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Leveraging machine learning to study how temperament scores predict pre-term birth status
Seamon, Erich; Mattera, Jennifer A; Keim, Sarah A; Leerkes, Esther M; Rennels, Jennifer L; Kayl, Andrea J; Kulhanek, Kirsty M; Narvaez, Darcia; Sanborn, Sarah M; Grandits, Jennifer B; Schetter, Christine Dunkel; Coussons-Read, Mary; Tarullo, Amanda R; Schoppe-Sullivan, Sarah J; Thomason, Moriah E; Braungart-Rieker, Julie M; Lumeng, Julie C; Lenze, Shannon N; Christian, Lisa M; Saxbe, Darby E; Stroud, Laura R; Rodriguez, Christina M; Anzman-Frasca, Stephanie; Gartstein, Maria A
BACKGROUND/UNASSIGNED:Preterm birth (birth at <37 completed weeks gestation) is a significant public heatlh concern worldwide. Important health, and developmental consequences of preterm birth include altered temperament development, with greater dysregulation and distress proneness. AIMS/UNASSIGNED:The present study leveraged advanced quantitative techniques, namely machine learning approaches, to discern the contribution of narrowly defined and broadband temperament dimensions to birth status classification (full-term vs. preterm). Along with contributing to the literature addressing temperament of infants born preterm, the present study serves as a methodological demonstration of these innovative statistical techniques. STUDY DESIGN/UNASSIGNED:= 402) born at term, with data combined across investigations to perform classification analyses. SUBJECTS/UNASSIGNED:Participants included infants born preterm and term-born comparison children, either matched on chronological age or age adjusted for prematurity. OUTCOME MEASURES/UNASSIGNED:Infant Behavior Questionnaire-Revised Very Short Form (IBQ-R VSF) was completed by mothers, with factor and item-level data considered herein. RESULTS AND CONCLUSIONS/UNASSIGNED:Accuracy estimates were generally similar regardless of the comparison groups. Results indicated a slightly higher accuracy and efficiency for IBQR-VSF item-based models vs. factor-level models. Divergent patterns of feature importance (i.e., the extent to which a factor/item contributed to classification) were observed for the two comparison groups (chronological age vs. adjusted age) using factor-level scores; however, itemized models indicated that the two most critical items were associated with effortful control and negative emotionality regardless of comparison group.
PMCID:11412316
PMID: 39301448
ISSN: 2667-0097
CID: 5770652
Systematic Review of Cerebrospinal Fluid Biomarker Discovery in Neuro-Oncology: A Roadmap to Standardization and Clinical Application
Mikolajewicz, Nicholas; Yee, Patricia P; Bhanja, Debarati; Trifoi, Mara; Miller, Alexandra M; Metellus, Philippe; Bagley, Stephen J; Balaj, Leonora; de Macedo Filho, Leonardo J M; Zacharia, Brad E; Aregawi, Dawit; Glantz, Michael; Weller, Michael; Ahluwalia, Manmeet S; Kislinger, Thomas; Mansouri, Alireza
Effective diagnosis, prognostication, and management of CNS malignancies traditionally involves invasive brain biopsies that pose significant risk to the patient. Sampling and molecular profiling of cerebrospinal fluid (CSF) is a safer, rapid, and noninvasive alternative that offers a snapshot of the intracranial milieu while overcoming the challenge of sampling error that plagues conventional brain biopsy. Although numerous biomarkers have been identified, translational challenges remain, and standardization of protocols is necessary. Here, we systematically reviewed 141 studies (Medline, SCOPUS, and Biosis databases; between January 2000 and September 29, 2022) that molecularly profiled CSF from adults with brain malignancies including glioma, brain metastasis, and primary and secondary CNS lymphomas. We provide an overview of promising CSF biomarkers, propose CSF reporting guidelines, and discuss the various considerations that go into biomarker discovery, including the influence of blood-brain barrier disruption, cell of origin, and site of CSF acquisition (eg, lumbar and ventricular). We also performed a meta-analysis of proteomic data sets, identifying biomarkers in CNS malignancies and establishing a resource for the research community.
PMID: 38608213
ISSN: 1527-7755
CID: 5770622
Variation in Hospice Aide Care by Residential Setting
Reckrey, Jennifer M; McKendrick, Karen; Morrison, R Sean; Osakwe, Zainab Toteh; Ornstein, Katherine A; Aldridge, Melissa
PMID: 38647702
ISSN: 1557-7740
CID: 5770192
Clinician Perception of Likelihood of Death in the Next Year Is Associated With 1-Year Mortality and Hospice Use Among Older Adults Receiving Home Health Care
Osakwe, Zainab Toteh; Bollens-Lund, Evan; Wang, Yihan; Ritchie, Christine S; Reckrey, Jennifer M; Ornstein, Katherine A
PMCID:10998701
PMID: 38346312
ISSN: 1557-7740
CID: 5770182
Leveraging archival cerebrospinal fluid samples for genetic insights from cell-free DNA [Editorial]
Miller, Alexandra M; Bale, Tejus A
PMID: 38427323
ISSN: 1934-6638
CID: 5770612
Real-World Use of Hypofractionated Radiotherapy for Primary CNS Tumors in the Elderly, and Implications on Medicare Spending
Tringale, Kathryn R; Lin, Andrew; Miller, Alexandra M; Khan, Atif; Chen, Linda; Zinovoy, Melissa; Yamada, Yoshiya; Yu, Yao; Pike, Luke R G; Imber, Brandon S
BACKGROUND:For elderly patients with high-grade gliomas, 3-week hypofractionated radiotherapy (HFRT) is noninferior to standard long-course radiotherapy (LCRT). We analyzed real-world utilization of HFRT with and without systemic therapy in Medicare beneficiaries treated with RT for primary central nervous system (CNS) tumors using Centers for Medicare & Medicaid Services data. METHODS:Radiation modality, year, age (65-74, 75-84, or ≥85 years), and site of care (freestanding vs hospital-affiliated) were evaluated. Utilization of HFRT (11-20 fractions) versus LCRT (21-30 or 31-40 fractions) and systemic therapy was evaluated by multivariable logistic regression. Medicare spending over the 90-day episode after RT planning initiation was analyzed using multivariable linear regression. RESULTS:From 2015 to 2019, a total of 10,702 RT courses (ie, episodes) were included (28% HFRT; 65% of patients aged 65-74 years). A considerable minority died within 90 days of RT planning initiation (n=1,251; 12%), and 765 (61%) of those received HFRT. HFRT utilization increased (24% in 2015 to 31% in 2019; odds ratio [OR], 1.2 per year; 95% CI, 1.1-1.2) and was associated with older age (≥85 vs 65-74 years; OR, 6.8; 95% CI, 5.5-8.4), death within 90 days of RT planning initiation (OR, 5.0; 95% CI, 4.4-5.8), hospital-affiliated sites (OR, 1.4; 95% CI, 1.3-1.6), conventional external-beam RT (vs intensity-modulated RT; OR, 2.7; 95% CI, 2.3-3.1), and no systemic therapy (OR, 1.2; 95% CI, 1.1-1.3; P<.001 for all). Increasing use of HFRT was concentrated in hospital-affiliated sites (P=.002 for interaction). Most patients (69%) received systemic therapy with no differences by site of care (P=.12). Systemic therapy utilization increased (67% in 2015 to 71% in 2019; OR, 1.1 per year; 95% CI, 1.0-1.1) and was less likely for older patients, patients who died within 90 days of RT planning initiation, those who received conventional external-beam RT, and those who received HFRT. HFRT significantly reduced spending compared with LCRT (adjusted β for LCRT = +$8,649; 95% CI, $8,544-$8,755), whereas spending modestly increased with systemic therapy (adjusted β for systemic therapy = +$270; 95% CI, $176-$365). CONCLUSIONS:Although most Medicare beneficiaries received LCRT for primary brain tumors, HFRT utilization increased in hospital-affiliated centers. Despite high-level evidence for elderly patients, discrepancy in HFRT implementation by site of care persists. Further investigation is needed to understand why patients with short survival may still receive LCRT, because this has major quality-of-life and Medicare spending implications.
PMID: 38688308
ISSN: 1540-1413
CID: 5770632
Paid Caregiving in Dementia Care Over Time: Paid Caregiver, Family Caregiver, and Geriatrician Perspectives
Reckrey, Jennifer M; Watman, Deborah; Perez, Sasha; Franzosa, Emily; Ornstein, Katherine A; Tsui, Emma
BACKGROUND AND OBJECTIVES:As long-term care increasingly moves from facilities to the community, paid caregivers (e.g., home health aides, other home care workers) will play an increasingly important role in the care of people with dementia. This study explores the paid caregiver role in home-based dementia care and how that role changes over time. RESEARCH DESIGN AND METHODS:We conducted individual, longitudinal interviews with the paid caregiver, family caregiver, and geriatrician of 9 people with moderate-to-severe dementia in the community; the 29 total participants were interviewed on average 3 times over 6 months, for a total of 75 interviews. Interviews were recorded, transcribed, and analyzed with structured case summaries and framework analysis. RESULTS:Paid caregivers took on distinct roles in the care of each client with dementia. Despite changes in care needs over the study period, roles remained consistent. Paid caregivers, family caregivers, and geriatricians described the central role of families in driving the paid caregiver role. Paid and family caregivers collaborated in the day-to-day care of people with dementia; paid caregivers described their emotional relationships with those they cared for. DISCUSSION AND IMPLICATIONS:Rather than simply providing functional support, paid caregivers provide nuanced care tailored to the needs and preferences of not only each person with dementia (i.e., person-centered care), but also their family caregivers (i.e., family-centered care). Deliberate cultivation of person-centered and family-centered home care may help maximize the positive impact of paid caregivers on people with dementia and their families.
PMCID:11217903
PMID: 38794947
ISSN: 1758-5341
CID: 5770212
Use of the Bath Ankylosing Spondylitis Disease Activity Index in Patients With Psoriatic Arthritis With and Without Axial Disease
Reddy, Soumya M; Xue, Katie; Husni, M Elaine; Scher, Jose U; Stephens-Shields, Alisa J; Goel, Niti; Koplin, Joelle; Craig, Ethan T; Walsh, Jessica A; Ogdie, Alexis
OBJECTIVE:To evaluate whether the Bath Ankylosing Spondylitis Disease Activity Index (BASDAI) is a responsive instrument in psoriatic arthritis (PsA) and whether it differentiates between axial and peripheral disease activity in PsA. METHODS:Individuals with PsA initiating therapy in a longitudinal cohort study based in the United States were included. Axial PsA (axPsA), most often also associated with peripheral disease, was defined as fulfillment of the Assessment of Spondyloarthritis international Society axial spondyloarthritis classification criteria or presence of axial disease imaging features. Baseline BASDAI, individual BASDAI items, patient global assessment, patient pain, and Routine Assessment of Patient Index Data 3, and score changes following therapy initiation were descriptively reported. Standardized response means (SRMs) were calculated as the mean change divided by the SD of the change. RESULTS:The mean (SD) baseline BASDAI score at the time of therapy initiation was 5.0 (2.2) among those with axPsA (n = 40) and 4.8 (2.0) among those with peripheral-only disease (n = 79). There was no significant difference in patient-reported outcome scores between the groups. The mean change for BASDAI was similar among axial vs peripheral disease (-0.75 vs -0.83). SRMs were similar across axial vs peripheral disease for BASDAI (-0.37 vs -0.44) and the individual BASDAI items. CONCLUSION/CONCLUSIONS:BASDAI has reasonable responsiveness in PsA but does not differentiate between axPsA and peripheral PsA. (ClinicalTrials.gov: NCT03378336).
PMID: 38101918
ISSN: 1499-2752
CID: 5770582
Awareness, Acceptance, Avoidance: Home Care Aides' Approaches to Death and End-of-Life Care
Tsui, Emma K; Reckrey, Jennifer M; Franzosa, Emily; LaMonica, Marita; Gassama, Seedoumuktar; Boerner, Kathrin
Death and dying are woven throughout the work of home care aides, and yet the care they provide at the end of life (EOL) remains poorly understood. This is due in part to the multiple circumstances under which aides provide EOL care. In this paper, we elucidate the EOL care experiences of aides working in home care agencies in New York City. We conducted in-depth interviews with 29 home care aides, and we analyzed these data using inductive, team-based methods. Our findings show that aides may not be aware of or accept a client's EOL status, and they may avoid EOL care. These conditions shape EOL care, and we detail the committed forms of care aides provide when they are aware and accepting. We recommend improved training, support systems, and policy change to enhance aides' contributions to EOL care, while protecting aides' health and well-being.
PMID: 35245148
ISSN: 1541-3764
CID: 5769982
Home Care Workers Providing Person-Centered Care to People With Dementia
Xu, Emily L; Watman, Deborah; Franzosa, Emily; Perez, Sasha; Reckrey, Jennifer M
Person-centered care for people living with dementia has been associated with improved functional ability and quality of life, yet little is known about person-centered care in the home settings. Our objective was to explore home care worker perspectives on providing person-centered care for their clients living with dementia. Using secondary qualitative analysis of 22 semi-structured interviews with home care workers, we identified themes related to the Dementia Initiative's person-centered dementia care framework (Initiative, 2013). We found that home care workers acknowledged their client's personhood while also advocating for their needs. However, home care workers encountered barriers to providing person-centered care, including role limitations and challenging dynamics with other home care workers and family caregivers. This analysis can inform further approaches to better integrate home care workers in person-centered healthcare teams and improve how the needs of people living with dementia are identified and met in the home.
PMCID:11473230
PMID: 38715236
ISSN: 1552-4523
CID: 5770202