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1.
J Trauma Acute Care Surg ; 97(1): 96-104, 2024 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-38548689

RESUMO

INTRODUCTION: There are no clear recommendations for the perioperative timing and initiation of venous thromboembolism pharmacologic prophylaxis (VTEp) among polytrauma patients undergoing high-risk bleeding orthopedic operative intervention, leading to variations in VTEp administration. Our study examined the association between the timing of VTEp and VTE complications in polytrauma patients undergoing high-risk operative orthopedic interventions nationwide. METHODS: We performed a retrospective cohort study of trauma patients 18 years or older who underwent high-risk bleeding operative orthopedic interventions for pelvic, hip, and femur fractures within 24 hours of admission at American College of Surgeons-verified trauma centers using the 2019-2020 American College of Surgeons Trauma Quality Improvement Program databank. We excluded patients with a competing risk of nonorthopedic surgical bleeding. We assessed operative orthopedic polytrauma patients who received VTEp within 12 hours of orthopedic surgical intervention compared with VTEp received beyond 12 hours of intervention. The primary outcome assessed was overall VTE events. Secondary outcomes were orthopedic reinterventions within 72 hours after primary orthopedic surgery, deep venous thromboembolism, and pulmonary embolism rates. RESULTS: The study included 2,229 patients who underwent high-risk orthopedic operative intervention. The median time to VTEp initiation was 30 hours (interquartile range, 18-44 hours). After adjustment for baseline patient, injury, and hospital characteristics, VTEp initiated more than 12 hours from primary orthopedic surgery was associated with increased odds of VTE (adjusted odds ratio, 2.02; 95% confidence interval, 1.08-3.77). Earlier initiation of prophylaxis was not associated with an increased risk for surgical reintervention (hazard ratio, 0.90; 95% confidence interval, 0.62-1.34). CONCLUSION: Administering VTEp within 24 hours of admission and within 12 hours of major orthopedic surgery involving the femur, pelvis, or hip demonstrated an associated decreased risk of in-hospital VTE without an accompanying elevated risk of bleeding-related orthopedic reintervention. Clinicians should reconsider delays in initiating or withholding perioperative VTEp for stable polytrauma patients needing major orthopedic intervention. LEVEL OF EVIDENCE: Therapeutic/Care Management; Level III.


Assuntos
Anticoagulantes , Traumatismo Múltiplo , Procedimentos Ortopédicos , Tromboembolia Venosa , Humanos , Tromboembolia Venosa/prevenção & controle , Tromboembolia Venosa/etiologia , Tromboembolia Venosa/epidemiologia , Feminino , Masculino , Traumatismo Múltiplo/complicações , Traumatismo Múltiplo/cirurgia , Estudos Retrospectivos , Pessoa de Meia-Idade , Procedimentos Ortopédicos/efeitos adversos , Procedimentos Ortopédicos/métodos , Anticoagulantes/administração & dosagem , Adulto , Idoso , Estados Unidos/epidemiologia , Fatores de Tempo , Centros de Traumatologia , Fraturas do Fêmur/cirurgia , Fraturas do Fêmur/complicações , Tempo para o Tratamento/estatística & dados numéricos , Ossos Pélvicos/lesões , Fatores de Risco , Fraturas do Quadril/cirurgia , Fraturas do Quadril/complicações , Embolia Pulmonar/prevenção & controle , Embolia Pulmonar/etiologia
2.
Hip Int ; 34(2): 235-239, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-37932232

RESUMO

INTRODUCTION: The purpose of this study was to analyse the robustness of comparative research that evaluated arthroscopic labral reconstruction versus other surgical management of labral pathology. Key measures of statistical fragility include the fragility index and fragility quotient.ß. METHODS: 12 comparative studies that evaluated the use of arthroscopic labral reconstruction were included in this study. Particular attention was placed on evaluating trends, either statistically significant or not, of functional improvement, complication rates, need for total hip arthroplasty (THA) and revision rates with associated p-values. The analysis involved in this study was the Fragility Index, which is the median number of events required to change the statistical significance of a particular outcome, thus changing the study conclusions. Fragility quotient was calculated for each study as the fragility index divided by sample size. RESULTS: Of the 12 studies that were included for analysis, there were a total of 25 reported outcomes, 8 of which were statistically significant (p < 0.05). The statistical fragility for the significant outcomes were 2.5 (interquartile range [IQR]: 1.5-3.5), whereas the median statistical fragility for insignificant results was 6 (IQR 4-9). The overall fragility index was 4 (IQR 3-7). The median of fragility quotients was 0.04 (IQR 0.01-0.07). CONCLUSIONS: This study demonstrated that comparative research regarding arthroscopic techniques of labral reconstruction may not be as statistically stable as previously hoped. In many of the reported outcomes, particularly the ones that were statistically significant, only a small percentage of event changes was required to change the significance of the study conclusions. This fragility is worrisome, since clinical decisions that rely on these reported outcomes may have a significant impact on long-term patient outcomes. It is, therefore, crucial to optimise patient outcomes by incorporating past literature and reported outcomes.


Assuntos
Artroplastia de Quadril , Impacto Femoroacetabular , Humanos , Artroplastia de Quadril/efeitos adversos , Resultado do Tratamento , Artroscopia/métodos , Articulação do Quadril/cirurgia , Medidas de Resultados Relatados pelo Paciente , Estudos Retrospectivos , Impacto Femoroacetabular/cirurgia
3.
J Orthop Trauma ; 37(6): e258-e263, 2023 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-36728234

RESUMO

OBJECTIVES: To compare anterior hook plating with established fixation constructs biomechanically and report outcomes and complications in a cohort of patella fractures treated with the technique. DESIGN: Laboratory-based biomechanical study and clinical multicenter retrospective cohort study. SETTING: 2 US Level 1 trauma centers. PATIENTS/PARTICIPANTS: 51 patients (28 M and 23 F) with 30 simple transverse and 21 comminuted patella fractures. Thirty-six cadaveric patellae were used for the biomechanical study. INTERVENTION: Biomechanical-dorsal plating was compared with cerclage wiring and modified tension band cable fixation in a comminuted patella fracture model in 36 cadaveric patellae. Constructs were tested at 0° and 45 degrees of flexion. Clinical-we reviewed a consecutive series of patella fractures in 2 centers for outcome and complications. MAIN OUTCOME MEASUREMENTS: Biomechanical-construct stiffness. Clinical-reduction, union, complications, and range of motion. RESULTS: Stiffness was greatest in dorsal plating at both 0° and 45 degrees. Dorsal plating (976 N, 1643 N) > modified tension band (317 N, 297 N) > cerclage (89.8 N, 150.3 N) at 0 and 45 degrees, respectively. 51 patients with patella fractures had them fixed with dorsal 2.7-mm mini fragment plates including a distal to proximal lag screw through the plate from the nose of the patella. 9 cases were small distal fragments not easily managed with screws and cables. All patients were followed up to union. There were 2 infections (1 superficial and 1 deep with nonunion), and 5 had implant removal (9.8%). CONCLUSIONS: Dorsal plating is biomechanically and clinically superior to modified tension band and cerclage techniques in comminuted patella fractures. This method allows for fixation of small distal pole fractures. LEVEL OF EVIDENCE: Therapeutic Level IV. See Instructions for Authors for a complete description of levels of evidence.


Assuntos
Fraturas Ósseas , Fraturas Cominutivas , Traumatismos do Joelho , Fratura da Patela , Humanos , Estudos Retrospectivos , Fios Ortopédicos , Fraturas Ósseas/cirurgia , Fixação Interna de Fraturas/métodos , Patela/cirurgia , Patela/lesões , Traumatismos do Joelho/cirurgia , Cadáver , Fenômenos Biomecânicos , Fraturas Cominutivas/cirurgia , Estudos Multicêntricos como Assunto
4.
Instr Course Lect ; 71: 285-301, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35254789

RESUMO

Common fractures managed by orthopaedic surgeons include ankle fractures, proximal humerus fractures in patients older than 60 years, humeral shaft fractures, and distal radius fractures. Recent trends indicate that surgical management is the best option for most fractures. However, there is limited evidence regarding whether most of these fractures need surgery, or whether there is a subset that could be managed without surgery, with no change in outcomes, or even possibly having improved results with lower complication rates with nonsurgical care.


Assuntos
Fraturas do Úmero , Cirurgiões Ortopédicos , Fraturas do Ombro , Humanos , Fraturas do Úmero/cirurgia , Úmero/cirurgia , Fraturas do Ombro/cirurgia
6.
Neuroimage ; 244: 118589, 2021 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-34563682

RESUMO

MRI plays a crucial role in multiple sclerosis diagnostic and patient follow-up. In particular, the delineation of T2-FLAIR hyperintense lesions is crucial although mostly performed manually - a tedious task. Many methods have thus been proposed to automate this task. However, sufficiently large datasets with a thorough expert manual segmentation are still lacking to evaluate these methods. We present a unique dataset for MS lesions segmentation evaluation. It consists of 53 patients acquired on 4 different scanners with a harmonized protocol. Hyperintense lesions on FLAIR were manually delineated on each patient by 7 experts with control on T2 sequence, and gathered in a consensus segmentation for evaluation. We provide raw and preprocessed data and a split of the dataset into training and testing data, the latter including data from a scanner not present in the training dataset. We strongly believe that this dataset will become a reference in MS lesions segmentation evaluation, allowing to evaluate many aspects: evaluation of performance on unseen scanner, comparison to individual experts performance, comparison to other challengers who already used this dataset, etc.


Assuntos
Imageamento por Ressonância Magnética/métodos , Esclerose Múltipla/diagnóstico por imagem , Adulto , Conjuntos de Dados como Assunto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Adulto Jovem
7.
Front Microbiol ; 12: 709371, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34484146

RESUMO

Nitrogen cycling microbes, including nitrite-oxidizing bacteria (NOB), perform critical ecosystem functions that help mitigate anthropogenic stresses and maintain ecosystem health. Activity of these beneficial nitrogen cycling microbes is dictated in part by the microorganisms' response to physicochemical conditions, such as temperature, pH, and nutrient availability. NOB from the newly described Candidatus Nitrotoga genus have been detected in a wide range of habitats across the globe, yet only a few organisms within the genus have been physiologically characterized. For freshwater systems where NOB are critical for supporting aquatic life, Ca. Nitrotoga have been previously detected but little is known about the physiological potential of these organisms or their response to changing environmental conditions. Here, we determined functional response to environmental change for a representative freshwater species of Ca. Nitrotoga (Ca. Nitrotoga sp. CP45, enriched from a Colorado river). The physiological findings demonstrated that CP45 maintained nitrite oxidation at pH levels of 5-8, at temperatures from 4 to 28°C, and when incubated in the dark. Light exposure and elevated temperature (30°C) completely halted nitrite oxidation. Ca. Nitrotoga sp. CP45 maintained nitrite oxidation upon exposure to four different antibiotics, and potential rates of nitrite oxidation by river sediment communities were also resilient to antibiotic stress. We explored the Ca. Nitrotoga sp. CP45 genome to make predictions about adaptations to enable survival under specific conditions. Overall, these results contribute to our understanding of the versatility of a representative freshwater Ca. Nitrotoga sp. Identifying the specific environmental conditions that maximize NOB metabolic rates may ultimately direct future management decisions aimed at restoring impacted systems.

8.
OTA Int ; 4(2 Suppl)2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-37608856

RESUMO

The clinical management of large bone defects continues to be a difficult clinical problem to manage for treating surgeons. The induced membrane technique is a commonly employed strategy to manage these complex injuries and achieve bone union. Basic science and clinical evidence continue to expand to address questions related to the biology of the membrane and how interventions may impact clinical outcomes. In this review, we discuss the basic science and clinical evidence for the induced membrane technique as well as provide indications for the procedure and technical tips for performing the induced membrane technique.

9.
J Orthop Trauma ; 34 Suppl 2: S19-S20, 2020 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-32639343

RESUMO

This case demonstrates a recognized association between an acetabular injury pattern and underlying morphology of the hip. In the patient discussed, hyperflexion of the hip results in the engagement of the present CAM lesion, and the resulting subluxation leads to a fracture of the posterior wall and instability of the hip. This combination of pathologies was addressed with a surgical dislocation approach to address both the CAM lesion and fix the posterior wall.


Assuntos
Fraturas Ósseas , Luxação do Quadril , Acetábulo/diagnóstico por imagem , Acetábulo/cirurgia , Luxação do Quadril/diagnóstico por imagem , Luxação do Quadril/etiologia , Luxação do Quadril/cirurgia , Humanos
10.
J Orthop Trauma ; 34 Suppl 2: S25-S26, 2020 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-32639346

RESUMO

This video demonstrates the direct anterior approach (DAA) for placement of an uncemented hemiarthroplasty for a displaced femoral neck fracture. The DAA is an intranervous and intramuscular approach that is believed to allow patients a quicker recovery and decrease the rate of dislocation. Femoral exposure is the most challenging component of the approach. In this video, the approach is performed with the assistance of the fracture table to facilitate exposure of the femur. This step-by-step description demonstrates how to expose the femur, measure for the femoral head size, and place an uncemented femoral stem in for a unipolar hemiarthroplasty. A full capsular closure is performed by reapproximating the iliofemoral ligament after reduction. This DAA video is taken from the surgeon's point of view to facilitate visualization of the anatomy and orientation of implant placement.


Assuntos
Artroplastia de Quadril , Fraturas do Colo Femoral , Hemiartroplastia , Fraturas do Colo Femoral/diagnóstico por imagem , Fraturas do Colo Femoral/cirurgia , Fêmur/cirurgia , Articulação do Quadril/cirurgia , Humanos , Resultado do Tratamento
11.
Geriatrics (Basel) ; 5(3)2020 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-32679667

RESUMO

In current clinical practice, orthopedic surgeons often delay the surgery intervention on geriatric hip fracture patients to optimize the international normalized ratio (INR), in order to decrease the risk of postoperative hematological complications. However, some evidence suggests that full reversal protocols may not be necessary, especially for patients with prior thromboembolic history. Our study aims to compare the surgical outcomes of patients with normal versus elevated INR values. We conducted a retrospective chart review on 217 patients who underwent surgeries on hip fractures at two academic trauma centers. We found that in our group (n = 124) of patients with an INR value of 1.5-3.0, there was only one reoperation for a hematoma, but there was a trend for more blood transfusions. There was no statistically significant difference in the odds of reoperation or overall complications. Nevertheless, there were significantly more events of postoperative anemia in this high INR patient group.

12.
Front Neuroinform ; 14: 20, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32508612

RESUMO

Clinical multicenter imaging studies are frequent and rely on a wide range of existing tools for sharing data and processing pipelines. This is not the case for preclinical (small animal) studies. Animal population imaging is still in infancy, especially because a complete standardization and control of initial conditions in animal models across labs is still difficult and few studies aim at standardization of acquisition and post-processing techniques. Clearly, there is a need of appropriate tools for the management and sharing of data, post-processing and analysis methods dedicated to small animal imaging. Solutions developed for Human imaging studies cannot be directly applied to this specific domain. In this paper, we present the Small Animal Shanoir (SAS) solution for supporting animal population imaging using tools compatible with open data. The integration of automated workflow tools ensures accessibility and reproducibility of research outputs. By sharing data and imaging processing tools, hosted by SAS, we promote data preparation and tools for reproducibility and reuse, and participation in multicenter or replication "open science" studies contributing to the improvement of quality science in preclinical domain. SAS is a first step for promoting open science for small animal imaging and a contribution to the valorization of data and pipelines of reference.

13.
Curr Osteoporos Rep ; 18(3): 157-168, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-32318988

RESUMO

PURPOSE OF REVIEW: The failure of bony union following a fracture, termed a fracture nonunion, has severe patient morbidity and economic consequences. This review describes current consensuses and future directions of investigation for determining why, detecting when, and effective treatment if this complication occurs. RECENT FINDINGS: Current nonunion investigation is emphasizing an expanded understanding of the biology of healing. This has led to assessments of the immune environment, multiple cytokines and morphogenetic factors, and the role of skeletogenic stem cells in the development of nonunion. Detecting biological markers and other objective diagnostic criteria is also a current objective of nonunion research. Treatment approaches in the near future will likely be dominated by the development of specific adjunct therapies to the nonunion surgical management, which will be informed by an expanded mechanistic understanding of nonunion biology. Current consensus among orthopedists is that improved diagnosis and treatment of nonunion hinges first on discoveries at the bench side with later translation to the clinic.


Assuntos
Consolidação da Fratura/fisiologia , Fraturas não Consolidadas/fisiopatologia , Fraturas não Consolidadas/diagnóstico , Fraturas não Consolidadas/epidemiologia , Fraturas não Consolidadas/terapia , Humanos
14.
J Arthroplasty ; 35(7S): S60-S64, 2020 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-32345564

RESUMO

The COVID-19 global pandemic has upended nearly every medical discipline, dramatically impacted patient care and has had far-reaching effects on surgeon education. In many areas of the country, elective orthopedic surgery has completely stopped to ensure that resources are available for the critically ill and to minimize the spread of disease. COVID-19 is forcing many around the world to re-evaluate existing processes and organizations and adapt to carry out business, of which medicine and education are not immune. Most national and international orthopedic conferences, training programs, and workshops have been postponed or canceled, and we are now critically evaluating the delivery of education to our colleagues as well as residents and fellows. This article describes the evolution of orthopedic education and significant paradigm shifts necessary to continue to teach ourselves and the future leaders of our noble profession.


Assuntos
Betacoronavirus , Infecções por Coronavirus , Ortopedia/educação , Pandemias , Pneumonia Viral , COVID-19 , Infecções por Coronavirus/epidemiologia , Infecções por Coronavirus/prevenção & controle , Humanos , Liderança , Pandemias/prevenção & controle , Pneumonia Viral/epidemiologia , Pneumonia Viral/prevenção & controle , SARS-CoV-2 , Carga de Trabalho
15.
J Arthroplasty ; 35(1): 7-11, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31526700

RESUMO

BACKGROUND: For several years, many orthopedic surgeons have been performing total joint replacements in hospital outpatient departments (HOPDs) and more recently in ambulatory surgery centers (ASCs). In a recent shift, the Centers for Medicare and Medicaid Services began reimbursing for total knee replacement surgery in HOPDs. Some observers have expressed concerns over patient safety for the Medicare population particularly if Centers for Medicare and Medicaid Services extends the policy to include total hip replacement surgery and coverage in ASCs. METHODS: This study used a large claims database of non-Medicare patients to examine inpatient and outpatient total knee replacement and total hip replacement surgery performed on a near-elderly population during 2014-2016. We applied propensity score methods to match inpatients with ASC patients and HOPD patients with ASC patients adjusting for risk using the HHS Hierarchical Condition Categories risk adjustment model. We conducted statistical tests comparing clinical outcomes across the 3 settings and examined relative costs. RESULTS: Readmissions, postsurgical complications, and payments were lower for outpatients than for inpatients. Within outpatient settings, readmissions and postsurgical complications were lower in ASCs than in HOPDs but payments for ASC patients were higher than payments for HOPD patients. CONCLUSION: Our findings support the argument that outpatient total joint replacement is appropriate for select patients treated in both HOPDs and ASCs, although in the commercially insured population, the latter services may come at a cost. Until further study of outpatient total joint replacement in the Medicare population becomes available, how this will extrapolate to the Medicare population is unknown.


Assuntos
Procedimentos Cirúrgicos Ambulatórios , Artroplastia do Joelho , Idoso , Centers for Medicare and Medicaid Services, U.S. , Hospitais , Humanos , Medicare , Estados Unidos/epidemiologia
16.
Geriatrics (Basel) ; 4(4)2019 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-31581504

RESUMO

We compared inpatient postoperative complication rates between octogenarians and nonagenarians undergoing primary and revision total hip arthroplasty (THA). We used inpatient admission data from 2010-2014 from the Nationwide Inpatient Sample (NIS). We compared the rates at which nonagenarians and octogenarians developed each complication in the inpatient setting following both primary THA (PTHA) and revision THA (RTHA). A total of 40,944 inpatient admissions were included in our study which extrapolates to a national estimate of 199,793 patients. A total of 185,799 (93%) were octogenarians and 13,994 (7%) were nonagenarians. PTHA was performed on 155,669 (78%) and RTHA was performed on 44,124 (22%) of the patients. Nonagenarians undergoing PTHA required transfusions significantly more frequently (33.13% v. 24.0%, p < 0.001) and developed urinary tract infection (5.14% v. 3.92%, p = 0.012) and acute kidney injury (5.50% v. 3.57%, p < 0.001) significantly more frequently than octogenarians. Nonagenarians undergoing RTHA required transfusions significantly more frequently (51.43% v. 41.46%, p < 0.001) and developed urinary tract infection (19.66% v. 11.73%, p < 0.001), acute kidney injury (13.8% v. 9.66%, p < 0.001), pulmonary embolism (1.24% v. 0.67%, p = 0.031), postoperative infection (1.89% v. 1.11%, p = 0.023), sepsis (3.59% v. 2.43%, p = 0.021) and other postoperative shock (1.76% v. 1.06%, p = 0.036) significantly more frequently than octogenarians. Nonagenarians undergoing RTHA also had a significantly higher inpatient mortality rate (3.28% v. 1.43%, p < 0.001) than octogenarians. Orthopedic surgeons and primary care providers can use these findings to help counsel both their octogenarian and nonagenarian patients preoperatively when considering THA. Our analysis can help these patients better understand expected inpatient complication rates and assist them in deciding whether to pursue surgical intervention when applicable.

17.
J Orthop Trauma ; 33(3): 116-119, 2019 03.
Artigo em Inglês | MEDLINE | ID: mdl-30779723

RESUMO

OBJECTIVES: To report on the final displacement after in situ percutaneous pinning for Garden type 1 and 2 fractures in height, femoral neck fracture collapse, and loss of offset. DESIGN: Retrospectively reviewed case series. SETTING: Three Academic Medical Centers. Boston University Medical Center (Level 1 Trauma Center), Lahey Hospital and Medical Center (Level 2 Trauma Center), and Geisinger Medical Center (level 2 Trauma Center). PATIENTS/PARTICIPANTS: One hundred thirty skeletally mature patients with 130 fractures (78 garden 1 and 52 garden 2) who were treated between January 2000 and January 2014 at participating hospitals with percutaneous pinning with a cannulated screw system to successful union after sustaining an intracapsular femoral neck fracture without complete displacement. INTERVENTION: In situ percutaneous pinning with 3 cannulated, partially threaded screws in an inverted triangle orientation. MAIN OUTCOME MEASUREMENTS: Femoral neck fracture collapse (mm), femoral height shortening (mm), and femoral offset shortening (mm). RESULTS: A total of 130 patients (81F, 49M), average age 72 years, sustained 78 Garden 1 and 52 Garden 2 femoral neck fractures. Maximal collapse occurred in the plane of the femoral neck. Thirty-three of 78 (42%) Garden 1 fractures and 33/52 (63%) Garden 2 fractures demonstrated >10 mm fracture collapse. The range of displacements was 0-39 mm as measured along the plane of the femoral neck. CONCLUSIONS: Garden 1 fractures collapse less frequently than Garden 2 fractures, but both have high rates of fracture collapse when treated to union with in situ percutaneous pin fixation. LEVEL OF EVIDENCE: Therapeutic Level IV. See Instructions for Authors for a complete description of levels of evidence.


Assuntos
Redução Fechada/efeitos adversos , Fraturas do Colo Femoral/cirurgia , Colo do Fêmur/cirurgia , Fixação de Fratura/efeitos adversos , Fraturas por Compressão/etiologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Parafusos Ósseos , Feminino , Fraturas do Colo Femoral/fisiopatologia , Colo do Fêmur/fisiopatologia , Fixação de Fratura/métodos , Consolidação da Fratura , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos
18.
Sci Rep ; 8(1): 13650, 2018 09 12.
Artigo em Inglês | MEDLINE | ID: mdl-30209345

RESUMO

We present a study of multiple sclerosis segmentation algorithms conducted at the international MICCAI 2016 challenge. This challenge was operated using a new open-science computing infrastructure. This allowed for the automatic and independent evaluation of a large range of algorithms in a fair and completely automatic manner. This computing infrastructure was used to evaluate thirteen methods of MS lesions segmentation, exploring a broad range of state-of-theart algorithms, against a high-quality database of 53 MS cases coming from four centers following a common definition of the acquisition protocol. Each case was annotated manually by an unprecedented number of seven different experts. Results of the challenge highlighted that automatic algorithms, including the recent machine learning methods (random forests, deep learning, …), are still trailing human expertise on both detection and delineation criteria. In addition, we demonstrate that computing a statistically robust consensus of the algorithms performs closer to human expertise on one score (segmentation) although still trailing on detection scores.


Assuntos
Algoritmos , Imageamento por Ressonância Magnética/métodos , Esclerose Múltipla/diagnóstico por imagem , Esclerose Múltipla/diagnóstico , Tecido Parenquimatoso/diagnóstico por imagem , Feminino , Humanos , Interpretação de Imagem Assistida por Computador/métodos , Processamento de Imagem Assistida por Computador/métodos , Aprendizado de Máquina , Masculino , Esclerose Múltipla/patologia , Redes Neurais de Computação , Tecido Parenquimatoso/patologia , Estudos Retrospectivos
19.
Med Image Anal ; 44: 177-195, 2018 02.
Artigo em Inglês | MEDLINE | ID: mdl-29268169

RESUMO

INTRODUCTION: Automatic functional volume segmentation in PET images is a challenge that has been addressed using a large array of methods. A major limitation for the field has been the lack of a benchmark dataset that would allow direct comparison of the results in the various publications. In the present work, we describe a comparison of recent methods on a large dataset following recommendations by the American Association of Physicists in Medicine (AAPM) task group (TG) 211, which was carried out within a MICCAI (Medical Image Computing and Computer Assisted Intervention) challenge. MATERIALS AND METHODS: Organization and funding was provided by France Life Imaging (FLI). A dataset of 176 images combining simulated, phantom and clinical images was assembled. A website allowed the participants to register and download training data (n = 19). Challengers then submitted encapsulated pipelines on an online platform that autonomously ran the algorithms on the testing data (n = 157) and evaluated the results. The methods were ranked according to the arithmetic mean of sensitivity and positive predictive value. RESULTS: Sixteen teams registered but only four provided manuscripts and pipeline(s) for a total of 10 methods. In addition, results using two thresholds and the Fuzzy Locally Adaptive Bayesian (FLAB) were generated. All competing methods except one performed with median accuracy above 0.8. The method with the highest score was the convolutional neural network-based segmentation, which significantly outperformed 9 out of 12 of the other methods, but not the improved K-Means, Gaussian Model Mixture and Fuzzy C-Means methods. CONCLUSION: The most rigorous comparative study of PET segmentation algorithms to date was carried out using a dataset that is the largest used in such studies so far. The hierarchy amongst the methods in terms of accuracy did not depend strongly on the subset of datasets or the metrics (or combination of metrics). All the methods submitted by the challengers except one demonstrated good performance with median accuracy scores above 0.8.


Assuntos
Algoritmos , Processamento de Imagem Assistida por Computador/métodos , Neoplasias/diagnóstico por imagem , Tomografia por Emissão de Pósitrons/métodos , Teorema de Bayes , Lógica Fuzzy , Humanos , Aprendizado de Máquina , Redes Neurais de Computação , Imagens de Fantasmas , Valor Preditivo dos Testes , Sensibilidade e Especificidade
20.
Geriatrics (Basel) ; 4(1)2018 Dec 22.
Artigo em Inglês | MEDLINE | ID: mdl-31023971

RESUMO

We compared the inpatient postoperative complication rates between octogenarians and nonagenarians undergoing primary and revision total knee arthroplasty (TKA). We used the Nationwide Inpatient Sample (NIS) to analyze inpatient admission data from 2010⁻2014. We compared the rates at which nonagenarians and octogenarians developed each complication following both primary TKA (PTKA) and revision TKA (RTKA). A national estimate of 324,933 patients were included in our study. A total of 313,299 (96.42%) were octogenarians, and 11,634 (3.58%) were nonagenarians. 294,462 (90.62%) underwent PTKA, and 30,471 (9.38%) underwent RTKA. Nonagenarians undergoing PTKA had a higher inpatient mortality rate, and developed sepsis more frequently than octogenarians. Nonagenarians undergoing RTKA had a higher inpatient mortality rate, and developed cardiogenic shock more frequently than octogenarians. In both PTKA and RTKA, nonagenarians received transfusions more frequently, and developed urinary tract infection and acute kidney injury more frequently than octogenarians. In both PTKA and RTKA, nonagenarians sustained a higher inpatient mortality rate than octogenarians. Orthopedic surgeons should counsel nonagenarian patients undergoing both PTKA and RTKA preoperatively about this increased mortality risk, as well as the increased risks of more minor complications like transfusion, urinary tract infection, and acute kidney injury.

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