips may prevent some secondary complications. However the chorea and ballismus can be refractory to maximum medical therapy.


Assuntos
Subunidades alfa Gi-Go de Proteínas de Ligação ao GTP/genética , Transtornos dos Movimentos/genética , Adolescente , Criança , Pré-Escolar , Progressão da Doença , Evolução Fatal , Feminino , Humanos , Masculino , Transtornos dos Movimentos/tratamento farmacológico , Transtornos dos Movimentos/fisiopatologia
12.
Dev Cogn Neurosci ; 11: 65-74, 2015 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-25220075

RESUMO

Tic disorders are childhood onset neuropsychiatric disorders characterized by motor and/or vocal tics. Research has demonstrated that children with chronic tics (including Tourette syndrome and Chronic Tic Disorder: TS/CTD) can suppress tics, particularly when an immediate, contingent reward is given for successful tic suppression. As a diagnosis of TS/CTD requires tics to be present for at least one year, children in these tic suppression studies had been living with tics for quite some time. Thus, it is unclear whether the ability to inhibit tics is learned over time or present at tic onset. Resolving that issue would inform theories of how tics develop and how behavior therapy for tics works. We investigated tic suppression in school-age children as close to the time of tic onset as possible, and no later than six months after onset. Children were asked to suppress their tics both in the presence and absence of a contingent reward. Results demonstrated that these children, like children with TS/CTD, have some capacity to suppress tics, and that immediate reward enhances that capacity. These findings demonstrate that the modulating effect of reward on inhibitory control of tics is present within months of tic onset, before tics have become chronic.


Assuntos
Terapia Cognitivo-Comportamental , Recompensa , Transtornos de Tique/psicologia , Transtornos de Tique/terapia , Tiques/psicologia , Tiques/terapia , Adolescente , Conscientização , Criança , Pré-Escolar , Comorbidade , Feminino , Humanos , Masculino , Índice de Gravidade de Doença , Síndrome de Tourette/psicologia , Síndrome de Tourette/terapia , Resultado do Tratamento
13.
Nat Photonics ; 8(6): 448-454, 2014 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-25083161

RESUMO

Mapping of human brain function has revolutionized systems neuroscience. However, traditional functional neuroimaging by positron emission tomography or functional magnetic resonance imaging cannot be used when applications require portability, or are contraindicated because of ionizing radiation (positron emission tomography) or implanted metal (functional magnetic resonance imaging). Optical neuroimaging offers a non-invasive alternative that is radiation free and compatible with implanted metal and electronic devices (for example, pacemakers). However, optical imaging technology has heretofore lacked the combination of spatial resolution and wide field of view sufficient to map distributed brain functions. Here, we present a high-density diffuse optical tomography imaging array that can map higher-order, distributed brain function. The system was tested by imaging four hierarchical language tasks and multiple resting-state networks including the dorsal attention and default mode networks. Finally, we imaged brain function in patients with Parkinson's disease and implanted deep brain stimulators that preclude functional magnetic resonance imaging.

14.
Am J Med Genet A ; 164A(8): 2003-12, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-24891046

RESUMO

The phenotype of recurrent ∼600 kb microdeletion and microduplication on proximal 16p11.2 is characterized by a spectrum of neurodevelopmental impairments including developmental delay and intellectual disability, epilepsy, autism and psychiatric disorders which are all subject to incomplete penetrance and variable expressivity. A variety of brain MRI abnormalities were reported in patients with 16p11.2 rearrangements, but no systematic correlation has been studied among patients with similar brain anomalies, their neurodevelopmental and clinical phenotypes. We present three patients with the proximal 16p11.2 microduplication exhibiting significant developmental delay, anxiety disorder and other variable clinical features. Our patients have abnormal brain MRI findings of cerebral T2 hyperintense foci (3/3) and ventriculomegaly (2/3). The neuroradiological or neurological findings in two cases prompted an extensive diagnostic work-up. One patient has exhibited neurological regression and progressive vision impairment and was diagnosed with juvenile neuronal ceroid-lipofuscinosis. We compare the clinical course and phenotype of these patients in regard to the clinical significance of the cerebral lesions and the need for MRI surveillance. We conclude that in all three patients the lesions were not progressive, did not show any sign of malignant transformation and could not be correlated to specific clinical features. We discuss potential etiologic mechanisms that may include overexpression of genes within the duplicated region involved in control of cell proliferation and complex molecular mechanisms such as the MAPK/ERK pathway. Systematic studies in larger cohorts are needed to confirm our observation and to establish the prevalence and clinical significance of these neuroanatomical abnormalities in patients with 16p11.2 duplications.


Assuntos
Encéfalo/patologia , Duplicação Cromossômica , Cromossomos Humanos Par 16 , Deficiências do Desenvolvimento/diagnóstico , Deficiências do Desenvolvimento/genética , Imageamento por Ressonância Magnética , Fenótipo , Adolescente , Criança , Hibridização Genômica Comparativa , Facies , Feminino , Humanos , Hibridização in Situ Fluorescente , Masculino , Polimorfismo de Nucleotídeo Único
15.
J Raman Spectrosc ; 40(2): 205-211, 2009 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-21691450

RESUMO

Raman spectroscopy has the potential to differentiate among the various stages leading to high-grade cervical cancer such as normal, squamous metaplasia, and low-grade cancer. For Raman spectroscopy to successfully differentiate among the stages, an applicable statistical method must be developed. Algorithms like linear discriminant analysis (LDA) are incapable of differentiating among three or more types of tissues. We developed a novel statistical method combining the method of maximum representation and discrimination feature (MRDF) to extract diagnostic information with sparse multinomial logistic regression (SMLR) to classify spectra based on nonlinear features for multiclass analysis of Raman spectra. We found that high-grade spectra classified correctly 95% of the time; low-grade data classified correctly 74% of the time, improving sensitivity from 92 to 98% and specificity from 81 to 96% suggesting that MRDF with SMLR is a more appropriate technique for categorizing Raman spectra. SMLR also outputs a posterior probability to evaluate the algorithm's accuracy. This combined method holds promise to diagnose subtle changes leading to cervical cancer.

16.
Appl Spectrosc ; 61(9): 986-93, 2007 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-17910796

RESUMO

Raman spectroscopy has been shown to have the potential for providing differential diagnosis in the cervix with high sensitivity and specificity in previous studies. The research presented here further evaluates the potential of near-infrared Raman spectroscopy to detect cervical dysplasia in a clinical setting. Using a portable system, Raman spectra were collected from the cervix of 79 patients using clinically feasible integration times (5 seconds on most patients). Multiple Raman measurements were taken from colposcopically normal and abnormal areas prior to the excision of tissue. Data were processed to extract Raman spectra from measured signal, which includes fluorescence and noise. The resulting spectra were correlated with the corresponding histopathologic diagnosis to determine empirical differences between different diagnostic categories. Using histology as the gold standard, logistic regression discrimination algorithms were developed to distinguish between normal ectocervix, squamous metaplasia, and high-grade dysplasia using independent training and validation sets of data. An unbiased estimate of the accuracy of the model indicates that Raman spectroscopy can distinguish between high-grade dysplasia and benign tissue with sensitivity of 89% and specificity of 81%, while colposcopy in expert hands was able to discriminate with a sensitivity and specificity of 87% and 72%.


Assuntos
Algoritmos , Inteligência Artificial , Diagnóstico por Computador/métodos , Reconhecimento Automatizado de Padrão/métodos , Análise Espectral Raman/métodos , Displasia do Colo do Útero/diagnóstico , Adolescente , Adulto , Idoso , Feminino , Humanos , Pessoa de Meia-Idade , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
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