Building Data-Driven Pathways From Routinely Collected Hospital Data:A Case Study on Prostate Cancer

Background: Routinely collected data in hospitals is complex, typically heterogeneous, and scattered across multiple Hospital Information Systems (HIS). This big data, created as a byproduct of health care activities, has the potential to provide a better understanding of diseases, unearth hidden patterns, and improve services and cost. The extent and uses of such data rely on its quality, which is not consistently checked, nor fully understood. Nevertheless, using routine data for the construction of data-driven clinical pathways, describing processes and trends, is a key topic receiving increasing attention in the literature. Traditional algorithms do not cope well with unstructured processes or data, and do not produce clinically meaningful visualizations. Supporting systems that provide additional information, context, and quality assurance inspection are needed. Objective: The objective of the study is to explore how routine hospital data can be used to develop data-driven pathways that describe the journeys that patients take through care, and their potential uses in biomedical research; it proposes a framework for the construction, quality assessment, and visualization of patient pathways for clinical studies and decision support using a case study on prostate cancer. Methods: Data pertaining to prostate cancer patients were extracted from a large UK hospital from eight different HIS, validated, and complemented with information from the local cancer registry. Data-driven pathways were built for each of the 1904 patients and an expert knowledge base, containing rules on the prostate cancer biomarker, was used to assess the completeness and utility of the pathways for a specific clinical study. Software components were built to provide meaningful visualizations for the constructed pathways. Results: The proposed framework and pathway formalism enable the summarization, visualization, and querying of complex patient-centric clinical information, as well as the computation of quality indicators and dimensions. A novel graphical representation of the pathways allows the synthesis of such information. Conclusions: Clinical pathways built from routinely collected hospital data can unearth information about patients and diseases that may otherwise be unavailable or overlooked in hospitals. Data-driven clinical pathways allow for heterogeneous data (ie, semistructured and unstructured data) to be collated over a unified data model and for data quality dimensions to be assessed. This work has enabled further research on prostate cancer and its biomarkers, and on the development and application of methods to mine, compare, analyze, and visualize pathways constructed from routine data. This is an important development for the reuse of big data in hospitals

Read-React-Respond: An integrative model for understanding sexual revictimization

Females who have been sexually abused in childhood are at significantly higher risk to be revictimized in adolescence and adulthood. Revictimization is associated with a raft of adverse mental and physical health outcomes, and so understanding why victims of childhood sexual abuse are more vulnerable to later sexual assaults has critical implications for their development. It has been hypothesized that sexual abuse in childhood results in reduced ability to recognize and/or respond effectively to sexual threats later in life, but studies examining these ideas have produced inconsistent results. Further, this research has failed to incorporate the powerful physiological reaction elicited by threats of imminent harm to the self, which has the potential to disrupt cognitive processing and coping behavior. In the present paper, we propose a model of revictimization that integrates contemporary theory and research on the biological stress response with cognitive, affective, and behavioral factors believed to be involved in adaptive responding to sexual threats. The model provides a conceptual guide for understanding why females with a history of sexual abuse are more vulnerable to revictimization and offers ideas for improving prevention programs designed to strengthen females’ ability to resist sexual coercion

What We Mean When We Talk About Adherence In Respiratory Medicine

The Respiratory Effectiveness Group (REG; www.effectivenessevaluation.org) supported the Expert Adherence Panel Meeting at which many of the concepts presented in this paper were first discussed. REG also supported the manuscript submission costs. ALD, EvG, and MdB have received funding from the European Community's 7th Framework (FP7/2007-2013) under grant agreement no. 282593. Teva supported the meeting costs at which the concepts in this paper were discussed by the co-authors and the open access publication fee for this article. The authors had full editorial control over the ideas presented.Peer reviewedPublisher PD

The Design, implementation and Evaluation of a Technology Solution to Improve Discharge Planning Communication in a Complex Patient Population

Unnecessary delays in discharge planning can extend the length of stay (LOS) and add non-reimbursable days for socially and medically complex patients thereby increasing the financial burden to healthcare organizations. The literature supports enhanced discharge communication strategies and the use of checklists to facilitate safe and timely discharges. Following root cause analyses of significant discharge delays, one hospital identified gaps in communication as key precursors associated with discharge planning breakdown when discharging patients to skilled nursing facilities. Review of these events demonstrated the need for concurrent communication strategies between multidisciplinary care team members in planning for complex discharges. Following a complete assessment of the current discharge planning process, a web-based interactive discharge checklist was designed, implemented and evaluated in the attempt to provide guided communications to the essential partners of the patient’s team in an effort to reduce LOS and readmissions. After a six-month rollout of the new technology and concomitant procedures, the analyses revealed improvement in both the patient’s perception of discharge planning and the ability to discharge patients by noon. Results for LOS and readmission demonstrated inconsistent improvement. The use of an electronic checklist as a communication tool did reduce variability in discharge procedures and provided for continuity in handoff communication between team members. Staff agreed it promoted continuity and improved efficiency

Hospital Fall Prevention Using Interactive Patient Care Technology

The impact of patient engagement in hospital fall prevention using interactive patient care technology is not known. The purpose of this investigation was to examine the engagement of hospitalized patients in a computer-based, interactive patient care fall prevention pathway, comprised of a self-assessment of fall risk questionnaire and a fall prevention video, and hospital fall outcomes. The aims were to 1) formulate an interactive patient care technology conceptual framework to guide the study, 2) provide reliability and validity evidence for a patient self-assessment of fall risk questionnaire, and 3) explore the relationship between the fall prevention pathway engagement characteristics and a fall outcome. A conceptual framework for interactive patient care technology was developed and applied to the research investigation. The methodology included a retrospective, cross-sectional design using a convenience sample of 120 subjects to establish preliminary reliability and validity evidence for the patient self- assessment of fall risk questionnaire, and a matched 1:4 case-control design using 73 cases and 292 controls to examine the relationship between the fall prevention pathway engagement characteristics and a fall outcome. Findings indicated the patient self-assessment of fall risk questionnaire is reliable, with a Cronbach\u27s alpha of .73, and valid, with a statistically significant correlation to the nurses fall risk assessment tool, r (118) = .45, p \u3c .001. Using conditional logistic regression, length of stay, number of automatic video prompts, and fall prevention video completion status were significantly associated with a hospital fall. As length of stay increased by one day, the odds of a fall were 11% higher. With each additional automatic video prompt, the odds of a fall increased by a factor of 1.58. Cases were .38 times less likely to complete the fall prevention video than to complete it. Conclusions included an interactive fall prevention pathway promoted engagement and engagement at the empowerment level (video completion) prevented a fall. Limitations of this investigation included the use of secondary data, subject related assumptions, and the inability to generalize due to site, technology, and sample. This investigation contributes new knowledge regarding patient engagement in hospital fall prevention using interactive patient care technology

Parents dealing with anorexia : actions and meanings

This paper examines parents&rsquo; actions in response to anorexia nervosa, and how these are shaped by the ways they construct or understand the eating disorder. The findings indicate that parents try to influence their daughters by searching for help, providing practical support, avoiding confrontation, complying with special requirements, persuading, explaining, and pressuring, using ploys and force, providing emotional support, and mediating interactions. Parents&rsquo; actions are influenced by how they construct anorexia, such as whether they see it as an eating issue, an illness, a psychological problem, a choice, or a mystery. Understanding parents&rsquo; actions and constructions can help clinicians develop collaborative partnerships with parents.<br /

Expression of NAD(P)H quinone dehydrogenase 1 (NQO1) is increased in the endometrium of women with endometrial cancer and women with Polycystic Ovary Syndrome

OBJECTIVE: Women with a prior history of polycystic ovary syndrome (PCOS) have an increased risk of endometrial cancer (EC). AIM: To investigate whether the endometrium of women with PCOS possess gene expression changes similar to those found in EC. DESIGN AND METHODS: Patients with EC, PCOS and control women unaffected by either PCOS or EC were recruited into a cross-sectional study at the Nottingham University Hospital, UK. For RNA sequencing, representative individual endometrial biopsies were obtained from women with EC, PCOS and a woman unaffected by PCOS or EC. Expression of a subset of differentially expressed genes identified by RNA sequencing, including NAD(P)H quinone dehydrogenase 1 (NQO1), were validated by quantitative reverse transcriptase PCR validation (n=76) and in the cancer genome atlas UCEC (uterine corpus endometrioid carcinoma) RNA sequencing dataset (n=381). The expression of NQO1 was validated by immuno-histochemistry in EC samples from a separate cohort (n=91) comprised of consecutive patients who underwent hysterectomy at St Mary's Hospital, Manchester between 2011 and 2013. A further 6 postmenopausal women with histologically normal endometrium who underwent hysterectomy for genital prolapse were also included. Informed consent and local ethics approval was obtained for the study. RESULTS: We show for the first that that NQO1 expression is significantly increased in the endometrium of women with PCOS and EC. Immunohistochemistry confirms significantly increased NQO1 protein expression in EC relative to non-malignant endometrial tissue (p<0.0001). CONCLUSIONS: The results obtained here support a previously unrecognized molecular link between PCOS and EC involving NQO1

Self-neglect and adult safeguarding: findings from research

This report was commissioned by the Department of Health (DH) and examines the concept of self-neglect. The relationship between self-neglect and safeguarding in the UK is a difficult one, partly because the current definition of abuse specifies harmful actions by someone other than the individual at risk. Safeguarding Adults Boards’ policies and procedures commonly contain no reference to self-neglect; occasionally they explicitly exclude it or set criteria for its inclusion The perceptions of people who neglect themselves have not been extensively researched, but where they have, emerging themes are pride in self-sufficiency, connectedness to place and possessions and behaviour that attempts to preserve continuity of identity and control. Traumatic histories and life-changing effects are also present in individuals’ own accounts of their situation. Self-neglect is reported mainly as occurring in older people, although it is also associated with mental ill health. Differentiation between inability and unwillingness to care for oneself, and capacity to understand the consequences of one’s actions, are crucial determinants of response. Professional tolerance of self-neglect as lifestyle choice is higher than when it accompanies physical/mental impairment. Professionals express uncertainty about causation and intervention