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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

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

Education Research: Utilization of Simulation in Residency Programs: A Survey of Adult Neurology Residency Program Directors

Ghoshal, Shivani; Albin, Catherine S W; Malhotra, Nisha A; Asonye, Ifeyinwa; Budrow, John; Stainman, Rebecca; Kurzweil, Arielle; Bell, Michelle; Ford, Jenna; Kleyman, Inna; Massad, Nina; Mikhaeil-Demo, Yara; Wasserstrom, Briana; Tchopev, Zahari; Morris, Nicholas A
BACKGROUND AND OBJECTIVES/UNASSIGNED:Previous research has demonstrated that simulation-based medical education (SBME) can improve neurology trainees' confidence, knowledge, and competence. However, a general needs assessment and review of current SBME used within neurology are needed to guide SBME curriculum development. The objective of this study was to describe the current use of SBME in resident education and to assess perceived barriers to expanding SBME interventions. METHODS/UNASSIGNED:We surveyed adult neurology residency program directors (PDs) listed in the Accreditation Council for Graduate Medical Education directory using a Qualtrics-based survey platform. Survey questions addressed current utilization of SBME and barriers to SBME growth. RESULTS/UNASSIGNED:Seventy-five PDs of 171 contactable PDs responded to our survey (response rate 44%). Of the respondents, 84% (64/75) report using SBME in their adult neurology residencies. Of those using SBME, 87% (55/64) programs create their own cases. Most programs use simulation to teach neurocritical care topics (63%) and vascular neurology (78%); few use simulation to teach outpatient topics and teleneurology. Among programs that use SBME, there was variability in the frequency of the SBME interventions and in the target trainee cohort. Among responding programs, most expressed interest in expanding SBME in their curriculum (69%, 52/64), but frequently cited lack of faculty protected time (55%), funding (35%), and resident availability (32%) as barriers to doing so. DISCUSSION/UNASSIGNED:Most responding programs use SBME. However, the frequency and target learner for SBME interventions varied between programs. Many programs wish to expand SBME at their institutions but are constrained by limited protected time and institutional financial support. We discuss potential solutions to the perceived barriers to SBME, including intra-institutional collaboration to advance SBME use and case diversity for learners and help innovate neurology medical education.
PMID: 39748891
ISSN: 2771-9979
CID: 5770722

Radiation Therapy in the Management of Leptomeningeal Disease From Solid Tumors

Barbour, Andrew B; Kotecha, Rupesh; Lazarev, Stanislav; Palmer, Joshua D; Robinson, Timothy; Yerramilli, Divya; Yang, Jonathan T
PURPOSE/UNASSIGNED:Leptomeningeal disease (LMD) is clinically detected in 5% to 10% of patients with solid tumors and is a source of substantial morbidity and mortality. Prognosis for this entity remains poor and treatments are palliative. Radiation therapy (RT) is an essential tool in the management of LMD, and a recent randomized trial demonstrated a survival benefit for proton craniospinal irradiation (CSI) in select patients. In the setting of this recent advance, we conducted a review of the role of RT in LMD from solid tumors to evaluate the evidence basis for RT recommendations. METHODS AND MATERIALS/UNASSIGNED:In November 2022, we conducted a comprehensive literature search in PubMed, as well as a review of ongoing clinical trials listed on ClinicalTrials.gov, to inform a discussion on the role of RT in solid tumor LMD. Because of the paucity of high-quality published evidence, discussion was informed more by expert consensus and opinion, including a review of societal guidelines, than evidence from clinical trials. RESULTS/UNASSIGNED:Only 1 prospective randomized trial has evaluated RT for LMD, demonstrating improved central nervous system progression-free survival for patients with breast and lung cancer treated with proton CSI compared with involved-field RT. Modern photon CSI techniques have improved upon historical rates of acute hematologic toxicity, but the overall benefit of this modality has not been prospectively evaluated. Multiple retrospective studies have explored the use of involved-field RT or the combination of RT with chemotherapy, but clear evidence of survival benefit is lacking. CONCLUSIONS/UNASSIGNED:Optimal management of LMD with RT remains reliant upon expert opinion, with proton CSI indicated in patients with good performance status and extra-central nervous system disease that is either well-controlled or for which effective treatment options are available. Photon-based CSI traditionally has been associated with increased marrow and gastrointestinal toxicities, though intensity modulated RT/volumetric-modulated arc therapy based photon CSI may have reduced the toxicity profile. Further work is needed to understand the role of radioisotopes as well as combined modality treatment with intrathecal or central nervous system penetrating systemic therapies.
PMCID:10885590
PMID: 38405313
ISSN: 2452-1094
CID: 5771492

Drivers of Community-Entry Home Health Care Utilization Among Older Adults

Burgdorf, Julia G; Ritchie, Christine S; Reckrey, Jennifer M; Liu, Bian; McDonough, Catherine; Ornstein, Katherine A
OBJECTIVES/OBJECTIVE:A growing proportion of Medicare home health (HH) patients are "community-entry," meaning referred to HH without a preceding hospitalization. We sought to identify factors that predict community-entry HH use among older adults to provide foundational information regarding care needs and circumstances that may prompt community-entry HH referral. DESIGN/METHODS:Nationally representative cohort study. SETTING AND PARTICIPANTS/METHODS:Health and Retirement Study (HRS) respondents who were aged ≥65 years, community-living, and enrolled in Medicare between 2012 and 2018 (n = 11,425 unique individuals providing 27,026 two-year observation periods). METHODS:HRS data were linked with standardized HH patient assessments. Community-entry HH utilization was defined as incurring one or more HH episode with no preceding hospitalization or institutional post-acute care stay (determined via assessment item indicating institutional care within 14 days of HH admission) within 2 years of HRS interview. Weighted, multivariable logistic regression was used to model community-entry HH use as a function of individual, social support, and community characteristics. RESULTS:The overall rate of community-entry HH utilization across observation periods was 13.4%. Older adults had higher odds of community-entry HH use if they were Medicaid enrolled [adjusted odds ratio (aOR) = 1.49, P = .001], had fair or poor overall health (aOR = 1.48, P < .001), 3+ activities of daily living limitations (aOR = 1.47, P = .007), and had fallen in the past 2 years (aOR = 1.43, P < .001). Compared with those receiving no caregiver help, individuals were more likely to use community-entry HH if they received family or unpaid help only (aOR = 1.81, P < .001), both family and paid help (aOR = 2.79, P < .001), or paid help only (aOR: 3.46, P < .001). CONCLUSIONS AND IMPLICATIONS/CONCLUSIONS:Findings indicate that community-entry HH serves a population with long-term care needs and coexisting clinical complexity, making this an important setting to provide skilled care and prevent avoidable health care utilization. Results highlight the need for ongoing monitoring of community-entry HH accessibility as this service is a key component of home-based care for a high-need subpopulation.
PMCID:10990820
PMID: 37931897
ISSN: 1538-9375
CID: 5770152

Radiation Therapy for Colorectal Liver Metastasis: The Effect of Radiation Therapy Dose and Chemotherapy on Local Control and Survival

Chen, Ishita; Jeong, Jeho; Romesser, Paul B; Hilal, Lara; Cuaron, John; Zinovoy, Melissa; Hajj, Carla; Yang, T Jonathan; Tsai, Jillian; Yamada, Yoshiya; Wu, Abraham J; White, Charlie; Fiasconaro, Megan; Segal, Neil H; Kemeny, Nancy E; Zhang, Zhigang; Crane, Christopher H; Reyngold, Marsha
PURPOSE/UNASSIGNED:Colorectal liver metastases (CLMs) represent a radioresistant histology. We aimed to investigate CLM radiation therapy (RT) outcomes and explore the association with treatment parameters. METHODS AND MATERIALS/UNASSIGNED:This retrospective analysis of CLM treated with RT at Memorial Sloan Kettering Cancer Center used Kaplan-Meier analysis to estimate freedom from local progression (FFLP), hepatic progression-free, progression-free, and overall survival (OS). Cox proportional hazards regression was used to evaluate association with clinical factors. Dose-response relationship was further evaluated using a mechanistic tumor control probability (TCP) model. RESULTS/UNASSIGNED:< .001) on univariate analyses, which remained significant or marginally significant on multivariate analyses. A mechanistic Tumor Control Probability (TCP) model showed a higher 2-Gy equivalent dose needed for local control in patients who had been exposed to ≥ 3 lines of chemotherapy versus 0 to 2 (250 ± 29 vs 185 ± 77 Gy for 70% TCP). CONCLUSIONS/UNASSIGNED:In a large single-institution series of heavily pretreated patients with CLM undergoing liver RT, low BED10 and multiple prior lines of systemic therapy were associated with lower local control and OS. These results support continued dose escalation efforts for patients with CLM.
PMCID:10870167
PMID: 38370274
ISSN: 2452-1094
CID: 5771482

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

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

Hyperchylomicronemia causes endothelial cell inflammation and increases atherosclerosis

Izquierdo, Maria Concepcion; Cabodevilla, Ainara G; Basu, Debapriya; Nasias, Dimitris; Kanter, Jenny E; Ho, Winnie; Gjini, Jana; Fisher, Edward A; Kim, Jeffrey; Lee, Warren; Bornfeldt, Karin E; Goldberg, Ira J
The effect of increased triglycerides (TGs) as an independent factor in atherosclerosis development has been contentious, in part, because severe hypertriglyceridemia associates with low levels of low-density lipoprotein cholesterol (LDL-C). To test whether hyperchylomicronemia, in the absence of markedly reduced LDL-C levels, contributes to atherosclerosis, we created mice with induced whole-body lipoprotein lipase (LpL) deficiency combined with LDL receptor (LDLR) deficiency. On an atherogenic Western-type diet (WD), male and female mice with induced global LpL deficiency (iLpl -/-) and LDLR knockdown (Ldlr
PMCID:11623764
PMID: 39649171
ISSN: 2693-5015
CID: 5769492

Outcomes of Metaphyseal Cones and Stem Fixation Following Rotating Hinge in Complex Primary and Revision Total Knee Arthroplasty

Lizcano, Juan D; Goh, Graham S; Kohli, Meera; Deirmengian, Gregory K; Arsoy, Diren; Courtney, Paul M
BACKGROUND:Although hinged prostheses have been used successfully in complex revision total knee arthroplasty (TKA), concerns exist regarding early failure due to aseptic loosening and other mechanical complications. The use of metaphyseal cones and hybrid cement fixation have been studied in unlinked constrained primary or revision TKA, but their impact on the survivorship of hinged prostheses has yet to be investigated. METHODS:We identified a consecutive series of 164 hinged prostheses and collected data on demographics, indications, complications, and re-revisions in patients who had fully cemented versus hybrid stems, with and without metaphyseal cones. A multivariate analysis was performed to identify independent variables associated with re-revision as the primary end point. RESULTS:In total, 84 patients (51.2%) had fully cemented stems, and 80 patients (48.8%) had hybrid stems. Cones were used in 73 patients (44.5%). At a mean follow-up of 3.4 ± 2.2 years, 42 patients underwent re-revision (25.8%), most commonly for infection (12.2%), followed by loosening (6.7%) and periprosthetic fracture (3.7%). Patients who had fully cemented stems had lower re-revision rates than hybrid fixation constructs (19 versus 26%, P = .043). Using multivariable regression, a construct with hybrid fixation with cones (odds ratio = 2.39; P = .037) was an independent risk factor for failure. Utilization of cones alone did not have an effect on re-revision rates at 3.4-year follow-up. CONCLUSIONS:While we found no difference with the use of cones, patients undergoing revision TKA with a hinge prosthesis and fully cemented stems had better overall survivorship than hybrid stems.
PMID: 38360286
ISSN: 1532-8406
CID: 5769662