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Adang LA, Sevagamoorthy A, Sherbini O, Fraser JL, Bonkowsky JL, Gavazzi F, D'Aiello R, Modesti NB, Yu E, Mutua S, Kotes E, Shults J, Vincent A, Emrick LT, Keller S, Van Haren KP, Woidill S, Barcelos I, Pizzino A, Schmidt JL, Eichler F, Fatemi A, Vanderver A. Longitudinal natural history studies based on real-world data in rare diseases: Opportunity and a novel approach. Mol Genet Metab 2024; 142:108453. [PMID: 38522179 DOI: 10.1016/j.ymgme.2024.108453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 03/13/2024] [Accepted: 03/16/2024] [Indexed: 03/26/2024]
Abstract
Growing interest in therapeutic development for rare diseases necessitate a systematic approach to the collection and curation of natural history data that can be applied consistently across this group of heterogenous rare diseases. In this study, we discuss the challenges facing natural history studies for leukodystrophies and detail a novel standardized approach to creating a longitudinal natural history study using existing medical records. Prospective studies are uniquely challenging for rare diseases. Delays in diagnosis and overall rarity limit the timely collection of natural history data. When feasible, prospective studies are often cross-sectional rather than longitudinal and are unlikely to capture pre- or early- symptomatic disease trajectories, limiting their utility in characterizing the full natural history of the disease. Therapeutic development in leukodystrophies is subject to these same obstacles. The Global Leukodystrophy Initiative Clinical Trials Network (GLIA-CTN) comprises of a network of research institutions across the United States, supported by a multi-center biorepository protocol, to map the longitudinal clinical course of disease across leukodystrophies. As part of GLIA-CTN, we developed Standard Operating Procedures (SOPs) that delineated all study processes related to staff training, source documentation, and data sharing. Additionally, the SOP detailed the standardized approach to data extraction including diagnosis, clinical presentation, and medical events, such as age at gastrostomy tube placement. The key variables for extraction were selected through face validity, and common electronic case report forms (eCRF) across leukodystrophies were created to collect analyzable data. To enhance the depth of the data, clinical notes are extracted into "original" and "imputed" encounters, with imputed encounter referring to a historic event (e.g., loss of ambulation 3 months prior). Retrospective Functional Assessments were assigned by child neurologists, using a blinded dual-rater approach and score discrepancies were adjudicated by a third rater. Upon completion of extraction, data source verification is performed. Data missingness was evaluated using statistics. The proposed methodology will enable us to leverage existing medical records to address the persistent gap in natural history data within this unique disease group, allow for assessment of clinical trajectory both pre- and post-formal diagnosis, and promote recruitment of larger cohorts.
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Affiliation(s)
- Laura Ann Adang
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
| | - Anjana Sevagamoorthy
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Omar Sherbini
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Jamie L Fraser
- Rare Disease Institute, Children's National Medical Center, Washington, DC, USA; Leukodystrophy and Myelin Disorders Program, Children's National Medical Center, Washington, DC, USA
| | - Joshua L Bonkowsky
- Division of Pediatric Neurology, Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA; Center for Personalized Medicine, Primary Children's Hospital, Salt Lake City, UT, USA
| | - Francesco Gavazzi
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Russel D'Aiello
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Nicholson B Modesti
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Emily Yu
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Sylvia Mutua
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Emma Kotes
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Justine Shults
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA, USA; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA
| | - Ariel Vincent
- CHOP Research Institute, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Lisa T Emrick
- Division of Neurology and Developmental Neuroscience in Department Pediatrics, Baylor College Medicine and Texas Children's Hospital, Houston, TX, USA; Department of Human and Molecular Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Stephanie Keller
- Children's Healthcare of Atlanta Scottish Rite Hospital, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Sarah Woidill
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Isabella Barcelos
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Amy Pizzino
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Johanna L Schmidt
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Florian Eichler
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Ali Fatemi
- Moser Center for Leukodystrophies, Kennedy Krieger Institute, Baltimore, MD, USA; Departments of Neurology & Pediatrics, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Adeline Vanderver
- Division of Neurology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
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Levochkina M, McQuillan L, Awan N, Barton D, Maczuzak J, Bianchine C, Trombley S, Kotes E, Wiener J, Wagner A, Calcagno J, Maza A, Nierstedt R, Ferimer S, Wagner A. Neutrophil-to-Lymphocyte Ratios and Infections after Traumatic Brain Injury: Associations with Hospital Resource Utilization and Long-Term Outcome. J Clin Med 2021; 10:jcm10194365. [PMID: 34640381 PMCID: PMC8509449 DOI: 10.3390/jcm10194365] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 09/20/2021] [Accepted: 09/24/2021] [Indexed: 12/30/2022] Open
Abstract
Traumatic brain injury (TBI) induces immune dysfunction that can be captured clinically by an increase in the neutrophil-to-lymphocyte ratio (NLR). However, few studies have characterized the temporal dynamics of NLR post-TBI and its relationship with hospital-acquired infections (HAI), resource utilization, or outcome. We assessed NLR and HAI over the first 21 days post-injury in adults with moderate-to-severe TBI (n = 196) using group-based trajectory (TRAJ), changepoint, and mixed-effects multivariable regression analysis to characterize temporal dynamics. We identified two groups with unique NLR profiles: a high (n = 67) versus a low (n = 129) TRAJ group. High NLR TRAJ had higher rates (76.12% vs. 55.04%, p = 0.004) and earlier time to infection (p = 0.003). In changepoint-derived day 0–5 and 6–20 epochs, low lymphocyte TRAJ, early in recovery, resulted in more frequent HAIs (p = 0.042), subsequently increasing later NLR levels (p ≤ 0.0001). Both high NLR TRAJ and HAIs increased hospital length of stay (LOS) and days on ventilation (p ≤ 0.05 all), while only high NLR TRAJ significantly increased odds of unfavorable six-month outcome as measured by the Glasgow Outcome Scale (GOS) (p = 0.046) in multivariable regression. These findings provide insight into the temporal dynamics and interrelatedness of immune factors which collectively impact susceptibility to infection and greater hospital resource utilization, as well as influence recovery.
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Affiliation(s)
- Marina Levochkina
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
- Department of Infectious Diseases & Microbiology, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Leah McQuillan
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Nabil Awan
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - David Barton
- Department of Emergency Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA;
| | - John Maczuzak
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Claudia Bianchine
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Shannon Trombley
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Emma Kotes
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Joshua Wiener
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Audrey Wagner
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Jason Calcagno
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Andrew Maza
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Ryan Nierstedt
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
| | - Stephanie Ferimer
- Division of Pediatric Rehabilitation Medicine, Department of Orthopaedics, West Virginia University, Morgantown, WV 26506, USA;
| | - Amy Wagner
- Department of Physical Medicine & Rehabilitation, University of Pittsburgh, Pittsburgh, PA 15213, USA; (M.L.); (L.M.); (N.A.); (J.M.); (C.B.); (S.T.); (E.K.); (J.W.); (A.W.); (J.C.); (A.M.); (R.N.)
- Safar Center for Resuscitation Research, University of Pittsburgh, Pittsburgh, PA 15213, USA
- Department of Neuroscience, University of Pittsburgh, Pittsburgh, PA 15213, USA
- Center for Neuroscience, University of Pittsburgh, Pittsburgh, PA 15213, USA
- Clinical and Translational Science Institute, University of Pittsburgh, Pittsburgh, PA 15213, USA
- Correspondence:
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