Statnote 30 : The one-way analysis of variance (ANOVA):fixed effects model

In Statnote 9, we described a one-way analysis of variance (ANOVA) ‘random effects’ model in which the objective was to estimate the degree of variation of a particular measurement and to compare different sources of variation in space and time. The illustrative scenario involved the role of computer keyboards in a University communal computer laboratory as a possible source of microbial contamination of the hands. The study estimated the aerobic colony count of ten selected keyboards with samples taken from two keys per keyboard determined at 9am and 5pm. This type of design is often referred to as a ‘nested’ or ‘hierarchical’ design and the ANOVA estimated the degree of variation: (1) between keyboards, (2) between keys within a keyboard, and (3) between sample times within a key. An alternative to this design is a 'fixed effects' model in which the objective is not to measure sources of variation per se but to estimate differences between specific groups or treatments, which are regarded as 'fixed' or discrete effects. This statnote describes two scenarios utilizing this type of analysis: (1) measuring the degree of bacterial contamination on 2p coins collected from three types of business property, viz., a butcher’s shop, a sandwich shop, and a newsagent and (2) the effectiveness of drugs in the treatment of a fungal eye infection.

Fungal infection of the eye (ocular mycosis)

Although not as important as bacteria or viruses as a cause of eye infection, a large number of fungal species have now been recorded in association with the eye. In addition, several species have been implicated as a cause of eye infection (‘ocular mycosis’) and some may even cause life-threatening conditions. Ocular mycoses are being reported more frequently as a consequence of new medical practice and the increased numbers of immuno-compromised patients in the population, e.g., patients receiving radiation treatment or chemotherapy. This article describes the most common conditions caused by fungi which can affect the different structures of the eye, the importance of fungal contamination of materials as a source of eye infection, and the methods available for treatment.

The microbiology of the eye

Infection of the external structures of the eye is one of the commonest types of eye disease worldwide. In addition, although relatively impermeable to microorganisms, infection within the eye can result from trauma, surgery or systemic disease. This article reviews the general biology of viruses, bacteria, fungi and protozoa and the major ocular infections that they cause. In addition, the effectiveness of the various antimicrobial agents in controlling ocular disease is discussed. Because of changes in the normal ocular flora, continuous monitoring of the microbiology of the eye will continue to be important in predicting future types of eye infection. Basic research is also needed into the interactions of microbes at the ocular surface. There is increasing microbial resistance to the antimicrobial agents used to treat ocular infections and hence, new antimicrobial agents will continue to be needed together with new methods of drug delivery to increase the effectiveness of existing antimicrobial agents.

Bacteria and the eye

Bacteria are minute unicellular organisms present in abundance in air, water, soil and food and in association with the human body. The majority of bacteria are harmless to humans while a few are useful and have been exploited in, for example, the manufacture of dairy products. However, bacteria are also pathogenic and those include some of the most important human infections such as typhoid, syphilis and tuberculosis. A few bacteria are especially important to optometrists because they are associated with ocular disease, either by causing a primary eye infection or because there are ocular complications of a systemic bacterial infection.

Viruses and the eye

About 60% of human infections diseases are caused by viruses,including such important diseases as AIDS, polio, rabies and certain forms of cancer. A few groups of viruses are important to optometrists because they either cause a primary eye infection or a systemic viral infection with ocular complications.

Health beliefs affect the correct replacement of daily disposable contact lenses:predicting compliance with the Health Belief Model and the Theory of Planned Behaviour

Purpose: To assess the compliance of Daily Disposable Contact Lenses (DDCLs) wearers with replacing lenses at a manufacturer-recommended replacement frequency. To evaluate the ability of two different Health Behavioural Theories (HBT), The Health Belief Model (HBM) and The Theory of Planned Behaviour (TPB), in predicting compliance. Method: A multi-centre survey was conducted using a questionnaire completed anonymously by contact lens wearers during the purchase of DDCLs. Results: Three hundred and fifty-four questionnaires were returned. The survey comprised 58.5% females and 41.5% males (mean age 34. ±. 12. years). Twenty-three percent of respondents were non-compliant with manufacturer-recommended replacement frequency (re-using DDCLs at least once). The main reason for re-using DDCLs was "to save money" (35%). Predictions of compliance behaviour (past behaviour or future intentions) on the basis of the two HBT was investigated through logistic regression analysis: both TPB factors (subjective norms and perceived behavioural control) were significant (p. <. 0.01); HBM was less predictive with only the severity (past behaviour and future intentions) and perceived benefit (only for past behaviour) as significant factors (p. <. 0.05). Conclusions: Non-compliance with DDCLs replacement is widespread, affecting 1 out of 4 Italian wearers. Results from the TPB model show that the involvement of persons socially close to the wearers (subjective norms) and the improvement of the procedure of behavioural control of daily replacement (behavioural control) are of paramount importance in improving compliance. With reference to the HBM, it is important to warn DDCLs wearers of the severity of a contact-lens-related eye infection, and to underline the possibility of its prevention.

Ocular mycoses:infections of the eye caused by fungi

Fungi are ubiquitous organisms in nature and can be found in association with healthy eyes. The incidence of actual fungal infection of the eye, however, is relatively low compared with that attributable to viruses and bacteria. Nevertheless, fungal infection of the eye is increasing especially in immuno-compromised patients and a wide variety of fungal infections have now been described worldwide with species of Fusarium, Aspergillus, Candida, and dematiaceous fungi predominating. At present there are a limited number of compounds available to control ocular mycoses while resistance to anti-fungal agents has been growing in recent years, especially to azoles. Several mechanisms of resistance have been identified including modification of sterol synthesis pathways by the fungus, modification of enzymes to reduce the binding of azoles to fungal components and increased efficiency of removal of the azole within fungal cells. Although resistance to amphotericin-B has been reported, it continues to be the most important treatment for life-threatening conditions and more severe ophthalmic infections. Natamycin is often first choice for filamentous fungal keratitis and topical amphotericin-B for Candida keratitis. Continued monitoring of the behaviour of ocular fungi will be essential in future together with the development of new anti-fungal agents.

Propionibacterium acnes:infection beyond the skin

Propionibacterium acnes is a Gram-positive bacterium that forms part of the normal flora of the skin, oral cavity, large intestine, the conjunctiva and the external ear canal. Although primarily recognized for its role in acne, P. acnes is an opportunistic pathogen, causing a range of postoperative and device-related infections. These include infections of the bones and joints, mouth, eye and brain. Device-related infections include those of joint prostheses, shunts and prosthetic heart valves. P. acnes may play a role in other conditions, including inflammation of the prostate leading to cancer, SAPHO (synovitis, acne, pustulosis, hyperostosis, osteitis) syndrome, sarcoidosis and sciatica. If an active role in these conditions is established there are major implications for diagnosis, treatment and protection. Genome sequencing of the organism has provided an insight into the pathogenic potential and virulence of P. acnes. © 2011 Expert Reviews Ltd.