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1.
Hum Brain Mapp ; 42(16): 5278-5287, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34402132

RESUMO

Multisite magnetic resonance imaging (MRI) is increasingly used in clinical research and development. Measurement biases-caused by site differences in scanner/image-acquisition protocols-negatively influence the reliability and reproducibility of image-analysis methods. Harmonization can reduce bias and improve the reproducibility of multisite datasets. Herein, a traveling-subject (TS) dataset including 56 T1-weighted MRI scans of 20 healthy participants in three different MRI procedures-20, 19, and 17 subjects in Procedures 1, 2, and 3, respectively-was considered to compare the reproducibility of TS-GLM, ComBat, and TS-ComBat harmonization methods. The minimum participant count required for harmonization was determined, and the Cohen's d between different MRI procedures was evaluated as a measurement-bias indicator. The measurement-bias reduction realized with different methods was evaluated by comparing test-retest scans for 20 healthy participants. Moreover, the minimum subject count for harmonization was determined by comparing test-retest datasets. The results revealed that TS-GLM and TS-ComBat reduced measurement bias by up to 85 and 81.3%, respectively. Meanwhile, ComBat showed a reduction of only 59.0%. At least 6 TSs were required to harmonize data obtained from different MRI scanners, complying with the imaging protocol predetermined for multisite investigations and operated with similar scan parameters. The results indicate that TS-based harmonization outperforms ComBat for measurement-bias reduction and is optimal for MRI data in well-prepared multisite investigations. One drawback is the small sample size used, potentially limiting the applicability of ComBat. Investigation on the number of subjects needed for a large-scale study is an interesting future problem.


Assuntos
Encéfalo/anatomia & histologia , Encéfalo/diagnóstico por imagem , Processamento de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética , Estudos Multicêntricos como Assunto , Neuroimagem , Adulto , Humanos , Processamento de Imagem Assistida por Computador/instrumentação , Processamento de Imagem Assistida por Computador/normas , Imageamento por Ressonância Magnética/instrumentação , Imageamento por Ressonância Magnética/métodos , Imageamento por Ressonância Magnética/normas , Estudos Multicêntricos como Assunto/instrumentação , Estudos Multicêntricos como Assunto/métodos , Estudos Multicêntricos como Assunto/normas , Neuroimagem/instrumentação , Neuroimagem/métodos , Neuroimagem/normas
2.
Neuroimage ; 172: 450-460, 2018 05 15.
Artigo em Inglês | MEDLINE | ID: mdl-29410079

RESUMO

Large, longitudinal, multi-center MR neuroimaging studies require comprehensive quality assurance (QA) protocols for assessing the general quality of the compiled data, indicating potential malfunctions in the scanning equipment, and evaluating inter-site differences that need to be accounted for in subsequent analyses. We describe the implementation of a QA protocol for functional magnet resonance imaging (fMRI) data based on the regular measurement of an MRI phantom and an extensive variety of currently published QA statistics. The protocol is implemented in the MACS (Marburg-Münster Affective Disorders Cohort Study, http://for2107.de/), a two-center research consortium studying the neurobiological foundations of affective disorders. Between February 2015 and October 2016, 1214 phantom measurements have been acquired using a standard fMRI protocol. Using 444 healthy control subjects which have been measured between 2014 and 2016 in the cohort, we investigate the extent of between-site differences in contrast to the dependence on subject-specific covariates (age and sex) for structural MRI, fMRI, and diffusion tensor imaging (DTI) data. We show that most of the presented QA statistics differ severely not only between the two scanners used for the cohort but also between experimental settings (e.g. hardware and software changes), demonstrate that some of these statistics depend on external variables (e.g. time of day, temperature), highlight their strong dependence on proper handling of the MRI phantom, and show how the use of a phantom holder may balance this dependence. Site effects, however, do not only exist for the phantom data, but also for human MRI data. Using T1-weighted structural images, we show that total intracranial (TIV), grey matter (GMV), and white matter (WMV) volumes significantly differ between the MR scanners, showing large effect sizes. Voxel-based morphometry (VBM) analyses show that these structural differences observed between scanners are most pronounced in the bilateral basal ganglia, thalamus, and posterior regions. Using DTI data, we also show that fractional anisotropy (FA) differs between sites in almost all regions assessed. When pooling data from multiple centers, our data show that it is a necessity to account not only for inter-site differences but also for hardware and software changes of the scanning equipment. Also, the strong dependence of the QA statistics on the reliable placement of the MRI phantom shows that the use of a phantom holder is recommended to reduce the variance of the QA statistics and thus to increase the probability of detecting potential scanner malfunctions.


Assuntos
Imageamento por Ressonância Magnética/normas , Estudos Multicêntricos como Assunto/normas , Neuroimagem/normas , Garantia da Qualidade dos Cuidados de Saúde/métodos , Adulto , Estudos de Coortes , Feminino , Humanos , Imageamento por Ressonância Magnética/instrumentação , Imageamento por Ressonância Magnética/métodos , Masculino , Transtornos do Humor/diagnóstico por imagem , Estudos Multicêntricos como Assunto/instrumentação , Estudos Multicêntricos como Assunto/métodos , Neuroimagem/instrumentação , Neuroimagem/métodos , Garantia da Qualidade dos Cuidados de Saúde/normas , Reprodutibilidade dos Testes , Adulto Jovem
3.
Neuroimage ; 167: 104-120, 2018 02 15.
Artigo em Inglês | MEDLINE | ID: mdl-29155184

RESUMO

With the proliferation of multi-site neuroimaging studies, there is a greater need for handling non-biological variance introduced by differences in MRI scanners and acquisition protocols. Such unwanted sources of variation, which we refer to as "scanner effects", can hinder the detection of imaging features associated with clinical covariates of interest and cause spurious findings. In this paper, we investigate scanner effects in two large multi-site studies on cortical thickness measurements across a total of 11 scanners. We propose a set of tools for visualizing and identifying scanner effects that are generalizable to other modalities. We then propose to use ComBat, a technique adopted from the genomics literature and recently applied to diffusion tensor imaging data, to combine and harmonize cortical thickness values across scanners. We show that ComBat removes unwanted sources of scan variability while simultaneously increasing the power and reproducibility of subsequent statistical analyses. We also show that ComBat is useful for combining imaging data with the goal of studying life-span trajectories in the brain.


Assuntos
Córtex Cerebral/anatomia & histologia , Interpretação Estatística de Dados , Imageamento por Ressonância Magnética/normas , Modelos Teóricos , Estudos Multicêntricos como Assunto/normas , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Córtex Cerebral/diagnóstico por imagem , Conjuntos de Dados como Assunto/normas , Feminino , Humanos , Imageamento por Ressonância Magnética/instrumentação , Imageamento por Ressonância Magnética/métodos , Masculino , Pessoa de Meia-Idade , Estudos Multicêntricos como Assunto/instrumentação , Adulto Jovem
4.
Med Phys ; 44(3): 1063-1070, 2017 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-28079257

RESUMO

PURPOSE: Since Diffusion Weighted Imaging (DWI) data acquisition and processing are not standardized, substantial differences in DWI derived measures such as Apparent Diffusion Coefficient (ADC) may arise which are related to the acquisition or MRI processing method, but not to the sample under study. Quality assurance using a standardized test object, or phantom, is a key factor in standardizing DWI across scanners. METHODS: Current diffusion phantoms are either complex to use, not available in larger quantities, contain substances unwanted in a clinical environment, or are expensive. A diffusion phantom based on a polyvinylpyrrolidone (PVP) solution, together with a phantom holder, is presented and compared to existing diffusion phantoms for use in clinical DWI scans. An ADC vs. temperature calibration curve was obtained. RESULTS: ADC of the phantom (808 to 857 ± 0.2 mm2 /s) is in the same range as ADC values found in brain tissue. ADC measurements are highly reproducible across time with an intra-class correlation coefficient of > 0.8. ADC as function of temperature (in Kelvin) can be estimated as ADCm(T)=[exp(-7.09)·exp-2903.81T-1293.55] with a total uncertainty (95% confidence limit) of ± 1.7%. CONCLUSION: We present an isotropic diffusion MRI phantom, together with its temperature calibration curve, that is easy-to-use in a clinical environment, cost-effective, reproducible to produce, and that contains no harmful substances.


Assuntos
Imagem de Difusão por Ressonância Magnética/instrumentação , Imagem de Difusão por Ressonância Magnética/normas , Estudos Multicêntricos como Assunto/instrumentação , Estudos Multicêntricos como Assunto/normas , Imagens de Fantasmas , Algoritmos , Encéfalo/diagnóstico por imagem , Calibragem , Difusão , Imagem de Difusão por Ressonância Magnética/economia , Imagem de Difusão por Ressonância Magnética/métodos , Humanos , Modelos Teóricos , Estudos Multicêntricos como Assunto/economia , Estudos Multicêntricos como Assunto/métodos , Imagens de Fantasmas/economia , Povidona , Garantia da Qualidade dos Cuidados de Saúde/economia , Garantia da Qualidade dos Cuidados de Saúde/métodos , Reprodutibilidade dos Testes , Soluções , Temperatura , Fatores de Tempo , Substância Branca/diagnóstico por imagem
5.
BMC Med Inform Decis Mak ; 13: 116, 2013 Oct 08.
Artigo em Inglês | MEDLINE | ID: mdl-24099117

RESUMO

BACKGROUND: Studying rare outcomes, new interventions and diverse populations often requires collaborations across multiple health research partners. However, transferring healthcare research data from one institution to another can increase the risk of data privacy and security breaches. METHODS: A working group of multi-site research programmers evaluated the need for tools to support data security and data privacy. The group determined that data privacy support tools should: 1) allow for a range of allowable Protected Health Information (PHI); 2) clearly identify what type of data should be protected under the Health Insurance Portability and Accountability Act (HIPAA); and 3) help analysts identify which protected health information data elements are allowable in a given project and how they should be protected during data transfer. Based on these requirements we developed two performance support tools to support data programmers and site analysts in exchanging research data. RESULTS: The first tool, a workplan template, guides the lead programmer through effectively communicating the details of multi-site programming, including how to run the program, what output the program will create, and whether the output is expected to contain protected health information. The second performance support tool is a checklist that site analysts can use to ensure that multi-site program output conforms to expectations and does not contain protected health information beyond what is allowed under the multi-site research agreements. CONCLUSIONS: Together the two tools create a formal multi-site programming workflow designed to reduce the chance of accidental PHI disclosure.


Assuntos
Confidencialidade/normas , Bases de Dados Factuais/normas , Gestão da Informação em Saúde/normas , Estudos Multicêntricos como Assunto/normas , Software/normas , Segurança Computacional/instrumentação , Segurança Computacional/legislação & jurisprudência , Segurança Computacional/normas , Confidencialidade/legislação & jurisprudência , Bases de Dados Factuais/legislação & jurisprudência , Gestão da Informação em Saúde/instrumentação , Gestão da Informação em Saúde/legislação & jurisprudência , Health Insurance Portability and Accountability Act , Humanos , Estudos Multicêntricos como Assunto/instrumentação , Estudos Multicêntricos como Assunto/legislação & jurisprudência , Estados Unidos
7.
J Biomed Opt ; 11(1): 014010, 2006.
Artigo em Inglês | MEDLINE | ID: mdl-16526887

RESUMO

In the context of clinical trials, calibration protocols for optical instruments that ensure measurement accuracy and the ability to carry out meaningful comparisons of data acquired from multiple instruments are required. A series of calibration standards and procedures are presented to assess technical feasibility of optical devices for cervical precancer detection. Measurements of positive and negative standards, and tissue are made with two generations of research grade spectrometers. Calibration accuracy, ability of standards to correct and account for changes in experimental conditions, and device components are analyzed. The relative frequency of measured calibration standards is investigated retrospectively using statistical analysis of trends in instrument performance. Fluorescence measurements of standards and tissue made with completely different spectrometers show good agreement in intensity and lineshape. Frequency of wavelength calibration standards is increased to every 2 h to compensate for thermal drifts in grating mount. Variations in illumination energy detected between standards and patient measurements require probe redesign to allow for simultaneous acquisition of illumination power with every patient measurement. The use of frequent and well-characterized standards enables meaningful comparison of data from multiple devices and unambiguous interpretation of experiments among the biomedical optics community.


Assuntos
Diagnóstico por Imagem/normas , Corantes Fluorescentes/análise , Corantes Fluorescentes/normas , Estudos Multicêntricos como Assunto/normas , Garantia da Qualidade dos Cuidados de Saúde/normas , Espectrometria de Fluorescência/normas , Calibragem/normas , Diagnóstico por Imagem/instrumentação , Análise de Falha de Equipamento/normas , Estudos Multicêntricos como Assunto/instrumentação , Garantia da Qualidade dos Cuidados de Saúde/métodos , Padrões de Referência , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Espectrometria de Fluorescência/instrumentação , Estados Unidos
8.
Blood Press Monit ; 7(1): 77-82, 2002 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-12040250

RESUMO

BACKGROUND: How far should blood pressure (BP) be lowered to achieve the greatest reduction in the risk of cardiovascular disease? Although a few trials have tried to answer this question, they failed to convincingly establish an optimal target BP level, in part because of poor reproducibility and the wide variability of conventional casual BP measurement they used. At the same time, in Japan, calcium antagonist (Ca-A) and angiotensin-converting enzyme inhibitor (ACE-I) have been two major medications in initial therapy for hypertension, while angiotensin II receptor antagonist (ARB), which has recently been introduced, is also now used widely as an initial therapy. However, no large-scale interventional trial has been conducted to show which of these three initial medications can give the greatest benefit in reducing the risk of cardiovascular disease in the Japanese hypertensive patient. OBJECTIVE: The objectives of the study are, first, to determine an optimal target BP level, based on BP values self-measured at home (home BP). This way of measurement provides more reproducible and less variable BP values than conventional casual measurements. Secondly, we seek to determine the optimal initial antihypertensive medication for the Japanese hypertensive population. METHOD: The study is a 2 x 3 factorial randomized controlled trial conducted with a prospective randomized open-blinded endpoint design. The study will include a total of 9000 untreated essential hypertensive patients aged 40 to 78 years with home BP values > or = 135/85 mmHg. Eligible patients are randomized to one of the two home BP target groups (systolic/diastolic home BP within the range of 134-125/84-80 mmHg, or > or = 125/80 mmHg), and to regimens based on one of three initial antihypertensive drugs (Ca-A or ACE-I or ARB). These randomizations, performed by our host computer, are transmitted to terminals at the outpatient clinic through the Internet. The patient measures BP at home with newly developed equipment (HEM-7471C-N; Omron, Japan) that records BP values, the date, and the time of each measurement. The data are downloaded to the outpatient terminal at every clinic visit then transmitted to the host computer via the Internet. Based on these home BP values, the host computer determines the necessity of additional therapy or dose increments in four further steps to reach the randomized target BP, and then transmits the information to the terminal at the outpatient clinic. The primary study outcome is a composite of non-fatal stroke, non-fatal myocardial infarction, and cardiovascular death. The scheduled average post-randomization duration of follow-up is 7 years. CONCLUSION: This is the first large-scale home BP-based and Internet-connected intervention trial on antihypertensive treatment. The HOMED-BP study (Hypertension Objective treatment based on Measurement by Electrical Devices of BP) will improve the recruitment of general practitioners and participants and will supply unbiased BP data, providing reliable information on optimal target BP levels and the optimal initial antihypertensive medication.


Assuntos
Determinação da Pressão Arterial/instrumentação , Protocolos Clínicos , Serviços de Assistência Domiciliar , Hipertensão/tratamento farmacológico , Adulto , Idoso , Desenho de Equipamento , Humanos , Hipertensão/diagnóstico , Hipertensão/fisiopatologia , Internet , Pessoa de Meia-Idade , Estudos Multicêntricos como Assunto/instrumentação , Estudos Multicêntricos como Assunto/métodos , Ensaios Clínicos Controlados Aleatórios como Assunto/instrumentação , Ensaios Clínicos Controlados Aleatórios como Assunto/métodos , Telemedicina
9.
Rev. méd. Hosp. Gen. Méx ; 58(1): 24-31, ene.-mar. 1995. tab
Artigo em Espanhol | LILACS | ID: lil-149567

RESUMO

Objetivo: Determinar el nivel de concordancia entre los integrantes de la Unidad de Epidemiología Clínica en la evaluación de aspectos metodológicos de los protocolos de investigación clínica. Material y métodos: Se seleccionaron aleatoriamente 15 protocolos de investigación registrados durante 1992 en el Hospital General de México, y fueron evaluados por ocho observadores de la Unidad de Epidemiología Clínica siguiéndose un formato diseñado para el estudio. Cada protocolo fue calificado en tres escalas: 1) aprobado/rechazado, 2) escala ordinal de cuatro categorías de la calidad metodológica y 3) puntaje detallado que calificaba cada uno de los aspectos del estudio: Cada protocolo fue independientemente evaluado por todos los observadores. Análisis: Se calcularon coeficientes Kappa y Kappa ponderada entre las parejas de observadores y el coeficiente de correlación intraclase en las calificaciones de los protocolos. Resultados: Se observó una concordancia regular en las parejas de observadores al aprobar o rechazar un protocolo. Las concordancias en la escala de cuatro puntos fueron diversas: buena en cinco parejas y moderada a baja en 11. La concordancia del puntaje total fue excelente. Conclusiones: Los resultados preliminares sugieren que la evaluación objetiva y estandarizada de los protocolos de investigación, utilizando criterios de rigidez científica disminuiría sesgos del evaluador y mejorarían la calidad de presentación de los mismos


Assuntos
Epidemiologia/normas , Estudos Multicêntricos como Assunto/instrumentação , Estudos Multicêntricos como Assunto/normas , Estudo de Avaliação , Ética Médica
10.
Ann Neurol ; 36 Suppl: S134-5, 1994.
Artigo em Inglês | MEDLINE | ID: mdl-8017875

RESUMO

Standardized and computerized neurological data will be a requirement for clinical studies in the future. MS COSTAR is a system that has been designed for multiple sclerosis clinical research. Adoption of standards and a computer method for recording and storing these data should be a high priority for the design and future of multi-center studies on multiple sclerosis.


Assuntos
Sistemas de Informação/estatística & dados numéricos , Prontuários Médicos/estatística & dados numéricos , Esclerose Múltipla , Humanos , Estudos Multicêntricos como Assunto/instrumentação , Estudos Multicêntricos como Assunto/métodos , Esclerose Múltipla/diagnóstico , Esclerose Múltipla/epidemiologia , Software
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