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Clinical relevance: an issue in biostatistical training of medical students.

Significant trends in teaching biostatistics to medical students include: recognition of the dependence of advancement in the medical sciences upon the quantitative sciences; integration of biostatistics and other disciplines such as epidemiology and community medicine; increased emphasis on clinical relevance through the introduction of such topics as medical decision-making, evaluation of diagnostic test, genetic counselling and evaluating health-science literature; growing emphasis on analytic skills and computer literacy as precipitated by the presence of computer-based patient and medical information systems, expert systems, imaging and signal analysis systems; the emergence of new applications of statistics in health and medicine; and changes in the learning environment, for example emphasis on small-group discussions and problem-solving sessions. The evolution and future directions of biometrical training in medicine as precipitated by these trends, and the response of course directors at the Medical University of South Carolina to the demand for a 'new' curriculum in biostatistics for medical students are described.

Attitude of Health Personnel↗

Analysis of nonlinear patterns of change with random coefficient models.

Nonlinear patterns of change arise frequently in the analysis of repeated measures from longitudinal studies in psychology. The main feature of nonlinear development is that change is more rapid in some periods than in others. There generally also are strong individual differences, so although there is a general similarity of patterns for different persons over time, individuals exhibit substantial heterogeneity in their particular response. To describe data of this kind, researchers have extended the random coefficient model to accommodate nonlinear trajectories of change. It can often produce a statistically satisfying account of subject-specific development. In this review we describe and illustrate the main ideas of the nonlinear random coefficient model with concrete examples.

Analysis of Variance↗

Modeling infection transmission.

Understanding what determines patterns of infection spread in populations is important for controlling infection transmission. The science that advances this understanding uses mathematical and computer models that vary from deterministic models of continuous populations to models of dynamically evolving contact networks between individuals. These provide insight, serve as scientific theories, help design studies, and help analyze data. The key to their use lies in assessing the robustness of inferences made using them to violation of their simplifying assumptions. This involves changing model forms from deterministic to stochastic and from compartmental to network, as well as adding realistic detail and changing parameter values. Currently inferences about infection transmission are often made using stratified rate or risk comparisons, logistic regression models, or proportionate hazards models that assume an absence of transmission. Robustness assessment will show many of these inferences to be wrong. A community of epidemiologist modelers is needed for effective robustness assessment.

Data Interpretation, Statistical↗

The needs and experiences of caregivers of individuals with multiple sclerosis: a systematic review.

PRIMARY OBJECTIVE: To appraise recent studies regarding the needs and experiences of caregivers of individuals with multiple sclerosis (MS). DESIGN: The following computerized databases were searched: CINAHL, BIDS IBSS, ASSIA, MEDLINE, PSYCHINFO, British Nursing Index, ISI Web of Science, Zetoc, AMED (1990-April 2002). The computer-based search was supplemented by manual searches of the reference lists of all retrieved studies and review articles. Inclusion and exclusion criteria were formulated. RESULTS: Twenty-four studies from across the world that met the inclusion criteria were reviewed. The majority of studies were descriptive in nature. The studies covered a variety of topics, including how carers assist people with MS, the effect of providing care on a carer's physical and psychological well-being, social life, financial situation and overall quality of life, and how carers cope with the stresses of providing care. CONCLUSIONS: Providing care for a person with MS has a major impact on all areas of the caregiver's life. Perceived social support has been shown to have a beneficial impact on the caregiver. Limitations in design and variation in methodology of studies limits the generalizability of findings. There is a need for further research, in particular the development of reliable and valid disease-specific caregiver assessment instruments.

Caregivers↗

Implementing PDA technology in a medical library: experiences in a hospital library and an academic medical center library.

Personal digital assistants (PDAs) have grown from being a novelty in the late 1990s to an essential tool for healthcare professionals in the 2000s. This paper describes the experiences of a librarian who implemented PDA technology first in a hospital library, and then at an academic medical center library. It focuses on the role of the library in supporting PDA technology and resources. Included are programmatic issues such as training for library staff and clinicians, and technical issues such as Palm and Windows operating systems. This model could be used in either a hospital or academic health sciences library.

Academic Medical Centers↗

Data clustering in life sciences.

Clustering has a wide range of applications in life sciences and over the years has been used in many areas ranging from the analysis of clinical information, phylogeny, genomics, and proteomics. The primary goal of this article is to provide an overview of the various issues involved in clustering large biological datasets, describe the merits and underlying assumptions of some of the commonly used clustering approaches, and provide insights on how to cluster datasets arising in various areas within life sciences. We also provide a brief introduction to CLUTO, a general purpose toolkit for clustering various datasets, with an emphasis on its applications to problems and analysis requirements within life sciences.

Algorithms↗

Progressive high-intensity resistance training and bone mineral density changes among premenopausal women: evidence of discordant site-specific skeletal effects.

Regular weight-bearing physical activity has been widely recommended for adult women and may be beneficial in preserving bone mineral density (BMD). However, there is conflicting evidence regarding the effects of resistance training on BMD in premenopausal women. Novel systematic review and meta-analysis evidence is presented on the effects of progressive high-intensity resistance training on BMD in premenopausal women. Structured computer searches of MEDLINE, EMBASE, PubMed, Web of Science, SportDiscus and Evidence Based Medicine Reviews Multifile were undertaken along with hand-searching of key journals and reference lists to locate relevant studies published up to September 2004. Criteria for included studies were published controlled studies and randomised controlled trials (RCTs) evaluating the effects of progressive, high-intensity resistance training studies on BMD in premenopausal women. Two authors reached consensus on all included and excluded studies. Study outcomes for analysis were radiographic BMD assessment from first follow-up at lumbar spine and femoral neck. Primary outcomes for analysis were absolute changes in BMD g/cm(2) at lumbar spine and femoral neck. Relative changes (percentage change) in BMD at lumbar spine were also assessed. Data were extracted from studies including study design, participant characteristics and treatment mode, intensity and duration, using electronic data extraction forms. Where necessary, relevant information was obtained by contacting study authors. Methodological quality of studies was assessed using a well recognised three-question instrument designed to assess bias. Informal assessment for small sample study effects and potential bias was undertaken through visual inspection of funnel plots. The weighted mean difference method (inverse of the variances) was used for combining study group estimates. Quantification of the effect of heterogeneity among study outcomes was assessed using the I(2) statistic. Random effects and fixed-effect models were applied according to observed study heterogeneity. Comparisons resulting in I(2) > 50.0% were considered heterogeneous. Where heterogeneity was observed, a random effects model was applied. Pooled estimates of effect were calculated using the Cochrane Collaboration's Review Manager (RevMan) 4.2.1 software.High-intensity progressive resistance training was shown to be efficacious in increasing absolute BMD at the lumbar spine (p < 0.00001) but not the femoral neck (p = 0.78) in premenopausal women. The weighted mean difference (WMD) using a fixed-effect model for six controlled trials investigating the lumbar spine BMD change was 0.014 g/cm(2) (95% CI 0.009, 0.019; p < 0.00001). The relative BMD change for this site was 0.98% (WMD [random effects], 95% CI 0.49, 3.91%; p = 0.04). In contrast, studies evaluating femoral neck BMD changes showed no significant BMD change (WMD [fixed effect], 0.001 g/cm(2) 95% CI -0.006, 0.008; p = 0.78). Funnel plot inspection of lumbar spine effects indicated that smaller studies demonstrated larger treatment effects. An asymmetry towards studies with positive BMD outcomes was also noted. The methodological quality score of all included studies was low and no study presented a valid intention-to-treat accounting for participant drop-out (attrition). As such, the modest overall treatment effects for resistance training on BMD among premenopausal women observed in this review may be biased and should be interpreted with caution. It is concluded that further RCTs of resistance training of sufficiently long duration and providing optimum type, intensity and volume of loading, with intention-to-treat analysis are now required.

Bone Density↗

Use and misuse of multiple comparisons in animal experiments.

The objective of many animal experiments is to detect meaningful relationships among treatments and associated responses. Types of comparisons of means include pairwise multiple comparisons, planned orthogonal or nonorthogonal contrasts, and orthogonal polynomials. Some procedures are appropriate only for specific types of treatment designs and specific types of objectives. Pairwise, multiple comparisons are appropriate only for comparing unstructured, qualitative treatments. Planned comparisons partition the overall set of treatment effects into independent or nonindependent subsets, with special application to factorials. Orthogonal polynomial (regression) procedures assess relationships between quantitative treatments and response when a full range of responses or an optimal dose is of interest. Recommendations for appropriate use of each mean comparison procedure are illustrated using data from three Journal of Animal Science articles. Also mentioned are a number of computer graphics packages that provide creative ways to display biological relationships and can be linked to statistical packages for input and to word processors or 35-mm cameras for output.

Analysis of Variance↗

A noninvasive, reattachable skull fiducial marker system. Technical note.

As computer-interactive technologies become more widely used in neurosurgery, radiology, and radiation therapy, the need for an optimum skull fiducial marker system increases. In the past, intracranial localization methods required precisely machined metal frames and rigid pin fixation to the skull. Recently, this function has been performed using "frameless" computer-based systems that calculate brain position relative to a series of external reference points, the most accurate of which are screwed directly into the skull. A penetrating fiducial marker system, however, is not well suited for applications requiring multiple volume registrations over an extended time period. We describe a new skull fiducial marker system that attaches to the maxillary teeth and can be used repeatedly on different occasions. A curved bar, known as a Banana Bar (BB) extends backward from a custom mouthpiece around the side of the patient's head; the bar contains sites of attachment for screw-in radiographic fiducial markers. Repositioning accuracy was quantitated using a photographic technique. A BB prototype was constructed and tested in three subjects. The BB weighs less than 100 g and can be comfortably held in position for up to 30 minutes. It takes less than 1 minute to screw in the mouthpiece and only seconds to secure the BB to the teeth. One hundred twenty photographic measurements were analyzed from 60 repositionings over a minimum 3-week period. Standard deviations for the measurement series ranged from 0.29 to 0.86 mm. Results suggest that the BB may be an inexpensive, efficient, and accurate method for providing the external reference points needed for a wide range of emerging computer-interactive applications.

Brain↗

Managing year 2000 (Y2K) compliance in the medical practice.

It is the responsibility of every medical practice to examine the year 2000 compliance of all medical devices, facilities, and computer systems that it uses, and whether external business partners are also taking appropriate steps in this area. You need a plan, and you need to start right now.

Computers↗

Anatomical variations of mandibular premolars in Chennai population.

AIM: To analyse the prevalence of anatomical variations of mandibular premolars in Chennai population. METHODOLOGY: It was observed, during the routine treatment of mandibular premolars that aberrations were becoming common. This necessitated an encompassing study on 500 patients, evaluating the occurrence of these aberrations. The parameters of this study included sex predilection, unilateral/ bilateral occurrences, and comparison of the incidence of anatomical variations in mandibular first and second premolar canal configuration. The study pattern was designed to observe these premolars using Radiovisiography (RVG) in different angulations to highlight the anatomical aberrations. The results were subjected to statistical analysis, which were performed using SPSS (Statistical Package for Social Science) statistical program version 10.0.5. Descriptive statistics were computed for all the variables. RESULT: The present study revealed high incidence of anatomical aberrations in mandibular premolars among Chennai population. Out of the 500 patients studied, 123 patients [24.6%] showed anatomical variance in the canal configuration. There was high incidence of Vertucci's Type IV canal configuration as compared to Type V, Type II and Type VIII in the descending order of occurrence. CONCLUSION: Within the limitations of this in-vivo study, it was inferred that the incidence of aberrations in the canal configuration of mandibular premolars is common and due considerations are to be given during endodontic intervention.

Bicuspid↗