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GOurmet: a tool for quantitative comparison and visualization of gene expression profiles based on gene ontology (GO) distributions.

BACKGROUND: The ever-expanding population of gene expression profiles (EPs) from specified cells and tissues under a variety of experimental conditions is an important but difficult resource for investigators to utilize effectively. Software tools have been recently developed to use the distribution of gene ontology (GO) terms associated with the genes in an EP to identify specific biological functions or processes that are over- or under-represented in that EP relative to other EPs. Additionally, it is possible to use the distribution of GO terms inherent to each EP to relate that EP as a whole to other EPs. Because GO term annotation is organized in a tree-like cascade of variable granularity, this approach allows the user to relate (e.g., by hierarchical clustering) EPs of varying length and from different platforms (e.g., GeneChip, SAGE, EST library). RESULTS: Here we present GOurmet, a software package that calculates the distribution of GO terms represented by the genes in an individual expression profile (EP), clusters multiple EPs based on these integrated GO term distributions, and provides users several tools to visualize and compare EPs. GOurmet is particularly useful in meta-analysis to examine EPs of specified cell types (e.g., tissue-specific stem cells) that are obtained through different experimental procedures. GOurmet also introduces a new tool, the Targetoid plot, which allows users to dynamically render the multi-dimensional relationships among individual elements in any clustering analysis. The Targetoid plotting tool allows users to select any element as the center of the plot, and the program will then represent all other elements in the cluster as a function of similarity to the selected central element. CONCLUSION: GOurmet is a user-friendly, GUI-based software package that greatly facilitates analysis of results generated by multiple EPs. The clustering analysis features a dynamic targetoid plot that is generalizable for use with any clustering application.

Artificial Intelligence↗

Tools for integrated sequence-structure analysis with UCSF Chimera.

BACKGROUND: Comparing related structures and viewing the structures in the context of sequence alignments are important tasks in protein structure-function research. While many programs exist for individual aspects of such work, there is a need for interactive visualization tools that: (a) provide a deep integration of sequence and structure, far beyond mapping where a sequence region falls in the structure and vice versa; (b) facilitate changing data of one type based on the other (for example, using only sequence-conserved residues to match structures, or adjusting a sequence alignment based on spatial fit); (c) can be used with a researcher's own data, including arbitrary sequence alignments and annotations, closely or distantly related sets of proteins, etc.; and (d) interoperate with each other and with a full complement of molecular graphics features. We describe enhancements to UCSF Chimera to achieve these goals. RESULTS: The molecular graphics program UCSF Chimera includes a suite of tools for interactive analyses of sequences and structures. Structures automatically associate with sequences in imported alignments, allowing many kinds of crosstalk. A novel method is provided to superimpose structures in the absence of a pre-existing sequence alignment. The method uses both sequence and secondary structure, and can match even structures with very low sequence identity. Another tool constructs structure-based sequence alignments from superpositions of two or more proteins. Chimera is designed to be extensible, and mechanisms for incorporating user-specific data without Chimera code development are also provided. CONCLUSION: The tools described here apply to many problems involving comparison and analysis of protein structures and their sequences. Chimera includes complete documentation and is intended for use by a wide range of scientists, not just those in the computational disciplines. UCSF Chimera is free for non-commercial use and is available for Microsoft Windows, Apple Mac OS X, Linux, and other platforms from http://www.cgl.ucsf.edu/chimera.

Computer Graphics↗

bioNMF: a versatile tool for non-negative matrix factorization in biology.

BACKGROUND: In the Bioinformatics field, a great deal of interest has been given to Non-negative matrix factorization technique (NMF), due to its capability of providing new insights and relevant information about the complex latent relationships in experimental data sets. This method, and some of its variants, has been successfully applied to gene expression, sequence analysis, functional characterization of genes and text mining. Even if the interest on this technique by the bioinformatics community has been increased during the last few years, there are not many available simple standalone tools to specifically perform these types of data analysis in an integrated environment. RESULTS: In this work we propose a versatile and user-friendly tool that implements the NMF methodology in different analysis contexts to support some of the most important reported applications of this new methodology. This includes clustering and biclustering gene expression data, protein sequence analysis, text mining of biomedical literature and sample classification using gene expression. The tool, which is named bioNMF, also contains a user-friendly graphical interface to explore results in an interactive manner and facilitate in this way the exploratory data analysis process. CONCLUSION: bioNMF is a standalone versatile application which does not require any special installation or libraries. It can be used for most of the multiple applications proposed in the bioinformatics field or to support new research using this method. This tool is publicly available at http://www.dacya.ucm.es/apascual/bioNMF.

Algorithms↗

MIMOX: a web tool for phage display based epitope mapping.

BACKGROUND: Phage display is widely used in basic research such as the exploration of protein-protein interaction sites and networks, and applied research such as the development of new drugs, vaccines, and diagnostics. It has also become a promising method for epitope mapping. Research on new algorithms that assist and automate phage display based epitope mapping has attracted many groups. Most of the existing tools have not been implemented as an online service until now however, making it less convenient for the community to access, utilize, and evaluate them. RESULTS: We present MIMOX, a free web tool that helps to map the native epitope of an antibody based on one or more user supplied mimotopes and the antigen structure. MIMOX was coded in Perl using modules from the Bioperl project. It has two sections. In the first section, MIMOX provides a simple interface for ClustalW to align a set of mimotopes. It also provides a simple statistical method to derive the consensus sequence and embeds JalView as a Java applet to view and manage the alignment. In the second section, MIMOX can map a single mimotope or a consensus sequence of a set of mimotopes, on to the corresponding antigen structure and search for all of the clusters of residues that could represent the native epitope. NACCESS is used to evaluate the surface accessibility of the candidate clusters; and Jmol is embedded to view them interactively in their 3D context. Initial case studies show that MIMOX can reproduce mappings from existing tools such as FINDMAP and 3DEX, as well as providing novel, rational results. CONCLUSION: A web-based tool called MIMOX has been developed for phage display based epitope mapping. As a publicly available online service in this area, it is convenient for the community to access, utilize, and evaluate, complementing other existing programs. MIMOX is freely available at http://web.kuicr.kyoto-u.ac.jp/~hjian/mimox.

Bacteriophages↗

CGAT: a comparative genome analysis tool for visualizing alignments in the analysis of complex evolutionary changes between closely related genomes.

BACKGROUND: The recent accumulation of closely related genomic sequences provides a valuable resource for the elucidation of the evolutionary histories of various organisms. However, although numerous alignment calculation and visualization tools have been developed to date, the analysis of complex genomic changes, such as large insertions, deletions, inversions, translocations and duplications, still presents certain difficulties. RESULTS: We have developed a comparative genome analysis tool, named CGAT, which allows detailed comparisons of closely related bacteria-sized genomes mainly through visualizing middle-to-large-scale changes to infer underlying mechanisms. CGAT displays precomputed pairwise genome alignments on both dotplot and alignment viewers with scrolling and zooming functions, and allows users to move along the pre-identified orthologous alignments. Users can place several types of information on this alignment, such as the presence of tandem repeats or interspersed repetitive sequences and changes in G+C contents or codon usage bias, thereby facilitating the interpretation of the observed genomic changes. In addition to displaying precomputed alignments, the viewer can dynamically calculate the alignments between specified regions; this feature is especially useful for examining the alignment boundaries, as these boundaries are often obscure and can vary between programs. Besides the alignment browser functionalities, CGAT also contains an alignment data construction module, which contains various procedures that are commonly used for pre- and post-processing for large-scale alignment calculation, such as the split-and-merge protocol for calculating long alignments, chaining adjacent alignments, and ortholog identification. Indeed, CGAT provides a general framework for the calculation of genome-scale alignments using various existing programs as alignment engines, which allows users to compare the outputs of different alignment programs. Earlier versions of this program have been used successfully in our research to infer the evolutionary history of apparently complex genome changes between closely related eubacteria and archaea. CONCLUSION: CGAT is a practical tool for analyzing complex genomic changes between closely related genomes using existing alignment programs and other sequence analysis tools combined with extensive manual inspection.

Algorithms↗

A software tool for creating simulated outbreaks to benchmark surveillance systems.

BACKGROUND: Evaluating surveillance systems for the early detection of bioterrorism is particularly challenging when systems are designed to detect events for which there are few or no historical examples. One approach to benchmarking outbreak detection performance is to create semi-synthetic datasets containing authentic baseline patient data (noise) and injected artificial patient clusters, as signal. METHODS: We describe a software tool, the AEGIS Cluster Creation Tool (AEGIS-CCT), that enables users to create simulated clusters with controlled feature sets, varying the desired cluster radius, density, distance, relative location from a reference point, and temporal epidemiological growth pattern. AEGIS-CCT does not require the use of an external geographical information system program for cluster creation. The cluster creation tool is an open source program, implemented in Java and is freely available under the Lesser GNU Public License at its Sourceforge website. Cluster data are written to files or can be appended to existing files so that the resulting file will include both existing baseline and artificially added cases. Multiple cluster file creation is an automated process in which multiple cluster files are created by varying a single parameter within a user-specified range. To evaluate the output of this software tool, sets of test clusters were created and graphically rendered. RESULTS: Based on user-specified parameters describing the location, properties, and temporal pattern of simulated clusters, AEGIS-CCT created clusters accurately and uniformly. CONCLUSION: AEGIS-CCT enables the ready creation of datasets for benchmarking outbreak detection systems. It may be useful for automating the testing and validation of spatial and temporal cluster detection algorithms.

Algorithms↗

askMEDLINE: a free-text, natural language query tool for MEDLINE/PubMed.

BACKGROUND: Plain language search tools for MEDLINE/PubMed are few. We wanted to develop a search tool that would allow anyone using a free-text, natural language query and without knowing specialized vocabularies that an expert searcher might use, to find relevant citations in MEDLINE/PubMed. This tool would translate a question into an efficient search. RESULTS: The accuracy and relevance of retrieved citations were compared to references cited in BMJ POEMs and CATs (critically appraised topics) questions from the University of Michigan Department of Pediatrics. askMEDLINE correctly matched the cited references 75.8% in POEMs and 89.2 % in CATs questions on first pass. When articles that were deemed to be relevant to the clinical questions were included, the overall efficiency in retrieving journal articles was 96.8% (POEMs) and 96.3% (CATs.) CONCLUSION: askMEDLINE might be a useful search tool for clinicians, researchers, and other information seekers interested in finding current evidence in MEDLINE/PubMed. The text-only format could be convenient for users with wireless handheld devices and those with low-bandwidth connections in remote locations.

Academic Medical Centers↗

Validation of the MEDFICTS dietary questionnaire: a clinical tool to assess adherence to American Heart Association dietary fat intake guidelines.

BACKGROUND: Dietary assessment tools are often too long, difficult to quantify, expensive to process, and largely used for research purposes. A rapid and accurate assessment of dietary fat intake is critically important in clinical decision-making regarding dietary advice for coronary risk reduction. We assessed the validity of the MEDFICTS (MF) questionnaire, a brief instrument developed to assess fat intake according to the American Heart Association (AHA) dietary "steps". METHODS: We surveyed 164 active-duty US Army personnel without known coronary artery disease at their intake interview for a primary prevention cardiac intervention trial using the Block food frequency (FFQ) and MF questionnaires. Both surveys were completed on the same intake visit and independently scored. Correlations between each tools' assessment of fat intake, the agreement in AHA step categorization of dietary quality with each tool, and the test characteristics of the MF using the FFQ as the gold standard were assessed. RESULTS: Subjects consumed a mean of 36.0 +/- 13.0% of their total calories as fat, which included saturated fat consumption of 13.0 +/- 0.4%. The majority of subjects (125/164; 76.2%) had a high fat (worse than AHA Step 1) diet. There were significant correlations between the MF and the FFQ for the intake of total fat (r = 0.52, P < 0.0001) and saturated fat (r = 0.52, P < 0.0001). Despite these modest correlations, the currently recommended MF cutpoints correctly identified only 29 of 125 (23.3%) high fat (worse than AHA Step 1) diets. Overall agreement for the AHA diet step between the FFQ and MF (using the previously proposed MF score cutoffs of 0-39 [AHA Step 2], 40-70 [Step 1], and > 70 [high fat diet]) was negligible (kappa statistic = 0.036). The MF was accurate at the extremes of fat intake, but could not reliably identify the 3 AHA dietary classifications. Alternative MF cutpoints of < 30 (Step 2), 30-50 (Step 1), and > 50 (high fat diet) were highly sensitive (96%), but had low specificity (46%) for a high fat diet. ROC curve analysis identified that a MF score cutoff of 38 provided optimal sensitivity 75% and specificity 72%, and had modest agreement (kappa = 0.39, P < 0.001) with the FFQ for the identification of subjects with a high fat diet. CONCLUSIONS: The MEDFICTS questionnaire is most suitable as a tool to identify high fat diets, rather than discriminate AHA Step 1 and Step 2 diets. Currently recommended MEDFICTS cutpoints are too high, leading to overestimation of dietary quality. A cutpoint of 38 appears to be providing optimal identification of patients who do not meet AHA dietary guidelines for fat intake.

Journal Article↗

Health worker motivation in Africa: the role of non-financial incentives and human resource management tools.

BACKGROUND: There is a serious human resource crisis in the health sector in developing countries, particularly in Africa. One of the challenges is the low motivation of health workers. Experience and the evidence suggest that any comprehensive strategy to maximize health worker motivation in a developing country context has to involve a mix of financial and non-financial incentives. This study assesses the role of non-financial incentives for motivation in two cases, in Benin and Kenya. METHODS: The study design entailed semi-structured qualitative interviews with doctors and nurses from public, private and NGO facilities in rural areas. The selection of health professionals was the result of a layered sampling process. In Benin 62 interviews with health professionals were carried out; in Kenya 37 were obtained. Results from individual interviews were backed up with information from focus group discussions. For further contextual information, interviews with civil servants in the Ministry of Health and at the district level were carried out. The interview material was coded and quantitative data was analysed with SPSS software. RESULTS AND DISCUSSION: The study shows that health workers overall are strongly guided by their professional conscience and similar aspects related to professional ethos. In fact, many health workers are demotivated and frustrated precisely because they are unable to satisfy their professional conscience and impeded in pursuing their vocation due to lack of means and supplies and due to inadequate or inappropriately applied human resources management (HRM) tools. The paper also indicates that even some HRM tools that are applied may adversely affect the motivation of health workers. CONCLUSION: The findings confirm the starting hypothesis that non-financial incentives and HRM tools play an important role with respect to increasing motivation of health professionals. Adequate HRM tools can uphold and strengthen the professional ethos of doctors and nurses. This entails acknowledging their professionalism and addressing professional goals such as recognition, career development and further qualification. It must be the aim of human resources management/quality management (HRM/QM) to develop the work environment so that health workers are enabled to meet their personal and the organizational goals.

Journal Article↗

ModuleFinder and CoReg: alternative tools for linking gene expression modules with promoter sequences motifs to uncover gene regulation mechanisms in plants.

BACKGROUND: Uncovering the key sequence elements in gene promoters that regulate the expression of plant genomes is a huge task that will require a series of complementary methods for prediction, substantial innovations in experimental validation and a much greater understanding of the role of combinatorial control in the regulation of plant gene expression. RESULTS: To add to this larger process and to provide alternatives to existing prediction methods, we have developed several tools in the statistical package R. ModuleFinder identifies sets of genes and treatments that we have found to form valuable sets for analysis of the mechanisms underlying gene co-expression. CoReg then links the hierarchical clustering of these co-expressed sets with frequency tables of promoter elements. These promoter elements can be drawn from known elements or all possible combinations of nucleotides in an element of various lengths. These sets of promoter elements represent putative cis-acting regulatory elements common to sets of co-expressed genes and can be prioritised for experimental testing. We have used these new tools to analyze the response of transcripts for nuclear genes encoding mitochondrial proteins in Arabidopsis to a range of chemical stresses. ModuleFinder provided a subset of co-expressed gene modules that are more logically related to biological functions than did subsets derived from traditional hierarchical clustering techniques. Importantly ModuleFinder linked responses in transcripts for electron transport chain components, carbon metabolism enzymes and solute transporter proteins. CoReg identified several promoter motifs that helped to explain the patterns of expression observed. CONCLUSION: ModuleFinder identifies sets of genes and treatments that form useful sets for analysis of the mechanisms behind co-expression. CoReg links the clustering tree of expression-based relationships in these sets with frequency tables of promoter elements. These sets of promoter elements represent putative cis-acting regulatory elements for sets of genes, and can then be tested experimentally. We consider these tools, both built on an open source software product to provide valuable, alternative tools for the prioritisation of promoter elements for experimental analysis.

Journal Article↗

Large-scale benchmarking of prokaryotic annotation tools across thousands of species.

BACKGROUND: Genome annotation is an important step in deriving functional meaning from prokaryotic sequencing data, yet systematic evaluations guiding tool selection are lacking. We present the first large-scale investigation of four prominent open-source annotation tools (Prokka, Bakta, EggNOG-mapper, and PGAP) across 156,033 diverse genomes. This includes Escherichia coli strains for baseline performance, thousands of archaea and bacteria genomes, as well as frameshifted and metagenome-assembled genomes. RESULTS: Bakta excels in annotating high-quality bacterial genomes, while PGAP was better for archaeal genomes and challenging bacterial assemblies, including metagenome-assembled, fragmented, or contaminated samples. For Gene Ontology annotation, PGAP consistently provides broader term coverage, whereas EggNOG-mapper offers more terms per feature. CONCLUSIONS: Our findings highlight tool-specific strengths crucial for selecting optimal solutions based on genome quality, taxonomy, and origin (e.g. MAGs). This study provides an evidence-based guide for users and informs future tool development.

Molecular Sequence Annotation↗

Randomized comparison of four tools measuring overall quality of life in patients with advanced cancer.

PURPOSE: We report on a clinical trial developed to compare four different instruments that provide overall quality-of-life (QOL) scores, ranging from a simple, one-item instrument to more detailed instruments. Two issues addressed were (1) Will QOL tools suffer from missing data when used in a community-based cooperative group setting?, and (2) Are there additional data generated by a more detailed multiitem instrument over that provided by a single-item global QOL question? MATERIALS AND METHODS: A four-arm randomized trial was designed to compare four instruments that provide overall QOL scores in patients with advanced colorectal cancer. Patients and physicians completed the single-item Spitzer Uniscale (UNISCALE) at baseline and monthly. Patients were randomly assigned to complete, in addition, either the 22-item Functional Living Index-Cancer (FLIC), the five-item Spitzer QOL index (QLI), a picture-face scale (PICT), or nothing else. RESULTS: A total of 128 patients were randomized. Greater than 90% complete QOL data were obtained. There was strong correlation, concordance, and criterion-related validity among all four patient-completed tools. The UNISCALE had a greater decrease over time than did the FLIC (P=.005), which suggests a greater sensitivity; the UNISCALE was similar to the QLI and the PICT in this regard. Physicians provided lower UNISCALE scores than patients. Results supported the hypothesis that QOL is prognostic for survival. CONCLUSION: Patients can effectively complete QOL tools in a cooperative group setting with proper education of health care providers and patients. A simple single-item tool (UNISCALE) appears to be appropriate to obtain a measure of overall QOL.

Body Weight↗

Evaluation of a clinical screening tool for HIV-associated sensory neuropathies.

OBJECTIVE: To evaluate the performance characteristics of a brief clinical neuropathy screening tool for use in sensory neuropathies complicating HIV infection. METHODS: The authors assessed 80 patients using the Brief Peripheral Neuropathy Screen (BPNS). Patients were defined as having neuropathy if they had both symptoms and signs consistent with this diagnosis. All subjects underwent sensory threshold testing and lower limb epidermal nerve fiber quantification using punch skin biopsy as objective measures. RESULTS: Individuals defined as having neuropathy using the BPNS (n = 37) performed less well on sensory threshold testing than other HIV-infected individuals (p < 0.0001 for warming, cooling, and vibration) and also had lower distal calf epidermal nerve fiber densities (p < 0.0001). Individuals who had symptoms but no neuropathic signs (n = 13) did not perform differently on any objective testing compared with neuropathy-free individuals, supporting the decision to require signs as well as symptoms as an operational criterion for the diagnosis of neuropathy. Of the symptoms listed in the screening tool, the presence of numbness had the greatest diagnostic efficiency for identifying those with neuropathy. CONCLUSION: The Brief Neuropathy Screening Tool (and the chosen definition of neuropathy) accurately detects those HIV-infected individuals with the greatest degree of peripheral nerve dysfunction and pathology. This is a valid neuropathy screening tool for use in the context of HIV infection, and is simple enough to be applicable in resource-limited settings.

Adult↗

The use of a monitoring tool to assess counselling and HIV testing in the public health sector in Malawi.

Scaling up of counselling and HIV testing (VCT) services requires a system of regular monitoring and evaluation. AVCT monitoring tool was developed through a consultative process and used to assess counselling and HIV testing services in 16 government and mission hospitals in Malawi, which had started expanded HIV-TB activities in July 2003. The essential components of theVCT monitoring tool included assessments of: (i) the hospital VCT personnel, in particular the number of counsellors (full-time and part-time) and those trained in and performing whole blood rapid HIV testing; (ii) the hospital laboratory service, in particular the protocols for HIV testing; (iii) the number, structure and function of dedicated VCT rooms; (iv) registers for patients, clients and donors having HIV tests; and (v) the quality of VCT through structured interviews with HIV-positive patients with TB. The main findings were: 9644 patients and clients were HIV tested between July and September 2003; HIV testing protocols were not standardized and differed between hospitals; there was little in the way of external quality assurance and there were deficiencies in the counselling process. In each hospital, the mean time taken to obtain the data and complete theVCT monitoring tool was 3 h. TheVCT monitoring tool is straightforward to use, and the data collected should help to improve standardization, quality and future planning of VCT services in the country.

Community Health Services↗

Developing a culture-specific tool to assess postnatal depression in the Indian community.

Postnatal depression is a serious and debilitating condition which affects, at a conservative estimate, 10% of postnatal mothers. It can be difficult to identify due to the reluctance of some women to acknowledge their feelings. The Edinburgh Postnatal Depression Scale was developed to facilitate the elicitation of negative mood, however, it does not translate adequately into other languages or cultures. To address this problem the dosha assessment tool for postnatal depression was developed. This tool is aimed at women who are more familiar with the concepts of Ayurvedic medicine, one of the key medical systems of the Indian subcontinent. Although not yet evaluated, the tool goes some way towards the development of a culturally specific screening tool for this condition.

Attitude to Health↗

Radiation-induced skin reactions. 2: Development of a measurement tool.

Radiation-induced skin reactions occur commonly in clinical practice and cause various problems for the patient. Assessment and treatment of these reactions is an important part of the healthcare professional's role in the radiotherapy unit. To accomplish this effectively a specific, yet comprehensive, measuring tool is needed. The first article in this three-part series (Vol 8(17): 1134-40) examined the phenomenon of radiation-induced skin reactions, including descriptions of how radiotherapy affects the skin and the prevalence and significance of these skin reactions. Using the literature, the most common signs and symptoms were isolated. This provided the basis for the development of a specific yet holistic assessment tool. In this article, an explanation of the methods used to collect and analyse data for the development of an assessment tool to measure radiation-induced skin reactions is described. The tool is called the Radiation-Induced Skin Reaction Assessment Scale (RISRAS). In the third article in the series, the results of RISRAS's initial evaluation is reported along with its efficacy for clinical practice.

Humans↗

A falls risk-assessment tool in an elderly care environment.

Falls are a major cause of morbidity and mortality among older people. In an inpatient setting it has been suggested that the introduction of risk-assessment tools may be an important way of managing the issue. The study reported in this article was carried out in two stages. First, fall incidents were identified retrospectively using 'falls incident forms' and nursing notes, and the characteristics and management of patients who had fallen were compared with those who had not fallen. A risk-assessment tool and care plan were developed and evaluated prospectively. By analysing the data in stage one it was found that falls incidence reporting was poor and patients who had fallen had more evidence of previous falls than those who had not fallen. In stage two staff found the risk-assessment tool and care plan easy to complete; however, there was little documentation about whether any appropriate interventions, specific to the individuals' risk score, were carried out. Appropriate interventions identified on the risk-assessment tool were put into place inconsistently. As a result of this work the hospital has set up a multidisciplinary group to look at falls management.

Accidental Falls↗

A tool to aid nurses' decision making in relation to dressing selection.

A multidisciplinary formulary group was established to create a standardized approach to wound management throughout Carmarthenshire. It was felt that a tool to aid nurse's decision making in dressing selection might enhance the process of formulary implementation. This article outlines the development of the tool. An action-research approach was chosen to investigate the idea. The project followed a series of cycles consisting of planning, action, data collection and reflection. The first cycle confirmed the need for such a tool. A reference card was produced. As a result of data collected in the second cycle, the card was reproduced with suggested improvements. The improved tool was then evaluated in the third cycle. Minor adjustments and incorporation of the completed Carmarthenshire formulary took place during the fourth cycle. The Carmarthenshire formulary is now in use and accompanied by the reference card.

Bandages↗