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Armstrong SC, Bolling CF, Michalsky MP, Reichard KW. Pediatric Metabolic and Bariatric Surgery: Evidence, Barriers, and Best Practices. Pediatrics 2019; 144:peds.2019-3223. [PMID: 31656225 DOI: 10.1542/peds.2019-3223] [Citation(s) in RCA: 144] [Impact Index Per Article: 28.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Severe obesity among youth is an "epidemic within an epidemic" and portends a shortened life expectancy for today's children compared with those of their parents' generation. Severe obesity has outpaced less severe forms of childhood obesity in prevalence, and it disproportionately affects adolescents. Emerging evidence has linked severe obesity to the development and progression of multiple comorbid states, including increased cardiometabolic risk resulting in end-organ damage in adulthood. Lifestyle modification treatment has achieved moderate short-term success among young children and those with less severe forms of obesity, but no studies to date demonstrate significant and durable weight loss among youth with severe obesity. Metabolic and bariatric surgery has emerged as an important treatment for adults with severe obesity and, more recently, has been shown to be a safe and effective strategy for groups of youth with severe obesity. However, current data suggest that youth with severe obesity may not have adequate access to metabolic and bariatric surgery, especially among underserved populations. This report outlines the current evidence regarding adolescent bariatric surgery, provides recommendations for practitioners and policy makers, and serves as a companion to an accompanying technical report, "Metabolic and Bariatric Surgery for Pediatric Patients With Severe Obesity," which provides details and supporting evidence.
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Affiliation(s)
- Sarah C Armstrong
- Departments of Pediatrics and Population Health Sciences, Duke Center for Childhood Obesity Research, and Duke Clinical Research Institute, Duke University, Durham, North Carolina;
| | - Christopher F Bolling
- Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
| | - Marc P Michalsky
- Department of Pediatric Surgery, College of Medicine, The Ohio State University and Nationwide Children's Hospital, Columbus, Ohio; and
| | - Kirk W Reichard
- Division of Pediatric Surgery, Nemours/Alfred I. duPont Hospital for Children, Wilmington, Delaware
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Laparoscopic sleeve gastrectomy versus laparoscopic Roux-en-Y gastric bypass in the pediatric population: a MBSAQIP analysis. Surg Obes Relat Dis 2019; 16:254-260. [PMID: 31843455 DOI: 10.1016/j.soard.2019.11.009] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 10/29/2019] [Accepted: 11/13/2019] [Indexed: 11/22/2022]
Abstract
BACKGROUND The growing prevalence of childhood obesity has resulted in an increased number of children and adolescents who undergo bariatric surgery. The safety of laparoscopic sleeve gastrectomy (LSG) and laparoscopic Roux-en-Y gastric bypass (LRYGB) remains controversial in the pediatric population. OBJECTIVE To assess the safety of LSG compared with LRYGB in patients aged ≤21 years. SETTING A retrospective analysis of the 2016 to 2017 Metabolic and Bariatric Surgery Accreditation and Quality Improvement Program database. METHODS Patients aged ≤21 years who underwent LSG or LRYGB were identified in the 2016 to 2017 Metabolic and Bariatric Surgery Accreditation and Quality Improvement Program database. A logistic regression model was used to create a 1:1 propensity-score matched cohort adjusting for age, sex, body mass index, and obesity-related co-morbidities. Unmatched and propensity-score matched analyses were performed to compare baseline characteristics and outcome data between LSG and LRYGB procedure groups. Primary outcomes of interest included 30-day major complications, such as death, reoperation, and anastomotic leak. RESULTS Of 3571 patients included in our study, 2911 (81.52%) underwent LSG and 660 (18.48%) underwent LRYGB. Patients who underwent LRYGB had an increased body mass index and a higher rate of obesity-related co-morbidities. The LRYGB group had a significantly increased rate of major complications within the first 30 days in both the unmatched cohort (4.55% versus 1.34%, P < .001) and the propensity-score matched cohort (4.57% versus .91%, P < .001). CONCLUSIONS LSG and LRYGB are both relatively safe to perform in the pediatric population with acceptable complication rates and low mortality. However, LSG demonstrated a significantly decreased rate of major complications in the first 30 days compared with LRYGB.
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Chu L, Howell B, Steinberg A, Bar-Dayan A, Toulany A, Langer JC, Hamilton JK. Early weight loss in adolescents following bariatric surgery predicts weight loss at 12 and 24 months. Pediatr Obes 2019; 14:e12519. [PMID: 30843377 DOI: 10.1111/ijpo.12519] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Accepted: 02/01/2019] [Indexed: 12/22/2022]
Abstract
BACKGROUND Growing evidence supports the efficacy of paediatric bariatric surgery. However, there is a paucity of data examining adolescent outcomes post surgery. Among adults, studies have shown that early weight loss is associated with long-term weight loss. Therefore, the aim of our study was to investigate the association between early weight loss at 3 months with longer-term weight loss at 12 and 24 months in adolescents post surgery. We hypothesized that patients who have greater weight loss within the first 3 months will have greater weight loss at 12 and 24 months post surgery. METHODS A retrospective chart review of bariatric surgery patients (n = 28) was conducted. Anthropometric measurements at baseline and 3, 12, and 24 months were analysed. RESULTS Percent of excess weight loss (%EWL) at 3, 12, and 24 months were 33.6 ± 11.3%, 55.0 ± 20.5%, and 55.1 ± 27.1%, respectively. %EWL at 3 months was positively associated with %EWL at 12 and 24 months (P < 0.05). Receiver operating characteristic curve results identified a cut-off of greater than or equal to 30%EWL at 3 months predicted successful weight loss, defined as greater than or equal to 50%EWL at 12 and 24 months. CONCLUSION These findings demonstrate that majority of weight loss among adolescents occurs within the first postoperative year. Greater %EWL by 3 months post surgery predicts successful and sustained weight loss over time.
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Affiliation(s)
- Lisa Chu
- SickKids Team Obesity Management Program, Division of Endocrinology, The Hospital for Sick Children, Toronto, Canada.,Department of Paediatrics, University of Toronto, Toronto, Canada
| | - Brooke Howell
- SickKids Team Obesity Management Program, Division of Endocrinology, The Hospital for Sick Children, Toronto, Canada
| | - Alissa Steinberg
- SickKids Team Obesity Management Program, Division of Endocrinology, The Hospital for Sick Children, Toronto, Canada
| | - Alisa Bar-Dayan
- SickKids Team Obesity Management Program, Division of Endocrinology, The Hospital for Sick Children, Toronto, Canada
| | - Alene Toulany
- SickKids Team Obesity Management Program, Division of Endocrinology, The Hospital for Sick Children, Toronto, Canada.,Department of Paediatrics, University of Toronto, Toronto, Canada.,Division of Adolescent Medicine, The Hospital for Sick Children, Toronto, Canada
| | - Jacob C Langer
- Division of Adolescent Medicine, The Hospital for Sick Children, Toronto, Canada.,Department of Surgery, University of Toronto, Toronto, Canada.,Division of General and Thoracic Surgery, The Hospital for Sick Children, Toronto, Canada
| | - Jill K Hamilton
- SickKids Team Obesity Management Program, Division of Endocrinology, The Hospital for Sick Children, Toronto, Canada.,Department of Paediatrics, University of Toronto, Toronto, Canada.,Division of Adolescent Medicine, The Hospital for Sick Children, Toronto, Canada.,Department of Surgery, University of Toronto, Toronto, Canada
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Towards more Accessible Precision Medicine: Building a more Transferable Machine Learning Model to Support Prognostic Decisions for Micro- and Macrovascular Complications of Type 2 Diabetes Mellitus. J Med Syst 2019; 43:185. [PMID: 31098679 DOI: 10.1007/s10916-019-1321-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Accepted: 05/01/2019] [Indexed: 01/22/2023]
Abstract
Although machine learning models are increasingly being developed for clinical decision support for patients with type 2 diabetes, the adoption of these models into clinical practice remains limited. Currently, machine learning (ML) models are being constructed on local healthcare systems and are validated internally with no expectation that they would validate externally and thus, are rarely transferrable to a different healthcare system. In this work, we aim to demonstrate that (1) even a complex ML model built on a national cohort can be transferred to two local healthcare systems, (2) while a model constructed on a local healthcare system's cohort is difficult to transfer; (3) we examine the impact of training cohort size on the transferability; and (4) we discuss criteria for external validity. We built a model using our previously published Multi-Task Learning-based methodology on a national cohort extracted from OptumLabs® Data Warehouse and transferred the model to two local healthcare systems (i.e., University of Minnesota Medical Center and Mayo Clinic) for external evaluation. The model remained valid when applied to the local patient populations and performed as well as locally constructed models (concordance: .73-.92), demonstrating transferability. The performance of the locally constructed models reduced substantially when applied to each other's healthcare system (concordance: .62-.90). We believe that our modeling approach, in which a model is learned from a national cohort and is externally validated, produces a transferable model, allowing patients at smaller healthcare systems to benefit from precision medicine.
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Scott FI, Rubin DT, Kugathasan S, Bousvaros A, Elson CO, Newberry RD, Melmed GY, Pekow J, Fleshman JW, Boyle BM, Mahadevan U, Cannon LM, Long MD, Cross RK, Ha CY, Lasch KL, Robinson AM, Rafferty JF, Lee JJ, Dahl KDC, Weaver A, Shtraizent N, Honig G, Hurtado-Lorenzo A, Heller CA. Challenges in IBD Research: Pragmatic Clinical Research. Inflamm Bowel Dis 2019; 25:S40-S47. [PMID: 31095704 DOI: 10.1093/ibd/izz085] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Indexed: 12/15/2022]
Abstract
Pragmatic clinical research is part of five focus areas of the Challenges in IBD research document, which also includes preclinical human IBD mechanisms, environmental triggers, novel technologies, and precision medicine. The Challenges in IBD research document provides a comprehensive overview of current gaps in inflammatory bowel diseases (IBD) research and delivers actionable approaches to address them. It is the result of multidisciplinary input from scientists, clinicians, patients, and funders, and represents a valuable resource for patient centric research prioritization. In particular, the pragmatic clinical research section is focused on highlighting gaps that need to be addressed in order to optimize and standardize IBD care. Identified gaps include: 1) understanding the incidence and prevalence of IBD; 2) evaluating medication positioning to increase therapeutic effectiveness; 3) understanding the utility of therapeutic drug monitoring (TDM); 4) studying pain management; and 5) understanding healthcare economics and resources utilization. To address these gaps, there is a need to emphasize the use of emerging data sources and real-world evidence to better understand epidemiologic and therapeutic trends in IBD, expanding on existing data to better understand how and where we should improve care. Proposed approaches include epidemiological studies in ethnically and geographically diverse cohorts to estimate incidence and prevalence of IBD and impact of diversity on treatment patterns and outcomes. The implementation of new clinical trial design and methodologies will be essential to evaluate optimal medication positioning, appropriate use of TDM in adults and children, and multidisciplinary approaches to IBD pain management and its impact on healthcare resources.
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Affiliation(s)
- Frank I Scott
- Division of Gastroenterology and Hepatology, University of Colorado School of Medicine, Aurora, CO, USA
| | - David T Rubin
- University of Chicago Medicine Inflammatory Bowel Disease Center, Chicago, IL, USA
| | - Subra Kugathasan
- Division of Pediatric Gastroenterology, Department of Pediatrics, Emory University School of Medicine & Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Athos Bousvaros
- Division of Gastroenterology and Nutrition, Children's Hospital Boston, Boston, MA, USA
| | - Charles O Elson
- Department of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Rodney D Newberry
- Department of Internal Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Gil Y Melmed
- Inflammatory Bowel Disease Center, Cedars-Sinai Medical Center, Los Angeles, Los Angeles, CA, USA
| | | | - James W Fleshman
- Department of Surgery Baylor University Medical Center, Dallas, TX, USA
| | | | - Uma Mahadevan
- University of California San Francisco, San Francisco, CA, USA
| | | | - Millie D Long
- Division of Gastroenterology and Hepatology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Raymond K Cross
- University of Maryland School of Medicine, Baltimore, MD, USA
| | - Christina Y Ha
- Inflammatory Bowel Disease Center, Cedars-Sinai Medical Center, Los Angeles, Los Angeles, CA, USA
| | | | | | - Janice F Rafferty
- Department of Surgery, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Jessica J Lee
- U.S. Food and Drug Administration, Silver Spring, MD, USA
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Akinkuotu AC, Hamilton JK, Birken C, Toulany A, Strom M, Noseworthy R, Hagen J, Dettmer E, Langer JC. Evolution and Outcomes of a Canadian Pediatric Bariatric Surgery Program. J Pediatr Surg 2019; 54:1049-1053. [PMID: 30808540 DOI: 10.1016/j.jpedsurg.2019.01.038] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Accepted: 01/27/2019] [Indexed: 11/25/2022]
Abstract
PURPOSE An interdisciplinary obesity management program was established in 2007 at our quaternary hospital, including bariatric surgery for selected adolescent patients. We report the evolution of surgical management within the program and outcomes following bariatric surgery. METHODS This was a retrospective review of adolescents who underwent bariatric surgery between 2007 and 2017. All cases were performed by a pediatric surgeon and an adult bariatric surgeon. Baseline demographics, BMI, co-morbidities, and post-operative outcomes were recorded. RESULTS Thirty-eight patients underwent bariatric surgery. Median age at entrance into the program was 16.5 (range, 12.1-17.4) years and at time of surgery was 17.4 (range, 13.6-18.8) years. Eight patients had laparoscopic adjustable gastric banding (LAGB) from 2007 to 10. Between 2011 and 2017, 18 had laparoscopic sleeve gastrectomy (LSG), and 12 had laparoscopic Roux-en-Y gastric bypass (RYGB). There were no intraoperative complications or conversions. Postoperative complications included wound infection, bleeding requiring transfusion and re-exploration, and internal hernia. Of patients who had LAGB, 2 required surgical revision, and 3 underwent subsequent removal. CONCLUSIONS Adolescent bariatric surgery in the context of a multidisciplinary obesity management program is safe and effective. RYGB and sleeve gastrectomy are associated with superior weight loss in the immediate post-operative period and at most recent follow-up and lower reoperation rates than gastric banding. LEVEL OF EVIDENCE III.
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Affiliation(s)
- Adesola C Akinkuotu
- Division of General and Thoracic Surgery, The Hospital for Sick Children, Toronto, ON, Canada; Department of Surgery, University of Toronto, Toronto, ON, Canada.
| | - Jill K Hamilton
- Division of Endocrinology, Department of Pediatrics, The Hospital for Sick Children, Toronto, ON, Canada
| | - Catherine Birken
- Division of Pediatric Medicine, Department of Pediatrics, The Hospital for Sick Children, Toronto, ON, Canada
| | - Alene Toulany
- Division of Adolescent Medicine, Department of Pediatrics, The Hospital for Sick Children, Toronto, ON, Canada
| | - Michele Strom
- Division of Endocrinology, Department of Pediatrics, The Hospital for Sick Children, Toronto, ON, Canada
| | - Rebecca Noseworthy
- Division of Endocrinology, Department of Pediatrics, The Hospital for Sick Children, Toronto, ON, Canada
| | - John Hagen
- Department of General Surgery, Humber River Hospital, North York, ON, Canada; Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Elizabeth Dettmer
- Department of Psychology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jacob C Langer
- Division of General and Thoracic Surgery, The Hospital for Sick Children, Toronto, ON, Canada; Department of Surgery, University of Toronto, Toronto, ON, Canada
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Abstract
PURPOSE OF REVIEW To review the most recent literature on current strategies for the treatment of hypertension associated with pediatric obesity. RECENT FINDINGS Over the last three decades, childhood and adolescent overweight and obesity prevalence in the USA has continued to rise. Unsurprisingly but rather disturbingly, this rising prevalence has been paralleled by an increase in cardiovascular disease (CVD) risk factors in childhood such as hypertension, dyslipidemia, and diabetes that become manifest earlier than previously reported. These childhood CVD risk factors are not only associated with target organ damage in childhood but also track into adulthood, increasing the risk of long-term CVD morbidity and mortality. There have been several mechanisms proposed to explain the role of obesity on the development of hypertension in childhood. However, central to the management of obesity-related hypertension is a multifaceted approach targeting lifestyle modifications and weight loss. Effective treatment often also requires a pharmacologic approach and rarely bariatric surgery.
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Michalsky MP. Comment on: Five-year changes in dietary intake and body composition in adolescents with severe obesity undergoing laparoscopic Roux-en-Y gastric bypass surgery. Surg Obes Relat Dis 2018; 15:58-59. [PMID: 30594463 DOI: 10.1016/j.soard.2018.10.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2018] [Accepted: 10/29/2018] [Indexed: 11/17/2022]
Affiliation(s)
- Marc P Michalsky
- Department of Pediatric Surgery, The Ohio State University College of Medicine, Nationwide Children's Hospital, Columbus, Ohio
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59
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Arterburn D, Wellman R, Emiliano A, Smith SR, Odegaard AO, Murali S, Williams N, Coleman KJ, Courcoulas A, Coley RY, Anau J, Pardee R, Toh S, Janning C, Cook A, Sturtevant J, Horgan C, McTigue KM. Comparative Effectiveness and Safety of Bariatric Procedures for Weight Loss: A PCORnet Cohort Study. Ann Intern Med 2018; 169:741-750. [PMID: 30383139 PMCID: PMC6652193 DOI: 10.7326/m17-2786] [Citation(s) in RCA: 192] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND There has been a dramatic shift in use of bariatric procedures, but little is known about their long-term comparative effectiveness. OBJECTIVE To compare weight loss and safety among bariatric procedures. DESIGN Retrospective observational cohort study, January 2005 to September 2015. (ClinicalTrials.gov: NCT02741674). SETTING 41 health systems in the National Patient-Centered Clinical Research Network. PARTICIPANTS 65 093 patients aged 20 to 79 years with body mass index (BMI) of 35 kg/m2 or greater who had bariatric procedures. INTERVENTION 32 208 Roux-en-Y gastric bypass (RYGB), 29 693 sleeve gastrectomy (SG), and 3192 adjustable gastric banding (AGB) procedures. MEASUREMENTS Estimated percent total weight loss (TWL) at 1, 3, and 5 years; 30-day rates of major adverse events. RESULTS Total numbers of eligible patients with weight measures at 1, 3, and 5 years were 44 978 (84%), 20 783 (68%), and 7159 (69%), respectively. Thirty-day rates of major adverse events were 5.0% for RYGB, 2.6% for SG, and 2.9% for AGB. One-year mean TWLs were 31.2% (95% CI, 31.1% to 31.3%) for RYGB, 25.2% (CI, 25.1% to 25.4%) for SG, and 13.7% (CI, 13.3% to 14.0%) for AGB. At 1 year, RYGB patients lost 5.9 (CI, 5.8 to 6.1) percentage points more weight than SG patients and 17.7 (CI, 17.3 to 18.1) percentage points more than AGB patients, and SG patients lost 12.0 (CI, 11.6 to 12.5) percentage points more than AGB patients. Five-year mean TWLs were 25.5% (CI, 25.1% to 25.9%) for RYGB, 18.8% (CI, 18.0% to 19.6%) for SG, and 11.7% (CI, 10.2% to 13.1%) for AGB. Patients with diabetes, those with BMI less than 50 kg/m2, those aged 65 years or older, African American patients, and Hispanic patients lost less weight than patients without those characteristics. LIMITATION Potential unobserved confounding due to nonrandomized design; electronic health record databases had missing outcome data. CONCLUSION Adults lost more weight with RYGB than with SG or AGB at 1, 3, and 5 years; however, RYGB had the highest 30-day rate of major adverse events. Small subgroup differences in weight loss outcomes were observed. PRIMARY FUNDING SOURCE Patient-Centered Outcomes Research Institute.
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Affiliation(s)
- David Arterburn
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington (D.A., R.W., R.Y.C., J.A., R.P., A.C.)
| | - Robert Wellman
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington (D.A., R.W., R.Y.C., J.A., R.P., A.C.)
| | - Ana Emiliano
- Rockefeller University, New York, New York (A.E.)
| | - Steven R Smith
- The Translational Research Institute for Metabolism and Diabetes, Florida Hospital, Orlando, Florida (S.R.S.)
| | - Andrew O Odegaard
- University of California, Irvine, School of Medicine, Irvine, California (A.O.O.)
| | - Sameer Murali
- Kaiser Permanente Southern California, Pasadena, California (S.M., K.J.C.)
| | - Neely Williams
- Community Partners' Network, Nashville, Tennessee (N.W.)
| | - Karen J Coleman
- Kaiser Permanente Southern California, Pasadena, California (S.M., K.J.C.)
| | - Anita Courcoulas
- University of Pittsburgh, Pittsburgh, Pennsylvania (A.C., K.M.M.)
| | - R Yates Coley
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington (D.A., R.W., R.Y.C., J.A., R.P., A.C.)
| | - Jane Anau
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington (D.A., R.W., R.Y.C., J.A., R.P., A.C.)
| | - Roy Pardee
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington (D.A., R.W., R.Y.C., J.A., R.P., A.C.)
| | - Sengwee Toh
- Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts (S.T., J.S., C.H.)
| | - Cheri Janning
- Duke Clinical & Translational Science Institute, Durham, North Carolina (C.J.)
| | - Andrea Cook
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington (D.A., R.W., R.Y.C., J.A., R.P., A.C.)
| | - Jessica Sturtevant
- Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts (S.T., J.S., C.H.)
| | - Casie Horgan
- Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Massachusetts (S.T., J.S., C.H.)
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Abstract
Healthcare organizations have invested significant resources into integrating comprehensive electronic health record (EHR) systems into clinical care. EHRs digitize healthcare in ways that allow for repurposing of clinical information to support quality improvement, research, population health, and health system analytics. This has facilitated the development of Learning Health Systems. Learning health systems (LHS) merge healthcare delivery with research, data science, and quality improvement processes. The LHS cycle begins and ends with the clinician-patient interaction, and aspires to provide continuous improvements in quality, outcomes, and health care efficiency. Although, the health sector has been slow to embrace the LHS concept, innovative approaches for improving healthcare, such as a LHS, have shown that better outcomes can be achieved by engaging patients and physicians in communities committed to a common purpose. Here, we explore the mission of a pediatric LHS, such as PEDSnet, which is driven by the distinctive goals of a child's well-being. Its vision is to create a national LHS architecture in which all pediatric institutions can participate. While challenges still exist in the development and adoption of LHS, these challenges are being met with innovative strategies and strong collaborative relationships to reduce system uncertainty while improving patient outcomes.
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Affiliation(s)
- Katherine J Deans
- Center for Surgical Outcomes Research, The Research Institute and Department of Pediatric Surgery, Nationwide Children's Hospital, 611 Livingston Ave, Faculty Office Building, Suite 3A.3, Columbus, OH 43205, USA.
| | - Sara Sabihi
- Center for Surgical Outcomes Research, The Research Institute and Department of Pediatric Surgery, Nationwide Children's Hospital, 611 Livingston Ave, Faculty Office Building, Suite 3A.3, Columbus, OH 43205, USA
| | - Christopher B Forrest
- Department of Pediatrics, The Children's Hospital of Philadelphia and Perelman School of Medicine, Leonard Davis Institute of Health Economics; and Department of Health Care Management, The Wharton School, University of Pennsylvania, Philadelphia, PA, USA
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