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1.
Sci Rep ; 14(1): 16117, 2024 Jul 12.
Artigo em Inglês | MEDLINE | ID: mdl-38997332

RESUMO

Patient portal messages often relate to specific clinical phenomena (e.g., patients undergoing treatment for breast cancer) and, as a result, have received increasing attention in biomedical research. These messages require natural language processing and, while word embedding models, such as word2vec, have the potential to extract meaningful signals from text, they are not readily applicable to patient portal messages. This is because embedding models typically require millions of training samples to sufficiently represent semantics, while the volume of patient portal messages associated with a particular clinical phenomenon is often relatively small. We introduce a novel adaptation of the word2vec model, PK-word2vec (where PK stands for prior knowledge), for small-scale messages. PK-word2vec incorporates the most similar terms for medical words (including problems, treatments, and tests) and non-medical words from two pre-trained embedding models as prior knowledge to improve the training process. We applied PK-word2vec in a case study of patient portal messages in the Vanderbilt University Medical Center electric health record system sent by patients diagnosed with breast cancer from December 2004 to November 2017. We evaluated the model through a set of 1000 tasks, each of which compared the relevance of a given word to a group of the five most similar words generated by PK-word2vec and a group of the five most similar words generated by the standard word2vec model. We recruited 200 Amazon Mechanical Turk (AMT) workers and 7 medical students to perform the tasks. The dataset was composed of 1389 patient records and included 137,554 messages with 10,683 unique words. Prior knowledge was available for 7981 non-medical and 1116 medical words. In over 90% of the tasks, both reviewers indicated PK-word2vec generated more similar words than standard word2vec (p = 0.01).The difference in the evaluation by AMT workers versus medical students was negligible for all comparisons of tasks' choices between the two groups of reviewers ( p = 0.774 under a paired t-test). PK-word2vec can effectively learn word representations from a small message corpus, marking a significant advancement in processing patient portal messages.


Assuntos
Neoplasias da Mama , Processamento de Linguagem Natural , Portais do Paciente , Humanos , Feminino , Semântica , Registros Eletrônicos de Saúde
2.
JCO Clin Cancer Inform ; 8: e2300166, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38885475

RESUMO

PURPOSE: The RECIST guidelines provide a standardized approach for evaluating the response of cancer to treatment, allowing for consistent comparison of treatment efficacy across different therapies and patients. However, collecting such information from electronic health records manually can be extremely labor-intensive and time-consuming because of the complexity and volume of clinical notes. The aim of this study is to apply natural language processing (NLP) techniques to automate this process, minimizing manual data collection efforts, and improving the consistency and reliability of the results. METHODS: We proposed a complex, hybrid NLP system that automates the process of extracting, linking, and summarizing anticancer therapy and associated RECIST-like responses from narrative clinical text. The system consists of multiple machine learning-/deep learning-based and rule-based modules for diverse NLP tasks such as named entity recognition, assertion classification, relation extraction, and text normalization, to address different challenges associated with anticancer therapy and response information extraction. We then evaluated the system performances on two independent test sets from different institutions to demonstrate its effectiveness and generalizability. RESULTS: The system used domain-specific language models, BioBERT and BioClinicalBERT, for high-performance therapy mentions identification and RECIST responses extraction and categorization. The best-performing model achieved a 0.66 score in linking therapy and RECIST response mentions, with end-to-end performance peaking at 0.74 after relation normalization, indicating substantial efficacy with room for improvement. CONCLUSION: We developed, implemented, and tested an information extraction system from clinical notes for cancer treatment and efficacy assessment information. We expect this system will support future cancer research, particularly oncologic studies that focus on efficiently assessing the effectiveness and reliability of cancer therapeutics.


Assuntos
Registros Eletrônicos de Saúde , Processamento de Linguagem Natural , Neoplasias , Critérios de Avaliação de Resposta em Tumores Sólidos , Humanos , Neoplasias/terapia , Aprendizado de Máquina , Mineração de Dados/métodos , Algoritmos , Aprendizado Profundo
3.
Res Sq ; 2024 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-38798621

RESUMO

Background: Patient portal messages often relate to specific clinical phenomena (e.g., patients undergoing treatment for breast cancer) and, as a result, have received increasing attention in biomedical research. These messages require natural language processing and, while word embedding models, such as word2vec, have the potential to extract meaningful signals from text, they are not readily applicable to patient portal messages. This is because embedding models typically require millions of training samples to sufficiently represent semantics, while the volume of patient portal messages associated with a particular clinical phenomenon is often relatively small. Objective: We introduce a novel adaptation of the word2vec model, PK-word2vec, for small-scale messages. Methods: PK-word2vec incorporates the most similar terms for medical words (including problems, treatments, and tests) and non-medical words from two pre-trained embedding models as prior knowledge to improve the training process. We applied PK-word2vec on patient portal messages in the Vanderbilt University Medical Center electric health record system sent by patients diagnosed with breast cancer from December 2004 to November 2017. We evaluated the model through a set of 1000 tasks, each of which compared the relevance of a given word to a group of the five most similar words generated by PK-word2vec and a group of the five most similar words generated by the standard word2vec model. We recruited 200 Amazon Mechanical Turk (AMT) workers and 7 medical students to perform the tasks. Results: The dataset was composed of 1,389 patient records and included 137,554 messages with 10,683 unique words. Prior knowledge was available for 7,981 non-medical and 1,116 medical words. In over 90% of the tasks, both reviewers indicated PK-word2vec generated more similar words than standard word2vec (p=0.01).The difference in the evaluation by AMT workers versus medical students was negligible for all comparisons of tasks' choices between the two groups of reviewers (p = 0.774 under a paired t-test). Conclusions: PK-word2vec can effectively learn word representations from a small message corpus, marking a significant advancement in processing patient portal messages.

4.
BMC Ophthalmol ; 24(1): 18, 2024 Jan 10.
Artigo em Inglês | MEDLINE | ID: mdl-38200502

RESUMO

BACKGROUND: The authors sought to determine if resident operative time in cataract extraction and intraocular lens insertion (CE/IOL) affects early visual outcomes and post-operative recovery. They further sought to investigate if attending surgeons can reduce resident operative time. METHODS: This retrospective, chart-review, case series at single Veterans Affairs Hospital (VA Tennessee Valley Healthcare System) studied resident cataract surgeries between March 1, 2018 and March 31, 2020. Following power analysis, 420 eyes of 400 patients from all resident cataract surgeries were included. Eyes with attending as primary surgeon, laser-assisted cataract surgery, or concurrent secondary procedures were excluded. Linear mixed effect models were used to study the association between operative time and visual outcomes while adjusting for covariates including cumulative dissipated energy, preoperative factors, and intraoperative complications. RESULTS: Longer operative time was statistically associated with worse post-operative-day 1 (POD1) pinhole visual acuity (PH-VA) adjusting for cumulative dissipated energy and other operative factors (p = 0.049). Although resident physicians were the primary surgeons, the operative times were different between the ten supervising attending surgeons in the study (p < 0.001). CONCLUSION: The results suggest that increased resident operative time is a significant, independent risk factor for decreased POD1 PH-VA. Increased resident operative time is not associated with worsened long term visual outcomes. Attending surgeons may be able to reduce resident operative time, which is associated with improved early visual outcomes.


Assuntos
Extração de Catarata , Catarata , Cirurgiões , Humanos , Duração da Cirurgia , Estudos Retrospectivos
5.
Am J Clin Nutr ; 119(1): 7-17, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-37898435

RESUMO

BACKGROUND: No prospective observational study has specifically examined the associations between dietary intakes of medium-chain fatty acids and risk of colorectal cancer. OBJECTIVES: This study examined the association between dietary intakes of medium-chain fatty acids and colorectal cancer risk overall and by racial subgroups in a predominantly low-income United States population. METHODS: This prospective study included 71,599 eligible participants aged 40 to 79 who were enrolled in the Southern Community Cohort Study between 2002 and 2009 in 12 southeastern United States states. Incident colorectal cancer cases were ascertained via linkage to state cancer registries, which was completed through 31 December, 2016. The dietary intakes of medium-chain fatty acids were assessed using a validated 89-item food frequency questionnaire. Multivariable Cox proportional hazards regression models were used to calculate hazard ratios (HRs) and 95% confidence intervals (CIs) for the associations between intakes of medium-chain fatty acids and risk for incident colorectal cancer. RESULTS: Among 71,599 participants, 48,008 (67.3%) were Black individuals and 42,260 (59.0%) were female. A total of 868 incident colorectal cancer cases occurred during a median follow-up of 13.7 y. Comparing the highest to the lowest quartile, high intake of dodecanoic acid/lauric acid (C12:0) was associated with reduced risk of colorectal cancer among White participants (HR: 0.52; 95% CI: 0.30, 0.91; P-trend = 0.05), but not in Black individuals (HR: 0.92; 95% CI, 0.68, 1.24; P-trend = 0.80) in multivariable-adjusted models. No associations were found between intakes of hexanoic acid/caproic acid (C6:0), octanoic acid/caprylic acid (C8:0), or decanoic acid/capric acid (C10:0) and risk of incident colorectal cancer overall or within racial subgroups. CONCLUSIONS: In a predominantly low-income United States population, an increased dietary C12:0 intake was associated with a substantially reduced risk of colorectal cancer only among White individuals, but not in Black individuals.


Assuntos
Neoplasias Colorretais , Ácidos Graxos , Feminino , Humanos , Masculino , Estudos de Coortes , Neoplasias Colorretais/epidemiologia , Neoplasias Colorretais/etiologia , Neoplasias Colorretais/prevenção & controle , Pobreza , Modelos de Riscos Proporcionais , Estudos Prospectivos , Fatores de Risco , Estados Unidos/epidemiologia , Adulto , Pessoa de Meia-Idade , Idoso
6.
Thyroid ; 34(1): 82-87, 2024 01.
Artigo em Inglês | MEDLINE | ID: mdl-37917111

RESUMO

Background: Nasolacrimal duct obstruction (NLDO) is an adverse effect of high dose radioactive iodine (RAI) therapy for thyroid carcinoma. There are currently no established preventive measures. This study assesses whether preservative free artificial tears (PFATs) can decrease the 131I sodium iodide (131I) activity in the tears of patients following RAI therapy for thyroid carcinoma, and potentially serve as a preventive measure for RAI-associated NLDO. Methods: This non-randomized prospective pilot clinical trial recruited contact-lens wearing patients undergoing RAI therapy for thyroid cancer to self-administer PFATs into the right eye for four days starting on the day of RAI ingestion. Left eyes were the controls. While wearing contacts, patients self-administered PFATs per the following-Day 1: every 15 minutes for 2 hours, then every 30 minutes until bedtime, day 2: every hour for at least 12 hours, day 3: four times a day, and day 4: two times a day. Contact lenses were changed daily, and all lenses were collected one week later. Levels of 131I activity were measured by a well counter, decay-corrected, and converted to units of becquerel. Statistical analyses were performed to compare the 131I activities of the experimental and control eyes. Results: Sixteen eyes of eight patients treated with an average of 145.7 mCi (range 108-159) of 131I for papillary thyroid cancer were included. On day 1, artificial tears decreased the geometric mean 131I activity by 26% in the experimental eyes (p = 0.008). Artificial tears also decreased the geometric mean area under the curve over four days by 23% (p = 0.002). Conclusions: 131I is present in the tears following RAI therapy for thyroid carcinoma. Frequent PFATs starting on the day of RAI ingestion may decrease the level of 131I in the tears. This finding could have implications for lowering the risk of NLDO. Future multi-center clinical trials are needed to determine whether the use of artificial tears after RAI therapy may decrease the risk of NLDO. Clinical Trial Registration: NCT04327999.


Assuntos
Obstrução dos Ductos Lacrimais , Ducto Nasolacrimal , Radioatividade , Neoplasias da Glândula Tireoide , Humanos , Neoplasias da Glândula Tireoide/patologia , Radioisótopos do Iodo/efeitos adversos , Lubrificantes Oftálmicos/uso terapêutico , Estudos Prospectivos , Ducto Nasolacrimal/patologia
7.
J Acad Ophthalmol (2017) ; 15(2): e271-e275, 2023 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38059192

RESUMO

Purpose This article compares applicants' perceptions of and experiences with virtual and in-person interviews for surgical retina fellowship. Methods A survey was distributed via email to all applicants of three vitreoretinal surgery fellowship programs for the 2021 to 2022 and 2022 to 2023 application cycles. Main Outcome Measures Participants were surveyed regarding cost; burden of scheduling; number of applications and interviews completed; ability to gain a true feel of the program, location, and preceptor; and number of work and surgical days missed. Results Of 151 applicants contacted, 36 completed the survey (23.8% response rate). Of the respondents, 25.0% attended only virtual interviews, 19.4% attended mostly virtual interviews, 30.6% attended mostly in-person interviews, and 25.0% attended half virtual and half in-person interviews. Average expenditure was significantly lower for applicants with mostly and completely virtual interviews compared with applicants with mostly in-person and half virtual, half in-person ( p < 0.001). Applicants with mostly virtual interviews reported a lower ability to gain a true perception of the program and the program location ( p = 0.003 and p < 0.001, respectively). There was no difference in burden of scheduling, number of interviews completed, or number of work and surgical days missed. When applicants were asked what type of interview format they would prefer if they could repeat the cycle, those who interviewed mostly in-person largely chose in-person as their preference (72.7%), while participants who interviewed mostly or completely virtually were evenly split between in-person, virtual, and hybrid ( p = 0.136). Conclusion As fellowship programs and institutions decide whether they will return to in-person interviews or maintain a virtual interview format in the long term, they must weigh the lower cost of virtual interviews with the improved ability to gain a more accurate perception of the program and location allowed by in-person interviews, as well as potentially greater satisfaction with the in-person format.

8.
Ophthalmic Surg Lasers Imaging Retina ; 54(11): 661-665, 2023 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-37855832

RESUMO

This study characterizes trends in ophthalmic imaging volume and utilization in the United States among and assesses the potential impact of the COVID-19 pandemic using data from the Centers for Medicare and Medicaid Services. Utilization of macular optical coherence tomography (OCT), optic nerve OCT, and fundus photography steadily increased from 2013 to 2020 and was not impacted by the COVID-19 pandemic. At the same time, there was minimal adoption of anterior segment OCT and a decline in the utilization of dye-based angiography. Utilization patterns may be impacted by the advent of new technologies, role of the clinician, and alignment with treatment paradigms. [Ophthalmic Surg Lasers Imaging Retina 2023;54:661-665.].


Assuntos
COVID-19 , Pandemias , Idoso , Humanos , Estados Unidos/epidemiologia , Medicare , COVID-19/epidemiologia , Tomografia de Coerência Óptica/métodos , Técnicas de Diagnóstico Oftalmológico
10.
Free Radic Res ; 56(7-8): 536-543, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36480242

RESUMO

In-vitro and animal studies demonstrate that lipid peroxidation plays an important role in the pathogenesis of type 2 diabetes (T2D). However, human data from prospective studies are limited and contradictory. We used data originally collected in two nested case-control studies of cancer to prospectively evaluate whether systemic levels of lipid peroxidation were associated with incidence of T2D in 1917 women who were 40-70 years old and diabetes-free at baseline. Lipid peroxidation was measured by urinary F2-isoprostanes (F2-IsoPs) and its major metabolite 2,3-dinor-5,6-dihydro-15-F2t-IsoP (F2-IsoP-M) with GC/NICI-MS assays. The Cox regression model was used to calculate hazard ratios (HRs) and 95% confidence intervals (CIs) for incident T2D. After a median follow-up of 10.1 years, 187 women were diagnosed with T2D. Urinary concentrations of both F2-IsoPs and F2-IsoP-M were significantly higher in T2D cases than in non-cases. Both biomarkers were positively associated with subsequent risk of T2D in multivariable-adjusted Cox models. When further adjusted for body mass index (BMI), the positive association with F2-IsoP-M was attenuated and no longer statistically significant, whereas the association with F2-IsoPs remained (P for overall significance < 0.001). HR for T2D was 1.68 (95% CI: 1.13, 2.51) for the highest vs the lowest quartile of F2-IsoPs. Moreover, this association appeared more pronounced among women with higher BMI. In summary, our study suggests that F2-IsoPs could be of significance in T2D risk prediction among middle-aged and elderly women.


Assuntos
Diabetes Mellitus Tipo 2 , F2-Isoprostanos , Pessoa de Meia-Idade , Idoso , Animais , Humanos , Feminino , Adulto , Peroxidação de Lipídeos , Estudos Prospectivos , Estresse Oxidativo , Biomarcadores/metabolismo
11.
Endocr Pract ; 28(12): 1210-1215, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-35970353

RESUMO

OBJECTIVE: To identify factors associated with radioactive iodine (RAI)-acquired nasolacrimal duct obstruction (NLDO). METHODS: Retrospective chart review and telephone surveys of patients who received RAI therapy for thyroid carcinoma at an academic institution were conducted. Telephone surveys were used to screen for post-RAI NLDO diagnoses. Databases were reviewed for documented NLDO, demographics, RAI dose, total number of RAI treatments, and sialadenitis. Routine post-RAI whole-body scintigraphy (WBS) images were analyzed for the presence or absence of 131I sodium iodide (I-131) in the nasolacrimal duct. Intranasal I-131 activity was graded as none, low, moderate, and high; those with moderate or high activity were considered to have "increased" activity. Logistic and ordinal logistic regression models were used to evaluate the associations with NLDO while adjusting for I-131 dose. RESULTS: Of the 209 patients who completed the survey, 15 (7%) had NLDO diagnoses. Increased intranasal I-131 activity on WBS, presence of nasolacrimal I-131 WBS activity, presence of documented post-RAI sialadenitis, and history of >1 RAI treatment were associated with the development of NLDO from univariate analyses (P ≤ .013). After adjusting for the administered dose of I-131, the presence of sialadenitis and nasolacrimal I-131 activity on WBS were the remaining 2 factors significantly associated with NLDO development (P < .001 and P = .01, respectively). CONCLUSIONS: The presence of sialadenitis and nasolacrimal I-131 activity on WBS are I-131 dose-independent correlative factors for RAI-associated NLDO. Patients with these characteristics should be counseled on their increased risk of NLDO after RAI therapy for thyroid carcinoma.


Assuntos
Obstrução dos Ductos Lacrimais , Ducto Nasolacrimal , Neoplasias da Glândula Tireoide , Humanos , Obstrução dos Ductos Lacrimais/etiologia , Radioisótopos do Iodo/efeitos adversos , Estudos Retrospectivos , Neoplasias da Glândula Tireoide/radioterapia
12.
Surg Infect (Larchmt) ; 23(6): 590-596, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-35867008

RESUMO

Background: Methicillin-resistant Staphylococcus aureus (MRSA) decolonization is widely utilized in many medical subspecialities to reduce surgical site infections, but routine ophthalmic implementation has been limited. The aim of this study was to investigate the attitudes and actual practice of corneal specialists and oculoplastic surgeons toward MRSA decolonization as a preventive measure in ophthalmic surgery. Materials and Methods: A web-based survey was sent to cornea specialists and oculoplastic surgeons to assess their knowledge, beliefs, and practices regarding MRSA prophylaxis and the use of MRSA decolonization to prevent post-operative infections. Results: A total of 180 surgeons participated in this study: 71% of respondents agreed that MRSA colonization plays a role in post-operative infection of the eye and adnexal structures; 65% stated that MRSA decolonization could help prevent MRSA infection. Although 41% of respondents would change their management in response to a positive pre-operative MRSA screening result, only 18% performed pre-operative screening. Seventeen percent of respondents indicated that they offer pre-operative decolonization for MRSA-positive patients; the most frequently applied technique was the use of nasal antibiotic agents such as mupirocin, followed by antiseptic baths. Peri-operative MRSA prophylaxis was used by 18% of respondents; pre-operative MRSA decolonization was used in conjunction by 8.5 % of respondents. Conclusions: Although MRSA decolonization has been validated in fields outside of ophthalmology, there has not been widespread adoption of this practice among oculoplastic surgeons and cornea specialists. Prospective MRSA decolonization ophthalmic studies are necessary if evidence-based management guidelines are to be developed.


Assuntos
Staphylococcus aureus Resistente à Meticilina , Infecções Estafilocócicas , Cirurgiões , Antibacterianos/uso terapêutico , Portador Sadio/tratamento farmacológico , Clorexidina/uso terapêutico , Córnea , Humanos , Mupirocina , Estudos Prospectivos , Infecções Estafilocócicas/diagnóstico
13.
iScience ; 25(4): 104045, 2022 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-35359803

RESUMO

Members of the taxane class of chemotherapies, staples of cancer treatment since the 1990s, can induce chemotherapy-induced peripheral neuropathy (CIPN), a potentially irreversible outcome related to cumulative exposure. Switching between taxanes is often clinically necessary; however, different taxanes have different efficacies, toxicities, and dosing strategies, necessitating an evidence-based schema focused on toxicity. We performed a systematic review and meta-analysis of the literature on docetaxel and paclitaxel, extracting cumulative dose, rates of CIPN, and subject demographics, thereby establishing their dose-toxo-equivalence relationship through a Bayesian meta-analysis model, calculating doses of the two drugs that are expected to have comparable rates of CIPN, along with credible intervals. Our final model, based on 169 studies, produces credible interval widths that provide guidance within one treatment cycle. In practice, this model provides a framework under which oncologists can make treatment switching and dosing decisions, hopefully reducing patient risk of CIPN.

14.
Am J Clin Nutr ; 116(1): 189-196, 2022 07 06.
Artigo em Inglês | MEDLINE | ID: mdl-35170729

RESUMO

BACKGROUND: High glycemic index (GI) diets have been linked to elevated risk of cardiometabolic diseases. One possible underlying mechanism comes from high GI diet's potential to promote lipid peroxidation. OBJECTIVES: We aim to evaluate whether and to what extent dietary carbohydrate quality and quantity are associated with systemic levels of lipid peroxidation in females. METHODS: In this cross-sectional analysis of 2163 middle-aged women, a subset of the Shanghai Women's Health Study, we measured lipid peroxidation biomarkers F2-isoprostanes (F2-IsoPs) and its metabolite, 2,3-dinor-5,6-dihydro-15-F2t-IsoP (F2-IsoP-M), in urine. The quality of carbohydrate was defined by dietary GI, assessed using a validated FFQ via in-person interviews. A multivariable linear regression model with restricted cubic spline functions was used to evaluate the association of measured biomarkers with carbohydrate intake and dietary GI. RESULTS: After adjustment for potential confounding factors such as cigarette smoking, BMI, and comorbidities, among others, we found that F2-IsoP-M concentrations were positively associated with both carbohydrate intake and dietary GI. Carbohydrate intake and dietary GI were weakly correlated (r = 0.12). When further mutually adjusted for the 2 factors, the positive association with F2-IsoP-M remained statistically significant for GI (P = 0.004) but not for carbohydrate intake (P = 0.50). Compared with those in the 10th percentile of dietary GI, fold increases (95% CI) in F2-IsoP-M concentrations for those in the 30th, 50th, 70th, and 90th percentiles were 1.03 (1.00, 1.07), 1.06 (1.01, 1.10), 1.09 (1.03, 1.14), and 1.13 (1.05, 1.21), respectively. Moreover, there appeared a threshold regarding the association between dietary GI and F2-IsoP-M concentrations, with the dose-effect slope of GI being 2.3 times greater when GI was ≥75 relative to GI <75. CONCLUSIONS: This study provides evidence that the quality of dietary carbohydrate may be more important than the quantity of the intake with regard to systemic lipid peroxidation.


Assuntos
Carboidratos da Dieta , Estresse Oxidativo , Biomarcadores/metabolismo , China , Estudos Transversais , F2-Isoprostanos , Feminino , Humanos , Peroxidação de Lipídeos , Pessoa de Meia-Idade
15.
Ophthalmic Plast Reconstr Surg ; 38(1): 53-58, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-34085995

RESUMO

PURPOSE: To determine whether the age-adjusted Charlson comorbidity index (age-CCI) in sino-orbital fungal disease patients correlates with disease-specific mortality. METHODS: Hospital billing systems at 2 academic institutions were queried for patients with ICD-9, ICD-10, and CPT codes used in fungal disease who also had orbital disease and significant visual loss. Thirty-two patients at Institution A and 18 patients at Institution B met the inclusion criteria of microbiologic or pathologic confirmation of fungal infection and completion of inpatient ophthalmology evaluation. Patients without radiographic abnormality in the sinus or orbit were excluded. Demographic, diagnostic, treatment, and outcome variables were recorded. Our primary outcome was death due to fungal disease. RESULTS: Of the 50 medical records examined, 44 patients met the criteria for fungal-related death outcome on multivariate analysis. The regression coefficient for age-CCI and fungal-related mortality was 0.242 (95% CI, 0.012-0.779) with a p value of 0.038. CONCLUSIONS: Age-CCI is significantly associated with fungal-related mortality. This relationship remains significant when controlling for 5 covariates of fungal organism phylum, presence or absence of CNS disease, exenteration, local treatment use, and presence or absence of an immunosuppressive diagnosis. Age-CCI shows promise as a clinical and research tool in the evaluation of invasive fungal disease involving the orbit.


Assuntos
Infecções Fúngicas Invasivas , Doenças Orbitárias , Comorbidade , Fungos , Humanos , Doenças Orbitárias/diagnóstico , Doenças Orbitárias/epidemiologia , Estudos Retrospectivos
16.
Stat Modelling ; 21(1-2): 30-55, 2021 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-34326706

RESUMO

Longitudinal biomarkers such as patient-reported outcomes (PROs) and quality of life (QOL) are routinely collected in cancer clinical trials or other studies. Joint modeling of PRO/QOL and survival data can provide a comparative assessment of patient-reported changes in specific symptoms or global measures that correspond to changes in survival. Motivated by a head and neck cancer clinical trial, we develop a class of trajectory-based models for longitudinal and survival data with disease progression. Specifically, we propose a class of mixed effects regression models for longitudinal measures, a cure rate model for the disease progression time (T P ), and a Cox proportional hazards model with time-varying covariates for the overall survival time (T D ) to account for T P and treatment switching. Under the semi-competing risks framework, the disease progression is the nonterminal event, the occurrence of which is subject to a terminal event of death. The properties of the proposed models are examined in detail. Within the Bayesian paradigm, we derive the decompositions of the deviance information criterion (DIC) and the logarithm of the pseudo marginal likelihood (LPML) to assess the fit of the longitudinal component of the model and the fit of each survival component, separately. We further develop ΔDIC as well as ΔLPML to determine the importance and contribution of the longitudinal data to the model fit of the T P and T D data.

17.
Am J Ophthalmol ; 229: 137-144, 2021 09.
Artigo em Inglês | MEDLINE | ID: mdl-33910054

RESUMO

PURPOSE: To characterize usage of ophthalmologic services by Medicare Fee-For-Service (FFS) beneficiaries relative to geography-specific market saturation, demographics, and contextual factors DESIGN: Cross-sectional study METHODS: Data sets from Centers for Medicare & Medicaid Services, US Census Bureau, US Department of Agriculture, and Housing and Urban Development, were used to calculate county- and state-level ophthalmologic service usage, market saturation, and demographic characteristics. Negative binomial regression models were used to evaluate the association between results and demographic or population-specific variables. RESULTS: Ophthalmologic service usage ranged from 58.2% to 15.2%, whereas saturation ranged from 21,763 to 91.4 FFS beneficiaries per registered ophthalmologist. Usage was significantly associated with demographic characteristics in each geography: lower proportion of African American (P = .009), Hispanic (P < .001), and other race beneficiaries (P < .001), relative to white beneficiaries; a higher proportion of female (P < .001) relative to male; a higher proportion of adults having completed an associate degree or some college (P = .001), or holding a bachelor's degree or higher (P < .001), relative to a high school diploma; a lower proportion of adults in each geography experiencing poverty (P = .009), geographies with lower Multidimensional Deprivation Index (P < .001); a higher urban-influence code (P < .001). There was no significant correlation between the usage of ophthalmologic services and the geographic market saturation of ophthalmologists (Spearman rho, -0.030, P = .227). CONCLUSIONS AND RELEVANCE: Ophthalmologic service usage is significantly influenced by population demographics; however, increased provider density alone appears insufficient to promote the usage of eye care services.


Assuntos
Oftalmologistas , Oftalmologia , Adulto , Idoso , Estudos Transversais , Planos de Pagamento por Serviço Prestado , Feminino , Humanos , Masculino , Medicare , Estados Unidos
18.
Nat Commun ; 12(1): 1273, 2021 02 24.
Artigo em Inglês | MEDLINE | ID: mdl-33627667

RESUMO

Multicilia are delicate motile machineries, and how they are accurately assembled is poorly understood. Here, we show that fibrogranular materials (FGMs), large arrays of electron-dense granules specific to multiciliated cells, are essential for their ultrastructural fidelity. Pcm1 forms the granular units that further network into widespread FGMs, which are abundant in spherical FGM cores. FGM cores selectively concentrate multiple important centriole-related proteins as clients, including Cep131 that specifically decorates a foot region of ciliary central pair (CP) microtubules. FGMs also tightly contact deuterosome-procentriole complexes. Disruption of FGMs in mouse cells undergoing multiciliogenesis by Pcm1 RNAi markedly deregulates centriolar targeting of FGM clients, elongates CP-foot, and alters deuterosome size, number, and distribution. Although the multicilia are produced in correct numbers, they display abnormal ultrastructure and motility. Our results suggest that FGMs organize deuterosomes and centriole-related proteins to facilitate the faithful assembly of basal bodies and multiciliary axonemes.


Assuntos
Células Epiteliais/metabolismo , Microtúbulos/metabolismo , Animais , Axonema/metabolismo , Corpos Basais/metabolismo , Proteínas de Ciclo Celular/metabolismo , Camundongos , Traqueia/citologia , Traqueia/metabolismo
19.
Am J Ophthalmol ; 221: 65-74, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-32828876

RESUMO

PURPOSE: To determine the preoperative characteristics and surgical results after medial rectus advancement in patients with secondary exotropia. DESIGN: Retrospective, interventional case series. METHODS: Setting: Tertiary Care University Medical Center. PatientPopulation: 221 patients with a diagnosis of secondary exotropia who underwent medial rectus advancement surgery by a single surgeon. OBSERVATION: Preoperative demographics, exodeviation and motility, intraoperative findings, and postoperative results were recorded. MainOutcomeMeasure: Success of surgery, defined as Esotropia <15 prism diopters (pd) at postoperative week 1, or any deviation of <8 pd at postoperative month 2 (POM2). RESULTS: A total of 98 patients underwent unilateral medial rectus advancement (UMRadv), 89 underwent UMRadv with lateral rectus recession (LRc), and 34 underwent bilateral medial rectus advancement (BMRadv). POM2 success rates were 66.7% in UMRadv patients, 62.1% in UMRadv + LRc, and 56% in BMRadv. A total of 117 patients had preoperative adduction deficits, which were significantly associated with the finding of an intraoperative stretched scar (P < .001). Larger preoperative duction deficits were associated with larger stretched scars (P < .001). At POM2, the mean effect of surgery (pd of correction/mm) was 2.3 ± 1.4 pd/mm for UMRadv, 2.5 ± 0.8 pd/mm for UMRadv + LRc, and 2.8 ± 1.1 pd/mm for BMRadv. Patients with a stretched scar had significantly less correction per millimeter (2.2 ± 1.2 pd/mm) compared with those without (2.6 ± 1.2 pd/mm, P < .001). A total of 38.6% of patients experienced exodrift greater than 10 pd. Exodrift was significantly larger in the BMRadv group (P < .005). DISCUSSION: These results provide guidance for surgical correction based on preoperative deviation and ductions. Adduction deficits indicate a stretched scar, which must be treated with resection and advancement of the medial rectus. A larger amount of surgery is needed in patients with a stretched scar. Exodrift is common, and therefore aiming for approximately 10 pd of overcorrection at postoperative week 1 can improve final outcomes. CONCLUSION: Medial rectus advancement results in successful surgical results at POM2 for secondary exotropia.


Assuntos
Exotropia/cirurgia , Músculos Oculomotores/cirurgia , Procedimentos Cirúrgicos Oftalmológicos/métodos , Acomodação Ocular/fisiologia , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Criança , Pré-Escolar , Exotropia/fisiopatologia , Movimentos Oculares/fisiologia , Feminino , Seguimentos , Humanos , Lactente , Masculino , Pessoa de Meia-Idade , Músculos Oculomotores/fisiopatologia , Estudos Retrospectivos , Resultado do Tratamento , Visão Binocular/fisiologia , Acuidade Visual/fisiologia
20.
Ophthalmic Plast Reconstr Surg ; 37(3S): S6-S10, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-32618823

RESUMO

PURPOSE: To describe the experience of 4 oculoplastic surgeons with porcine bladder matrix for periocular anterior lamella and donor site skin defects either as stand-alone treatment or in conjunction with other reconstructive procedures. The authors hypothesized that defect size and location influence the requirement for additional matrix treatments or ancillary procedures. METHODS: Following the Institutional Review Board approval, the authors conducted a retrospective review of 17 patients treated with porcine bladder matrix at 2 oculoplastic practices between 2016 and 2018. Powdered matrix was applied to the skin defect and overlaid with a matrix sheet. Subsequent rounds of matrix treatment or other reconstructive procedures were performed as necessary. Defect size and location were correlated to the number of ancillary matrix treatments or surgical procedures via univariate analysis. RESULTS: Twenty-five sites (21 primary and 4 donor) in 17 individuals (8-95 years, M = 58.8 years, 10 males) were treated with porcine bladder matrix. All wounds healed successfully. Additional matrix treatments were administered at 5 sites. Ancillary procedures were performed for 7 sites. Upper lid involvement and larger defect size tended to require additional ancillary procedures (p = 0.006), while lower eyelid and other periocular defects required fewer procedures (p < 0.001). CONCLUSION: Porcine bladder matrices are useful adjuncts to healing periocular anterior lamella defects in various settings. Such repairs are useful in nonsurgical candidates, but must take into account varying levels of complexity based on lesion location. Smaller defects are more conducive to application of matrices as stand-alone treatment, while larger or upper eyelid defects often require additional procedures.


Assuntos
Neoplasias Palpebrais , Procedimentos de Cirurgia Plástica , Animais , Matriz Extracelular , Neoplasias Palpebrais/cirurgia , Pálpebras/cirurgia , Humanos , Masculino , Estudos Retrospectivos , Suínos , Bexiga Urinária/cirurgia
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