492 results on '"Murphy RF"'
Search Results
2. Unbiased Rare Event Sampling in Spatial Stochastic Systems Biology Models Using a Weighted Ensemble of Trajectories
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Donovan, RM, Tapia, JJ, Sullivan, DP, Faeder, JR, Murphy, RF, Dittrich, M, Zuckerman, DM, Donovan, RM, Tapia, JJ, Sullivan, DP, Faeder, JR, Murphy, RF, Dittrich, M, and Zuckerman, DM
- Abstract
The long-term goal of connecting scales in biological simulation can be facilitated by scale-agnostic methods. We demonstrate that the weighted ensemble (WE) strategy, initially developed for molecular simulations, applies effectively to spatially resolved cell-scale simulations. The WE approach runs an ensemble of parallel trajectories with assigned weights and uses a statistical resampling strategy of replicating and pruning trajectories to focus computational effort on difficult-to-sample regions. The method can also generate unbiased estimates of non-equilibrium and equilibrium observables, sometimes with significantly less aggregate computing time than would be possible using standard parallelization. Here, we use WE to orchestrate particle-based kinetic Monte Carlo simulations, which include spatial geometry (e.g., of organelles, plasma membrane) and biochemical interactions among mobile molecular species. We study a series of models exhibiting spatial, temporal and biochemical complexity and show that although WE has important limitations, it can achieve performance significantly exceeding standard parallel simulation—by orders of magnitude for some observables.
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- 2016
3. Special issue on molecular and cellular bioimaging
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Murphy, RF, Meijering, Erik, Danuser, G, and Radiology & Nuclear Medicine
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- 2005
4. 92. Capacity-limited metabolism of all-trans-retinoic add and the time course of enzyme induction of the non-human primate
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Adamson, PC, primary, Balis, FM, additional, Smith, MA, additional, Murphy, RF, additional, Godwin, KA, additional, Boylan, JF, additional, Gudas, LJ, additional, and Poplack, DG, additional
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- 1992
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5. 169. Phase I and pharmacokinetic evaluation of all-trans retinoic acid in pediatric patients and pharmacokinetic evaluation in the nonhuman primate
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Smith, MA, primary, Adamson, PC, additional, Baus, FM, additional, Aronson, L, additional, Murphy, RF, additional, Godwin, KA, additional, Feusner, J, additional, Hammond, GD, additional, and Poplack, DG, additional
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- 1992
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6. Bombesin stimulates proliferation of human breast cancer cells in culture
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Nelson, J, primary, Donnelly, M, additional, Walker, B, additional, Gray, J, additional, Shaw, C, additional, and Murphy, RF, additional
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- 1991
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7. Objective clustering of proteins based on subcellular location patterns.
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Chen X and Murphy RF
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- 2005
8. Synthesis of somatostatin by breast cancer cells and their inhibition by exogenous somatostatin and sandostatin.
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Nelson, J, Cremin, M, Murphy, RF, and Murphy, R F
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- 1989
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9. A chloroquine-resistant Swiss 3T3 cell line with a defect in late endocytic acidification
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Cain, CC and Murphy, RF
- Abstract
To investigate the role of acidification in cell proliferation, several cell lines resistant to chloroquine were isolated with the expectation that some would express altered endocytic acidification. The preliminary characterization of one of these lines, CHL60-64, is described. In contrast to endocytic mutants described previously, the initial phase of endocytic acidification, as measured by transferrin acidification, is normal in this cell line. However, a difference in subsequent endocytic acidification was observed in CHL60-64. In the parental cells, internalized dextran was fully acidified to approximately pH 5.5 within 1 h. In CHL60-64, the pH in the endocytic compartment was only 6.1 after 1 h and remained as high as 5.8 for at least 4 h. After an 8-h incubation, the pH decreased to 5.5, indicating that the second phase of acidification is only slowed in CHL60-64, and not blocked. Consistent with this retarded acidification, ATP-dependent acidification in vitro (as measured by acridine orange accumulation) was reduced in both the lysosomal fraction and the endosomal fraction isolated from CHL60-64. A decrease in the in vivo rate of acridine orange accumulation after perturbation with amine was also observed. In addition to amine resistance and defective acidification, CHL60-64 was found to be resistant to vacuolation in the presence of chloroquine and ammonium chloride, and was resistant to ouabain. Further studies on this new class of endocytosis mutant, in combination with existing mutants, should help to clarify the mechanisms responsible for the regulation of endocytic acidification.
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- 1988
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10. The use of perfused rat intestine to characterise the glucagon-like immunoreactivity released into serosal secretions following stimulation by glucose
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O'Connor Fa, Conlon Jm, Keith D. Buchanan, and Murphy Rf
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medicine.medical_specialty ,animal structures ,Endocrinology, Diabetes and Metabolism ,Clinical Biochemistry ,Stimulation ,Biochemistry ,Glucagon ,Antigen-Antibody Reactions ,Endocrinology ,Affinity chromatography ,Internal medicine ,Intestine, Small ,medicine ,Animals ,Glucagon-like immunoreactivity ,Rat intestine ,integumentary system ,biology ,Intestinal Secretions ,Chemistry ,Biochemistry (medical) ,General Medicine ,Peptide Fragments ,Rats ,Molecular Weight ,Perfusion ,Glucose ,embryonic structures ,biology.protein ,Female ,Antibody - Abstract
Isolated perfused intestine of rat was used to demonstrate the glucose-stimulated release of glucagon-like immunoreactivity (GLI) into serosal secretions. The released GLI was characterised using immunoaffinity chromatography on columns of immobilised antibodies specific for the N (residues 1 to 18) and for the C (residues 19-29) terminal portions of glucagon followed by gel-filtration. The immunoreactivity was present in a variety of molecular species. These include a large GLI which has a molecular weight about 12000 and binds to antibodies specific for the N-terminal portion of glucagon and two polypeptide fractions with molecular weight closer to that of glucagon. While one fraction of the small GLI boun both to antibodies specific for the C-terminal and N-terminal portions of glucagon the other bound only to the former antibodies. The relevance of these findings to the origins of circulating GLI and the possible precursor relationship between large and other forms of GLI is discussed.
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- 1979
11. Effect of continuous intravenous infusion of zidovudine (AZT) in children with symptomatic HIV infection
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Pizzo, PA, primary, Eddy, J, additional, Falloon, J, additional, Balis, FM, additional, Murphy, RF, additional, Moss, H, additional, Wolters, P, additional, Brouwers, P, additional, Jarosinski, P, additional, Rubin, M, additional, Broder, S, additional, Yarchoan, R, additional, Brunetti, A, additional, Maha, M, additional, Nusinoff-Lehrman, S, additional, and Poplack, DG, additional
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- 1989
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12. Response of human breast cancer cells to a combination of cytotoxic drugs and pharmacological concentrations of oestrogens
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Clarke, R, primary, van den Berg, HW, additional, and Murphy, RF, additional
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- 1986
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13. CytoSpatio: Learning cell type spatial relationships using multirange, multitype point process models.
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Chen H and Murphy RF
- Abstract
Recent advances in multiplexed fluorescence imaging have provided new opportunities for deciphering the complex spatial relationships among various cell types across diverse tissues. We introduce CytoSpatio, open-source software that constructs generative, multirange, and multitype point process models that capture interactions among multiple cell types at various distances simultaneously. On analyzing five cell types across five tissues, our software showed consistent spatial relationships within the same tissue type, with certain cell types like proliferating T cells consistently clustering across tissue types. It also revealed that the attraction-repulsion relationships between cell types like B cells and CD4-positive T cells vary with tissue type. CytoSpatio can also generate synthetic tissue structures that preserve the spatial relationships seen in training images, a capability not provided by previous descriptive, motif-based approaches. This potentially allows spatially realistic simulations of how cell relationships affect tissue biochemistry.
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- 2024
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14. 3DCellComposer - A Versatile Pipeline Utilizing 2D Cell Segmentation Methods for 3D Cell Segmentation.
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Chen H and Murphy RF
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Background: Cell segmentation is crucial in bioimage informatics, as its accuracy directly impacts conclusions drawn from cellular analyses. While many approaches to 2D cell segmentation have been described, 3D cell segmentation has received much less attention. 3D segmentation faces significant challenges, including limited training data availability due to the difficulty of the task for human annotators, and inherent three-dimensional complexity. As a result, existing 3D cell segmentation methods often lack broad applicability across different imaging modalities., Results: To address this, we developed a generalizable approach for using 2D cell segmentation methods to produce accurate 3D cell segmentations. We implemented this approach in 3DCellComposer, a versatile, open-source package that allows users to choose any existing 2D segmentation model appropriate for their tissue or cell type(s) without requiring any additional training. Importantly, we have enhanced our open source CellSegmentationEvaluator quality evaluation tool to support 3D images. It provides metrics that allow selection of the best approach for a given imaging source and modality, without the need for human annotations to assess performance. Using these metrics, we demonstrated that our approach produced high-quality 3D segmentations of tissue images, and that it could outperform an existing 3D segmentation method on the cell culture images with which it was trained., Conclusions: 3DCellComposer, when paired with well-trained 2D segmentation models, provides an important alternative to acquiring human-annotated 3D images for new sample types or imaging modalities and then training 3D segmentation models using them. It is expected to be of significant value for large scale projects such as the Human BioMolecular Atlas Program., Competing Interests: Competing interests The authors declare that they have no competing interests.
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- 2024
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15. Improved protein interaction models predict differences in complexes between human cell lines.
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Wilkins GR Jr, Lugo-Martinez J, and Murphy RF
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The interactions of proteins to form complexes play a crucial role in cell function. Data on protein-protein or pairwise interactions (PPI) typically come from a combination of sample separation and mass spectrometry. Since 2010, several extensive, high-throughput mass spectrometry-based experimental studies have dramatically expanded public repositories for PPI data and, by extension, our knowledge of protein complexes. Unfortunately, challenges of limited overlap between experiments, modality-oriented biases, and prohibitive costs of experimental reproducibility continue to limit coverage of the human protein assembly map, both underscoring the need for and spurring the development of relevant computational approaches. Here, we present a new method for predicting the strength of protein interactions. It addresses two important issues that have limited past PPI prediction approaches: incomplete feature sets and incomplete proteome coverage. For a given collection of protein pairs, we fused data from heterogeneous sources into a feature matrix and identified the minimal set of feature partitions for which a non-empty set of protein pairs had complete values. For each such feature partition, we trained a classifier to predict PPI probabilities. We then calculated an overall prediction for a given protein pair by weighting the probabilities from all models that applied to that pair. Our approach accurately identified known and highly probable PPI, far exceeding the performance of current approaches and providing more complete proteome coverage. We then used the predicted probabilities to assemble complexes using previously-described graph-based tools and clustering algorithms and again obtained improved results. Lastly, we used features for three human cell lines to predict PPI and complex scores and identified complexes predicted to differ between those cell lines.
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- 2024
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16. Are Child Access Prevention Laws Associated With Fewer Pediatric Firearm Injuries?
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Wilson EG, Gregoski MJ, Oddo ER, Barfield WR, Dow MA, Murphy RF, and Van Nortwick SS
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- Humans, Child, United States epidemiology, Male, Female, Adolescent, Child, Preschool, Databases, Factual, Infant, Retrospective Studies, Wounds, Gunshot epidemiology, Wounds, Gunshot prevention & control, Firearms legislation & jurisprudence
- Abstract
Objective: Firearm injuries are the leading cause of death for children in the United States. Child access prevention (CAP) laws have been passed in some states. This study examines characteristics of children with firearm injuries in states with different types of CAP laws., Methods: The Pediatric Health Information System database was reviewed to identify all pediatric firearm injury patients between 2016 and 2021. Hospital data were categorized based on state laws as (1) no CAP laws (2) some CAP laws or (3) strict CAP laws. CAP laws that specifically outlined criminal liability for the negligent storage of firearms were considered a strict restriction, whereas any other form of CAP law was considered some restriction. χ-squared and independent-samples median testing were performed to compare restriction levels., Results: Between 2016 and 2021, 12 853 firearm injuries were recorded in the Pediatric Health Information System database. In states with strict CAP laws, patients were significantly older (P < .001) and had a significantly higher household income (P < .001) compared with patients in states with no CAP laws. Gender, race, and the number of firearm injuries differed between the 3 restriction levels. There were less firearm injuries observed than expected in cities with strict CAP laws., Conclusions: CAP laws are associated with a higher age and household income of pediatric firearm injury patients. Given the disparities seen between cities, a federal CAP law may best protect children nationwide., Competing Interests: CONFLICT OF INTEREST DISCLOSURES: The authors have indicated they have no conflicts of interest relevant to this article to disclose., (Copyright © 2024 by the American Academy of Pediatrics.)
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- 2024
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17. Flexible and robust cell type annotation for highly multiplexed tissue images.
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Sun H, Yu S, Casals AM, Bäckström A, Lu Y, Lindskog C, Lundberg E, and Murphy RF
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Identifying cell types in highly multiplexed images is essential for understanding tissue spatial organization. Current cell type annotation methods often rely on extensive reference images and manual adjustments. In this work, we present a tool, Robust Image-Based Cell Annotator (RIBCA), that enables accurate, automated, unbiased, and fine-grained cell type annotation for images with a wide range of antibody panels, without requiring additional model training or human intervention. Our tool has successfully annotated over 1 million cells, revealing the spatial organization of various cell types across more than 40 different human tissues. It is open-source and features a modular design, allowing for easy extension to additional cell types.
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- 2024
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18. Incidence of Parental Requests to Discontinue Growth-Friendly Surgical Lengthening for Early Onset Scoliosis.
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Robertson E, Murphy RF, Anari JB, Emans JB, Sponseller PD, Samdani AF, Smith JT, Barfield WR, and Mooney JF 3rd
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Background: The STOP questionnaire was developed to document reasons for discontinuation of growth-friendly (GF) treatment in early onset scoliosis (EOS). This study investigated the incidence of parental request (PR) on the STOP questionnaire and compared clinical information and Early Onset Scoliosis 24-Item Questionnaire (EOSQ-24) scores of PR patients with those whose parents did not request discontinuation (non-parent request [NPR])., Materials and Methods: An international pediatric spine registry was queried for EOS patients with STOP questionnaires completed by their surgeon. Age at discontinuation, sex, and EOS etiology were recorded. GF device, number of surgical procedures, complications, STOP questionnaire reasons for discontinuation, and definitive treatment were recorded. EOSQ-24 scores and clinical information in the PR cohort were compared with the NPR cohort., Results: Data for 1326 patients were analyzed. PR was listed on the STOP questionnaires of 46 (3.5%) patients, completed at a mean age of 12 years (SD, 3.2 years). There were no statistical differences in number of procedures or complications when comparing the PR cohort with the NPR cohort. PR patients more frequently had neuromuscular EOS ( P =.002), more frequently were treated with magnetically controlled growing rods (33% vs 14%, P =.036), and more frequently were observed after GF discontinuation ( P =.628). EOSQ-24 scores for the PR cohort were significantly lower in most domains except pain/discomfort., Conclusion: For 3.5% of the EOS patients, PR was listed on the STOP questionnaire. They frequently had neuromuscular EOS and frequently were treated with magnetically controlled growing rods. Additionally, these patients had statistically lower EOSQ-24 scores across most domains. [ Orthopedics . 20XX;4X(X):XXX-XXX.].
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- 2024
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19. The Prevalence of Hip Dysplasia on Radiographs for Adolescent Idiopathic Scoliosis.
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Fowler H, Prior A, Gregoski MJ, Van Nortwick SS, Jones R, Ashy C, Dow MA, Galasso AC, Mooney JF 3rd, and Murphy RF
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- Humans, Female, Male, Adolescent, Prevalence, Retrospective Studies, Child, Scoliosis diagnostic imaging, Scoliosis epidemiology, Radiography methods, Hip Dislocation diagnostic imaging, Hip Dislocation epidemiology
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Background: During radiographic assessment of adolescent idiopathic scoliosis (AIS), upright images frequently capture the hip. The purpose of this study was to assess the prevalence of radiographic hip dysplasia on postero-anterior (PA) scoliosis radiographs, as defined as a lateral center edge angle (LCEA) ≤25 degrees., Methods: All patients with upright PA scoliosis radiographs over a one-year study period at a single tertiary academic medical center (2020 to 2021) were included in the study. Radiographs containing the hip joints were annotated by 3 reviewers for left and right LCEA, and triradiate cartilage (TRC) status. Inter-rater reliability was determined among the 3 reviewers., Results: Two hundred fifty patients {500 hips, 75.6% female, median age 14 [interquartile range (IQR)=3]} had PA scoliosis radiographs that captured the hip, which qualified for analysis. Seventy-four hips (14.8%) demonstrated evidence of dysplasia (LCEA ≤25 deg) in 55/250 patients (22%). The median LCEA was significantly lower in the dysplastic hip cohort (23.9 deg, IQR=4.8 deg), compared with those without dysplasia (33 deg IQR=7.3 deg; P =0.001). A higher percentage of dysplastic hip patients were female than male (72.7% vs. 27.3%). Patients with bilateral dysplasia had a similar LCEA ( 22.9 deg) [to those with unilateral dysplasia (22.9 deg left, 23.9 deg right, P =0.689)]., Conclusions: In a cohort of 250 AIS patients, 22% demonstrated evidence of hip dysplasia, as defined as an LCEA ≤2 degrees. The dysplastic patients were more likely to be female. Screening for hip symptomatology in AIS patients may be of benefit, considering the frequency of radiographic hip dysplasia in this population., Level of Evidence: III. Type of Evidence: diagnostic., Competing Interests: The authors declare no conflicts of interest., (Copyright © 2024 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2024
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20. A multicenter evaluation of the time and travel burden on families with children treated for early-onset scoliosis.
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McFadden RJ, Hauth L, Gregoski M, Anari JB, Brooks JT, Sawyer JR, Marshall M, and Murphy RF
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- Humans, Female, Male, Child, Preschool, Child, Travel economics, Time Factors, Spinal Fusion economics, Age of Onset, Scoliosis surgery, Scoliosis economics, Cost of Illness
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Purpose: Patients who undergo growth-friendly (GF) treatment for early-onset scoliosis (EOS) undergo multiple clinical and surgical encounters. We sought to quantify the associated temporal and travel burden and estimate subsequent cost., Methods: Four centers in an international study group combined data on EOS patients who underwent surgical GF treatment from 2006 to 2021. Data collected included demographics, scoliosis etiology, GF implant, encounter type, and driving distance. We applied 2022 IRS and BLS data or $0.625/mile and $208.2/day off work to calculate a relative financial burden., Results: A total of 300 patients were analyzed (55% female). Etiologies were: congenital (33.3%), idiopathic (18.7%), neuromuscular (30.7%), and syndromic (17.3%). The average age at the index procedure was 5.5 years. For the 300 patients, 5899 encounters were recorded (average 18 encounters/patient). Aggregate encounter types were 2521 clinical office encounters (43%), 2045 surgical lengthening encounters (35%), 1157 magnetic lengthening encounters (20%), 149 spinal fusions (3%), and 27 spinal fusion revisions (0.5%). When comparing patients by scoliosis etiology or by GF implant type, no significant differences were noted in the total number of encounters or average travel distance. Patients traveled a median round trip distance of 158 miles/encounter between their homes and treating institutions (range 2.4-5654 miles), with a cumulative median distance of 2651 miles for the entirety of their treatment (range 29-90,552 miles), at an estimated median cost of $1656.63. The mean number of days off work was 18 (range 3-75), with an associated loss of $3643.50 in income., Conclusion: Patients with EOS averaged 18 encounters for GF surgical treatment. These patients and their families traveled a median distance of 158 miles/encounter, with an estimated combined mileage and loss of income of $5300., (© 2024. The Author(s), under exclusive licence to Scoliosis Research Society.)
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- 2024
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21. Development of Consensus-Based Best Practice Guidelines for the Perioperative and Postoperative Care of Pediatric Patients With Spinal Deformity and Programmable Implanted Devices.
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Truong WH, Matsumoto H, Brooks JT, Guillaume TJ, Andras LM, Cahill PJ, Fitzgerald RE, Li Y, Ramo BA, Soumekh B, Blakemore LC, Carter C, Christie MR, Cortez D, Dimas VV, Hardesty CK, Javia LR, Kennedy BC, Kim PD, Murphy RF, Perra JH, Polly DW Jr, Sawyer JR, Snyder B, Sponseller PD, Sturm PF, Yaszay B, Feyma T, and Morgan SJ
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- Humans, Child, Consensus, Scoliosis surgery, Practice Guidelines as Topic standards, Delphi Technique, Perioperative Care methods, Perioperative Care standards, Postoperative Care standards, Postoperative Care methods
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Study Design: Modified Delphi consensus study., Objective: To develop consensus-based best practices for the care of pediatric patients who have implanted programmable devices (IPDs) and require spinal deformity surgery., Summary of Background Data: Implanted programmable devices (IPDs) are often present in patients with neuromuscular or syndromic scoliosis who require spine surgery. Guidelines for monitoring and interrogating these devices during the perioperative period are not available., Methods: A panel was assembled consisting of 25 experts (i.e., spinal deformity surgeons, neurosurgeons, neuroelectrophysiologists, cardiologists, and otolaryngologists). Initial postulates were based on a literature review and results from a prior survey. Postulates addressed the following IPDs: vagal nerve stimulators (VNS), programmable ventriculoperitoneal shunts (VPS), intrathecal baclofen pumps (ITBP), cardiac pacemakers and implantable cardioverter-defibrillators (ICD), deep brain stimulators (DBS), and cochlear implants. Cardiologist and otolaryngologist participants responded only to postulates on cardiac pacemakers or cochlear implants, respectively. Consensus was defined as ≥80% agreement, items that did not reach consensus were revised and included in subsequent rounds. A total of 3 survey rounds and 1 virtual meeting were conducted., Results: Consensus was reached on 39 total postulates across 6 IPD types. Postulates addressed general spine surgery considerations, the use of intraoperative monitoring and cautery, the use of magnetically controlled growing rods (MCGRs), and the use of an external remote controller to lengthen MCGRs. Across IPD types, consensus for the final postulates ranged from 94.4% to 100%. Overall, experts agreed that MCGRs can be surgically inserted and lengthened in patients with a variety of IPDs and provided guidance for the use of intraoperative monitoring and cautery, which varied between IPD types., Conclusion: Spinal deformity correction surgery often benefits from the use of intraoperative monitoring, monopolar and bipolar cautery, and MCGRs. The final postulates from this study can inform the perioperative and postoperative practices of spinal deformity surgeons who treat patients with both scoliosis and IPDs., Level of Evidence: V-Expert opinion., Competing Interests: J.T.B. has consulted for Orthopediatrics Corporation, Medtronic, Inc., and Medical Devices Business Services, Inc. T.J.G. has consulted for NuVasive. L.M.A. has consulted/served as a speaker for Medtronic, Inc. and NuVasive. R.E.F. has consulted for Medical Devices Business Services, Inc. L.Y. has consulted for Medtronic, Inc. L.C.B. has consulted for Stryker Corp., Medtronic, Inc., and SeaSpine Orthopedics Corp. C.K.H. has consulted/served as a speaker for Medtronic, Inc. V.V.D. is a proctor and consultant for the following companies: Medtronic, Inc., Edwards Lifesciences, B. Braun and Abbott Vascular. J.H.P. received royalties/license fees and is a consultant for Medtronic, Inc. D.W.P. received royalties/license fees and has consulted for SI-BONE. He has also consulted for Globus Medical, Inc. J.R.S. has consulted for Orthopediatrics and Medtronic, Inc. P.D.S. received royalties/license fees from Globus Medical and has served as a consultant for the following companies: Medical Devices Business Services, Inc., Orthopediatrics, and NuVasive. P.F.S. has consulted for NuVasive. B.Y. received royalties/license fees from NuVasive, Stryker Corp, and Globus Medical. He has also consulted for Stryker, Pacira Pharmaceuticals Inc., Medical Device Business Services, Inc., and Orthopediatrics Corp. The remaining authors report no conflicts of interest., (Copyright © 2024 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2024
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22. Image-based discrimination of the early stages of mesenchymal stem cell differentiation.
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Hoffman J, Zheng S, Zhang H, Murphy RF, and Dahl KN
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- Humans, Cell Nucleus metabolism, Actins metabolism, Image Processing, Computer-Assisted methods, Deep Learning, Neural Networks, Computer, Cells, Cultured, Chromatin metabolism, Mesenchymal Stem Cells metabolism, Mesenchymal Stem Cells cytology, Cell Differentiation physiology
- Abstract
Mesenchymal stem cells (MSCs) are self-renewing, multipotent cells, which can be used in cellular and tissue therapeutics. MSCs cell number can be expanded in vitro, but premature differentiation results in reduced cell number and compromised therapeutic efficacies. Current techniques fail to discriminate the "stem-like" population from early stages (12 h) of differentiated MSC population. Here, we imaged nuclear structure and actin architecture using immunofluorescence and used deep learning-based computer vision technology to discriminate the early stages (6-12 h) of MSC differentiation. Convolutional neural network models trained by nucleus and actin images have high accuracy in reporting MSC differentiation; nuclear images alone can identify early stages of differentiation. Concurrently, we show that chromatin fluidity and heterochromatin levels or localization change during early MSC differentiation. This study quantifies changes in cell architecture during early MSC differentiation and describes a novel image-based diagnostic tool that could be widely used in MSC culture, expansion and utilization., Competing Interests: Conflicts of interests: The authors declare no financial conflict of interest.
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- 2024
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23. Expanding the coverage of spatial proteomics: a machine learning approach.
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Sun H, Li J, and Murphy RF
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- Proteomics methods, Machine Learning
- Abstract
Motivation: Multiplexed protein imaging methods use a chosen set of markers and provide valuable information about complex tissue structure and cellular heterogeneity. However, the number of markers that can be measured in the same tissue sample is inherently limited., Results: In this paper, we present an efficient method to choose a minimal predictive subset of markers that for the first time allows the prediction of full images for a much larger set of markers. We demonstrate that our approach also outperforms previous methods for predicting cell-level protein composition. Most importantly, we demonstrate that our approach can be used to select a marker set that enables prediction of a much larger set than could be measured concurrently., Availability and Implementation: All code and intermediate results are available in a Reproducible Research Archive at https://github.com/murphygroup/CODEXPanelOptimization., (© The Author(s) 2024. Published by Oxford University Press.)
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- 2024
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24. Learning Morphological, Spatial, and Dynamic Models of Cellular Components.
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Sun H and Murphy RF
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- Image Processing, Computer-Assisted methods, Models, Biological, Humans, Computer Simulation, Organelles metabolism, Software
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In this chapter, we describe protocols for using the CellOrganizer software on the Jupyter Notebook platform to analyze and model cell and organelle shape and spatial arrangement. CellOrganizer is an open-source system for using microscope images to learn statistical models of the structure of cell components and how those components are organized relative to each other. Such models capture the statistical variation in the organization of cellular components by jointly modeling the distributions of their number, shape, and spatial distributions. These models can be created for different cell types or conditions and compared to reflect differences in their spatial organizations. The models are also generative, in that they can be used to synthesize new cell instances reflecting what a model learned and to provide well-structured cell geometries that can be used for biochemical simulations., (© 2024. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.)
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- 2024
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25. Intraoperative Radiation Exposure in Adolescent Idiopathic and Neuromuscular Scoliosis.
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Fares N, Levey ST, Ashy C, McFadden R, Barfield W, Murphy RF, Dow MA, and Van Nortwick SS
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- Humans, Adolescent, Female, Child, Retrospective Studies, Fluoroscopy methods, Treatment Outcome, Scoliosis diagnostic imaging, Scoliosis surgery, Pedicle Screws, Radiation Exposure, Kyphosis, Spinal Fusion methods
- Abstract
Background: Intraoperative imaging is often used to aid pedicle screw placement during scoliosis operations. Higher rates of cancer and death have been observed in orthopaedic surgeons and radiation technologists, including a fourfold higher rate of breast cancer in female orthopaedic surgeons. The purpose of this study was to evaluate variability in intraoperative radiation during spinal fusions for both adolescent idiopathic scoliosis (AIS) and neuromuscular scoliosis (NMS)., Methods: A retrospective review of posterior spinal fusion and segmental spinal instrumentation for scoliosis performed by pediatric orthopaedic surgeons from 2017 to 2019 at a single institution was performed. Inclusion criteria included: a diagnosis of AIS or NMS and patients between 8 and 18 years of age. Exclusion criteria included: revision surgery, use of intraoperative navigation, and patients younger than 10 at the time of scoliosis onset within the AIS cohort. Data collected included: preoperative curve, body mass index (BMI), number of levels fused, number of Ponte osteotomies, and fluoroscopy time. One-way analysis of variance tests, Bonferroni post hoc tests, independent t tests, and Pearson correlations were utilized with significance determined at the 95% confidence level ( a = 0.05)., Results: A total of 148 patients were included in the study. The average fluoroscopy time was 143 ± 67 seconds. Patients with NMS had higher average fluoroscopy times (193 ± 75 s) compared with patients with AIS (129 ± 58 s, P < 0.001). In patients with AIS, fluoroscopy time correlated to the patient's preoperative curve ( r = 0.182, P = 0.050). Patients with AIS with fewer than 12 levels fused had significantly less radiation exposure than those with 12 or more levels fused ( P = 0.01). When controlling for the number of levels fused, patients with AIS with higher BMIs had significantly greater fluoroscopy times ( P = 0.001). In patients with NMS, fluoroscopy time negatively correlated with BMI ( r = -0.459, P = 0.009) and positively correlated with a preoperative curve ( r = 0.475, P = 0.007)., Conclusion: Fluoroscopy times vary greatly during adolescent spinal fusions for scoliosis. Longer fluoroscopy times are correlated with: NMS diagnosis, larger preoperative curve, BMI, and number of levels fused. Surgeons' knowledge of factors affecting fluoroscopy time will increase awareness and may be the first step in decreasing intraoperative radiation risks., Level of Evidence: Level III; Therapeutic-a retrospective study., Competing Interests: The authors declare no conflicts of interest., (Copyright © 2023 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2024
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26. Five Inhibitory Receptors Display Distinct Vesicular Distributions in Murine T Cells.
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Lu J, Veler A, Simonetti B, Raj T, Chou PH, Cross SJ, Phillips AM, Ruan X, Huynh L, Dowsey AW, Ye D, Murphy RF, Verkade P, Cullen PJ, and Wülfing C
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- Mice, Animals, CTLA-4 Antigen metabolism, Carrier Proteins metabolism, Immunotherapy, T-Lymphocytes, Neoplasms metabolism
- Abstract
T cells can express multiple inhibitory receptors. Upon induction of T cell exhaustion in response to a persistent antigen, prominently in the anti-tumor immune response, many are expressed simultaneously. Key inhibitory receptors are CTLA-4, PD-1, LAG3, TIM3, and TIGIT, as investigated here. These receptors are important as central therapeutic targets in cancer immunotherapy. Inhibitory receptors are not constitutively expressed on the cell surface, but substantial fractions reside in intracellular vesicular structures. It remains unresolved to which extent the subcellular localization of different inhibitory receptors is distinct. Using quantitative imaging of subcellular distributions and plasma membrane insertion as complemented by proximity proteomics and biochemical analysis of the association of the inhibitory receptors with trafficking adaptors, the subcellular distributions of the five inhibitory receptors were discrete. The distribution of CTLA-4 was most distinct, with preferential association with lysosomal-derived vesicles and the sorting nexin 1/2/5/6 transport machinery. With a lack of evidence for the existence of specific vesicle subtypes to explain divergent inhibitory receptor distributions, we suggest that such distributions are driven by divergent trafficking through an overlapping joint set of vesicular structures. This extensive characterization of the subcellular localization of five inhibitory receptors in relation to each other lays the foundation for the molecular investigation of their trafficking and its therapeutic exploitation.
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- 2023
- Full Text
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27. A Comparative Analysis of Revision Surgery Before or After 2 Years After Graduation From Growth-friendly Surgery for Early Onset Scoliosis.
- Author
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Prior A, Hardesty CK, Emans JB, Thompson GH, Sponseller PD, Smith JT, Skaggs DL, Vaughan M, Barfield WR, and Murphy RF
- Subjects
- Child, Humans, Reoperation, Retrospective Studies, Spine surgery, Prostheses and Implants, Treatment Outcome, Scoliosis diagnostic imaging, Scoliosis surgery, Scoliosis etiology, Spinal Fusion adverse effects
- Abstract
Introduction: After discontinuation of growth-friendly (GF) surgery for early onset scoliosis, patients are termed graduates: they undergo a spinal fusion, are observed after final lengthening with GF implant maintenance, or are observed after GF implant removal. The purpose of this study was to compare the rates of and reasons for revision surgery in two cohorts of GF graduates: before or after 2 years of follow-up from graduation., Methods: A pediatric spine registry was queried for patients who underwent GF spine surgery with a minimum of 2 years of follow-ups after graduation by clinical and/or radiographic evidence. Scoliosis etiology, graduation strategy, number of, and reasons for revision surgery were queried., Results: There were 834 patients with a minimum of 2-year follow-up after graduation who were analyzed. There were 241 (29%) congenital, 271 (33%) neuromuscular, 168 (20%) syndromic, and 154 (18%) idiopathic. 803 (96%) had traditional growing rod/vertical expandable titanium rib as their GF construct and 31 (4%) had magnetically controlled growing rod. Five hundred ninety-six patients (71%) underwent spinal fusion at graduation, 208 (25%) had GF implants retained, and 30 (4%) had GF implants removed.In the entire cohort, there were 108/834 (13%) patients who underwent revision surgery. Of the revisions, 71/108 (66%) occurred as acute revisions (ARs) between 0 and 2 years from graduation (mean 0.6 y), and the most common AR indication was infection (26/71, 37%). The remaining 37/108 (34%) patients underwent delayed revision (DR) surgery >2 years (mean 3.8 y) from graduation, and the most common DR indication was implant issues (17/37, 46%).Graduation strategy affected revision rates. Of the 596 patients with spinal fusion as a graduation strategy, 98/596 (16%) underwent revision, compared with only 8/208 (4%) patients who had their GF implants retained, and 2/30 (7%) that had their GF implants removed ( P ≤ 0.001).A significantly higher percentage of the ARs had a spinal fusion as the graduation strategy (68/71, 96%) compared with 30/37 DRs, (81%, P = 0.015). In addition, the 71 patients who underwent AR undergo more revision surgeries (mean: 2, range: 1 to 7) than 37 patients who underwent DR (mean: 1, range: 1 to 2) ( P = 0.001)., Conclusion: In this largest reported series of GF graduates to date, the overall risk of revision was 13%. Patients who undergo a revision at any time, as well as ARs in particular, are more likely to have a spinal fusion as their graduation strategy. Patients who underwent AR, on average, undergo more revision surgeries than patients who underwent DR., Level of Evidence: Level III, comparative., Competing Interests: C.K.H.: Medtronic—Paid consultant; Orthopediatrics—Paid consultant. J.B.E.: Biomet—Paid consultant; DePuy, A Johnson & Johnson Company—IP royalties; Johnson & Johnson—Paid consultant; Journal of Children’s Orthopedics—Editorial or governing board. G.H.T.: Executive Committee Growing Spine Founding—Board or committee member; Journal of Pediatric Orthopedics—Editorial or governing board; Orthopediatrics —IP royalties, Paid consultant, Stock or stock options; Orthopediatrics—Travel expenses and per diem financial or material support; Scoliosis Research Society—Board or committee member; Shriner’s Hospital for Children—Executive Committee and Medical Advisory Board Member; Shriner’s Hospital for Children—Salary as Interim Chief Medical Officer; Societe Internationale de Chirurgie Orthopedique et de Traumatologie—Board or committee member; Wolters Kluwer Health, Lippincott Williams & Wilkins—Publishing royalties. P.D.S.: DePuy, A Johnson & Johnson Company – IP royalties, Paid consultant, Research support, Globus Medical – IP royalties, Journal of Bone and Joint Surgery—Editorial or governing board; Journal of Bone and Joint Surgery, American—Publishing royalties; Orthopediatrics—Financial or material support; Scoliosis Research Society—Board or committee member. J.T.S.: Biomet—Paid consultant; Children’s Spine Foundation—Board of Directors; DePuy, A Johnson & Johnson Company—Paid consultant; Globus Medical—IP royalties, Paid consultant; GS Medical—Paid consultant; Missonix—Paid presenter or speaker; Nuvasive—Paid consultant; Scoliosis Research Society—Board or committee member; Wishbone Medical—Paid consultant. D.L.S.: CHLA Foundation—Board or committee member; Grand Rounds—Paid consultant; Green Sun Medical—Stock or stock options; Growing Spine Foundation—Board or committee member; Growing Spine Study Group—Board or committee member; Journal of Children’s Orthopaedics—Editorial or governing board; Nuvasive – Research support (paid to Growing Spine Foundation); Orthobullets—Editorial or governing board, Paid consultant; Stock or stock options; Orthopedics Today—Editorial or governing board; Spine Deformity—Editorial or governing board; Wolters Kluwer Health—Publishing royalties; ZimmerBiomet—IP royalties, Financial or material support, Paid consultant, Paid presenter or speaker; Zipline Medical, Inc.—Stock or stock options. R.F.M.: Globus Medical—Paid consultant; Pediatric Orthopaedic Society of North America—Board or committee member; Scoliosis Research Society—Board or committee member. The remaining authors declare no conflicts of interest., (Copyright © 2023 Wolters Kluwer Health, Inc. All rights reserved.)
- Published
- 2023
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28. Five inhibitory receptors display distinct vesicular distributions in T cells.
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Lu J, Veler A, Simonetti B, Raj T, Chou PH, Cross SJ, Phillips AM, Ruan X, Huynh L, Dowsey AW, Ye D, Murphy RF, Verkade P, Cullen PJ, and Wülfing C
- Abstract
T cells can express multiple inhibitory receptors. Upon induction of T cell exhaustion in response to persistent antigen, prominently in the anti-tumor immune response, many are expressed simultaneously. Key inhibitory receptors are CTLA-4, PD-1, LAG3, TIM3 and TIGIT, as investigated here. These receptors are important as central therapeutic targets in cancer immunotherapy. Inhibitory receptors are not constitutively expressed on the cell surface, but substantial fractions reside in intracellular vesicular structures. It remains unresolved to which extent the subcellular localization of different inhibitory receptors is distinct. Using quantitative imaging of subcellular distributions and plasma membrane insertion as complemented by proximity proteomics and a biochemical analysis of the association of the inhibitory receptors with trafficking adaptors, the subcellular distributions of the five inhibitory receptors were discrete. The distribution of CTLA-4 was most distinct with preferential association with lysosomal-derived vesicles and the sorting nexin 1/2/5/6 transport machinery. With a lack of evidence for the existence of specific vesicle subtypes to explain divergent inhibitory receptor distributions, we suggest that such distributions are driven by divergent trafficking through an overlapping joint set of vesicular structures. This extensive characterization of the subcellular localization of five inhibitory receptors in relation to each other lays the foundation for the molecular investigation of their trafficking and its therapeutic exploitation., Competing Interests: Conflicts of Interest The authors declare no conflict of interest.
- Published
- 2023
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- View/download PDF
29. Basal body organization and cell geometry during the cell cycle in Tetrahymena thermophila .
- Author
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Sun H, Soh AWJ, Mitchell LE, Pearson CG, and Murphy RF
- Subjects
- Basal Bodies metabolism, Cell Cycle, Cell Division, Cell Movement, Cilia metabolism, Tetrahymena thermophila metabolism, Tetrahymena
- Abstract
Tetrahymena thermophila possesses arrays of motile cilia that promote fluid flow for cell motility. These consist of intricately organized basal bodies (BBs) that nucleate and position cilia at the cell cortex. Tetrahymena cell geometry and spatial organization of BBs play important roles in cell size, swimming, feeding, and division. How cell geometry and BB organization are established and maintained remains poorly understood, and prior studies have been limited due to difficulties in accurate BB identification and small sample size. We therefore developed an automated image processing pipeline that segments single cells, distinguishes unique BB populations, assigns BBs into distinct ciliary rows, and distinguishes new from mature BBs. We identified unique features to describe the variation of cell shape and BB spatial organization in unsynchronized single-cell images. The results reveal asymmetries in BB distribution and ingression of the cytokinetic furrow within the cell. Moreover, we establish novel spatial and temporal waves in new BB assembly through the cell cycle. Finally, we used measurements from single cells across the cell cycle to construct a generative model that allows synthesis of movies depicting single cells progressing through the cell cycle. Our approach is expected to be of particular value for characterizing Tetrahymena mutants.
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- 2023
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30. Evaluation of cell segmentation methods without reference segmentations.
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Chen H and Murphy RF
- Abstract
Cell segmentation is a cornerstone of many bioimage informatics studies, and inaccurate segmentation introduces error in downstream analysis. Evaluating segmentation results is thus a necessary step for developing segmentation methods as well as for choosing the most appropriate method for a particular type of sample. The evaluation process has typically involved comparison of segmentations with those generated by humans, which can be expensive and subject to unknown bias. We present here an approach to evaluating cell segmentation methods without relying upon comparison to results from humans. For this, we defined a number of segmentation quality metrics that can be applied to multichannel fluorescence images. We calculated these metrics for 14 previously described segmentation methods applied to datasets from four multiplexed microscope modalities covering five tissues. Using principal component analysis to combine the metrics, we defined an overall cell segmentation quality score and ranked the segmentation methods. We found that two deep learning-based methods performed the best overall, but that results for all methods could be significantly improved by postprocessing to ensure proper matching of cell and nuclear masks. Our evaluation tool is available as open source and all code and data are available in a Reproducible Research Archive.
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- 2023
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31. Definition of Tweener: Consensus Among Experts in Treating Early-onset Scoliosis.
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Quan T, Matsumoto H, Bonsignore-Opp L, Ramo B, Murphy RF, Brooks JT, Welborn MC, Emans JB, Anari JB, Johnston CE, Akbarnia BA, McCarthy R, Flynn J, Sawyer JR, Vitale MG, and Roye BD
- Subjects
- Male, Female, Humans, Infant, Child, Consensus, Surveys and Questionnaires, Expert Testimony, Scoliosis diagnosis, Scoliosis surgery, Surgeons
- Abstract
Background: The term "Tweener" is colloquially used to refer to early-onset scoliosis (EOS) patients whose age and development make them candidates for multiple surgical options. The purpose of this study was to establish expert consensus on a definition to formally characterize the Tweener population., Methods: A 3-round survey of surgeons in an international EOS study group was conducted. Surgeons were provided with various patient characteristics and asked if each was part of their definition for Tweener patients. Responses were analyzed for consensus (≥70%), near-consensus (60% to 69%), and no consensus (<60%)., Results: Consensus was reached (89% of respondents) for including chronological age in the Tweener definition; 8 to 10 years for females and 9 to 11 years for males. Surgeons agreed for inclusion of Sanders score, particularly Sanders 2 (86.0%). Patients who have reached Sanders 4, postmenarche, or have closed triradiate cartilage should not be considered Tweeners. Bone age range of 8 years and 10 months to 10 years and 10 months for females (12 y for males) could be part of the Tweener definition., Conclusions: This study suggests that the Tweener definition could be the following: patients with open triradiate cartilage who are not postmenarche and have not reached Sanders 4, and if they have one of the following: Sanders 2 or chronological age 8 to 10 years for females (9 to 11 y for males) or bone age 8 years and 10 months to 10 years and 10 months for females (12 y for males). This definition will allow for more focused and comparative research on this population., Level of Evidence: Level V-expert opinion., Competing Interests: B.A.A. reports personal fees from DePuy Spine, NuVasive, and Stryker Spine outside the submitted work. J.B.A. reports personal fees from Johnson and Johnson outside the submitted work. J.T.B. reports grants from POSNA and personal fees from Orthopediatrics and Depuy Synthes outside the submitted work. J.B.E. reports personal fees from Zimmer/Biomet outside the submitted work. J.R.S. reports personal fees from Elsevier, Orthopediatrics, Medtronic Spine, and Depuy Synthes outside the submitted work. J.F. reports personal fees from The Research Grants Council of Hong Kong, American Society for Bone and Mineral Research, Biomet, Wolters Kluwer Health-Lippincott Williams and Wilkins, and leadership in American Board of Orthopaedic Surgery outside the submitted work. C.E.J. reports personal fees from Medtronic, Elsevier, and Shriners Hospital Montreal PQ outside the submitted work. R.F.M. reports personal fees from Globus Medical and Stryker outside the submitted work. R.M. reports personal fees from Medtronic and Orthopediatrics outside the submitted work. B.R. reports personal fees from Elsevier Publishing, grants from Pediatric Orthopaedic Society of North America and Orthopaedic Research and Education Foundation outside the submitted work. M.C.W. reports grants or contracts from Zimmer Biomet, POSNA, and Shriners Hospital for Children, personal fees from Zimmer Biomet Spine, Depuy Synthes Spine, Nuvasive Spine, Stryker/K2M Spine, CHOP FDA course, Samaritan Health Services Grand Rounds, Saint Alphonsus Grand Rounds, and Peace Health Grand Rounds, leadership in PSSG, SRS, POSNA, and Shriners Spine Surgeon Study Group outside the submitted work. H.M. reports personal fees from Pediatric Spine Foundation, grants from Scoliosis Research Society, grants from Pediatric Orthopaedic Society of North America outside the submitted work. M.G.V. reports nonfinancial support from Pediatric Spine Foundation, during the conduct of the study; grants from Setting Scoliosis Straight Foundation, grants and other from Children’s Spine Foundation, grants from Orthopaedic Scientific Research Foundation, grants and other from POSNA, other from OMeGA, personal fees from Stryker, personal fees from Biomet, personal fees from Nuvasive outside of the submitted work. B.D.R. reports grants from Pediatric Orthopaedic Society of North America, Orthopaedic Scientific Research Foundation, and Scoliosis Research Society outside the submitted work. Pediatric Spine Study Group reports support from Zimmer Biomet, DePuy Synthes Spine, Pediatric Spine Foundation, OrthoPediatrics, Nuvasive, Medtronic, Globus Medical Inc., and Stryker during the conduct of the study. The remaining authors declare no conflicts of interest., (Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2023
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32. Improving and evaluating deep learning models of cellular organization.
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Sun H, Fu X, Abraham S, Jin S, and Murphy RF
- Subjects
- Organelles, Image Processing, Computer-Assisted methods, Deep Learning
- Abstract
Motivation: Cells contain dozens of major organelles and thousands of other structures, many of which vary extensively in their number, size, shape and spatial distribution. This complexity and variation dramatically complicates the use of both traditional and deep learning methods to build accurate models of cell organization. Most cellular organelles are distinct objects with defined boundaries that do not overlap, while the pixel resolution of most imaging methods is n sufficient to resolve these boundaries. Thus while cell organization is conceptually object-based, most current methods are pixel-based. Using extensive image collections in which particular organelles were fluorescently labeled, deep learning methods can be used to build conditional autoencoder models for particular organelles. A major advance occurred with the use of a U-net approach to make multiple models all conditional upon a common reference, unlabeled image, allowing the relationships between different organelles to be at least partially inferred., Results: We have developed improved Generative Adversarial Networks-based approaches for learning these models and have also developed novel criteria for evaluating how well synthetic cell images reflect the properties of real images. The first set of criteria measure how well models preserve the expected property that organelles do not overlap. We also developed a modified loss function that allows retraining of the models to minimize that overlap. The second set of criteria uses object-based modeling to compare object shape and spatial distribution between synthetic and real images. Our work provides the first demonstration that, at least for some organelles, deep learning models can capture object-level properties of cell images., Availability and Implementation: http://murphylab.cbd.cmu.edu/Software/2022_insilico., Supplementary Information: Supplementary data are available at Bioinformatics online., (© The Author(s) 2022. Published by Oxford University Press.)
- Published
- 2022
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33. Contraindications to magnetically controlled growing rods: consensus among experts in treating early onset scoliosis.
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Matsumoto H, Sinha R, Roye BD, Ball JR, Skaggs KF, Brooks JT, Welborn MC, Emans JB, Anari JB, Johnston CE, Akbarnia BA, Vitale MG, and Murphy RF
- Subjects
- Child, Humans, Spine surgery, Cohort Studies, Contraindications, Scoliosis surgery, Kyphosis
- Abstract
Purpose: The purpose of this study was to describe contraindications to the magnetically controlled growing rod (MCGR) in patients with early onset scoliosis (EOS) by establishing consensus amongst expert surgeons who treat these patients frequently., Methods: Nine pediatric spine surgeons from an international EOS study group participated in semi-structured interviews via email to identify factors that influence decision making in the use of MCGR. A 39-question survey was then developed to specify these factors as contraindications for MCGR-these included patient age and size, etiology, medical comorbidities, coronal and sagittal curve profiles, and skin and soft tissue characteristics. Pediatric spine surgeons from the EOS international study group were invited to complete the survey. A second 29-item survey was created to determine details and clarify results from the first survey. Responses were analyzed for consensus (> 70%), near consensus (60-69%), and no consensus/variability (< 60%) for MCGR contraindication., Results: 56 surgeons of 173 invited (32%) completed the first survey, and 64 (37%) completed the second survey. Responders had a mean of over 15 years in practice (range 1-45) with over 6 years of experience with using MCGR (range 2-12). 71.4% of respondents agreed that patient size characteristics should be considered as contraindications, including BMI (81.3%) and spinal height (84.4%), although a specific BMI range or a specific minimum spinal height were not agreed upon. Among surgeons who agreed that skin and soft tissue problems were contraindications (78.6%), insufficient soft tissue (98%) and skin (89%) to cover MCGR were specified. Among surgeons who reported curve stiffness as a contraindication (85.9%), there was agreement that this curve stiffness should be defined by clinical evaluation (78.2%) and by traction films (72.3%). Among surgeons who reported sagittal curve characteristics as contraindications, hyperkyphosis (95.3%) and sagittal curve apex above T3 (70%) were specified. Surgeons who indicated the need for repetitive MRI as a contraindication (79.7%) agreed that image quality (72.9%) and not patient safety (13.6%) was the concern. In the entire cohort, consensus was not achieved on the following factors: patient age (57.4%), medical comorbidities (46.4%), etiology (53.6%), and coronal curve characteristics (58.9%)., Conclusion: Surgeon consensus suggests that MCGR should be avoided in patients who have insufficient spinal height to accommodate the MCGR, have potential skin and soft tissue inadequacy, have too stiff a spinal curve, have too much kyphosis, and require repetitive MRI, particularly of the spine. Future data-driven studies using this framework are warranted to generate more specific criteria (e.g. specific degrees of kyphosis) to facilitate clinical decision making for EOS patients., Level of Evidence: Level V-expert opinion., (© 2022. The Author(s), under exclusive licence to Scoliosis Research Society.)
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- 2022
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34. Trends in the Utilization of Implants in Index Procedures for Early Onset Scoliosis From the Pediatric Spine Study Group.
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Murphy RF, Neel GB, Barfield WR, Anari JB, St Hilaire T, Thompson G, Emans J, Akbarnia B, Smith J, and Mooney JF 3rd
- Subjects
- Child, Child, Preschool, Humans, Prostheses and Implants, Retrospective Studies, Ribs surgery, Spine surgery, Titanium, Treatment Outcome, Scoliosis surgery
- Abstract
Introduction: Because of the relative rarity of Early Onset Scoliosis (EOS) cases, patient registries were developed to combine clinical information from multiple institutions to maximize patient care and outcomes. This study examines the history and trends regarding the use of growth-friendly devices for index surgical procedures in EOS patients within the Pediatric Spine Study Group database., Methods: All index growth-friendly implants were queried from registry inception until October 2020. EOS etiology, device/implant type, and geographic area/institution for each procedure were recorded., Results: From 1994 to 2020, 2786 patients underwent index surgery at a mean age of 6.2±2.9 years. There were 908 traditional growing rods (TGR) (32.3%), 922 vertical expandable prosthetic titanium rib devices (VEPTR) (33.1%), 5 hybrid VEPTR/TGR (0.18%), and 951 magnetically controlled growing rods (MCGR) (34.2%) index implants. Fifty-six different institutions reported an index implant, and 5 accounted for 823 (30%) of the cases during the study period. Institutions in the Northeast accounted for more index implants than other regions of the United States. There was a 40% increase in index implant insertions annually when comparing 1994 (3 implants/1 center) to 2018 (234 implants/56 centers), ( P <0.001). Beginning in 2009, there was a 90.9% decrease in the number of TGR/VEPTR procedures (2009: 156 implants/32 centers; 2019: 22 implants/49 centers P =0.001), and a 479% increase in MCGR (2009: 1 implant/1 center; 2018: 197 implants/34 centers ( P =0.005). The overall number of growth-friendly index procedures performed in 2019 (150/49 centers) decreased 34.5% when compared to 2018 (234/48 centers)., Conclusion: The number of growth-friendly implants reported in the Pediatric Spine Study Group registry as the initial surgical management of EOS increased markedly over the past 20 years. MCGR is currently the predominant type of device utilized for index surgical procedures by group members, surpassing the use of VEPTR and TGR in 2014. There was a significant decrease in index growth-friendly procedures in 2019 compared to 2018., Level of Evidence: Level IV., Competing Interests: The authors declare no conflicts of interest., (Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2022
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35. Pelvic fixation is not always necessary in children with cerebral palsy scoliosis treated with growth-friendly instrumentation.
- Author
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Li Y, Swallow J, Gagnier J, Smith JT, Murphy RF, Sponseller PD, and Cahill PJ
- Subjects
- Child, Humans, Pelvis diagnostic imaging, Pelvis surgery, Retrospective Studies, Treatment Outcome, Cerebral Palsy complications, Cerebral Palsy surgery, Scoliosis complications, Scoliosis diagnostic imaging, Scoliosis surgery, Spinal Fusion adverse effects
- Abstract
Purpose: A previous study showed that patients with neuromuscular scoliosis who underwent fusion to L5 had excellent coronal curve correction and improvement in pelvic obliquity (PO) when preoperative L5 tilt was < 15°. Our purpose was to identify indications to exclude the pelvis in children with cerebral palsy (CP) scoliosis treated with growing-friendly instrumentation., Methods: In a retrospective cohort study, children with CP scoliosis treated with TGR, MCGR, or VEPTR with minimum 2-year follow-up were identified from a multicenter database., Results: 27 patients with distal spine anchors (DSA) and 71 patients with distal pelvic anchors (DPA) placed at the index surgery were analyzed. The DSA group had a lower pre-index PO (9° vs 16°, P = 0.0001). Most recent radiographic data were similar except the DSA patients had a smaller major curve (47° vs 58°, P = 0.038). 6 (22%) DSA patients underwent extension of the instrumentation to the pelvis (DSA-EXT), most commonly at final fusion (5 patients). DSA-EXT patients had a higher pre-index L5 tilt than patients who did not require extension (DSA-NO EXT) (19° vs 10°, P = 0.009). Sub-analysis showed a lower major curve at most recent follow-up in the DSA-EXT group compared to the DPA group (33° vs 58°, P = 0.021). The DSA-EXT group had a higher number of complications per patient compared to the DSA-NO EXT group (2.3 vs 1.1, P = 0.029)., Conclusion: Pre-index L5 tilt ≤ 10° and PO < 10° may be indications to exclude the pelvis in children with CP scoliosis treated with growth-friendly instrumentation. DSA may provide better long-term control of the major curve than DPA., (© 2022. The Author(s), under exclusive licence to Scoliosis Research Society.)
- Published
- 2022
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36. Baclofen Pump Use: Complications After Growth-friendly Instrumentation for Early-onset Scoliosis.
- Author
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Xu AL, Marrache M, Hardesty CK, Groves ML, Erickson MA, Murphy RF, Thompson GH, and Sponseller PD
- Subjects
- Baclofen adverse effects, Humans, Infusion Pumps, Implantable, Retrospective Studies, Staphylococcus aureus, Muscle Relaxants, Central, Scoliosis surgery, Spinal Fusion adverse effects
- Abstract
Background: Patients with early-onset scoliosis (EOS) and spasticity may receive treatment with an intrathecal baclofen pump. We assessed how baclofen pumps are associated with the odds of complications and secondary interventions after growth-friendly (GF) spine surgery for EOS and analyzed infectious complications within the pump cohort., Methods: Using a prospectively maintained, international multicenter database, we studied patients with neuromuscular EOS with baclofen pumps who underwent GF spine surgery from 2002 through 2019 (n=25). Baclofen pumps were implanted before GF instrumentation in 18 patients, during in 2 patients, and after in 5 patients. Patients with existing pumps at initial GF spine surgery were matched 1:3 with 54 patients (control group) without pumps according to treatment center, year of surgery, diagnosis, surgery type, and preoperative curve magnitude. Univariate analysis and multivariate logistic regression were performed to compare complications and secondary interventions between the 2 cohorts., Results: Patients with baclofen pumps had 4.8 times the odds [95% confidence interval (CI): 1.5-16] of experiencing any complication within 1 year after initial GF spine surgery compared with controls. During mean follow-up of 6.9±4.3 years, they had 4.7 times the odds (95% CI: 1.3-16) of deep surgical site infection and 5.6 times the odds (95% CI: 1.2-26) of spinal rod removal after any complication. Differences in rates of mechanical complication, such as rod migration and breakage, were nonsignificant between the 2 groups. For the 9 patients (50%) with pumps who experienced infections, the most common microorganisms were Staphylococcus aureus (4 patients) and Pseudomonas aeruginosa (2). The pump/catheter was revised or removed, in addition to antibiotic therapy or surgical irrigation and debridement, in 2 patients., Conclusions: Among patients with neuromuscular EOS, those with baclofen pumps are much more likely to experience complications within 1 year after GF spine surgery. They are also more likely to have deep surgical site infections, with S. aureus and P. aeruginosa being the most common causative organisms, and to require spinal rod removal., Level of Evidence: Level III-retrospective comparative study., Competing Interests: C.K.H. reports paid consultancies for Medtronic and Orthopediatrics. M.A.E. reports consultancies for Medtronic and Nuvasive. G.H.T. reports a consultancy, stock options, and royalties for Orthopediatrics. P.D.S. reports the following: financial support from DePuy Synthes Spine (research support, consulting, and royalties), Globus (royalties), Orthopediatrics (consulting). The remaining authors declare no conflicts of interest., (Copyright © 2021 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2022
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37. Mechanical Failure of 2 Cannulated Screw Fixation for Unstable SCFE: A Case Report.
- Author
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Levey ST, Goodloe JB, Murphy RF, and Van Nortwick S
- Subjects
- Adolescent, Bone Screws, Femur, Humans, Male, Osteotomy, Range of Motion, Articular, Slipped Capital Femoral Epiphyses diagnostic imaging, Slipped Capital Femoral Epiphyses surgery
- Abstract
Case: A 13-year-old obese boy presented with an acute-on-chronic unstable left slipped capital femoral epiphysis (SCFE). He underwent in situ surgical fixation with two 6.5-mm fully threaded cannulated screws. At 6 months, he presented with mechanical failure of both screws. He underwent screw removal, revision in situ fixation, a peritrochanteric flexion and internal rotational osteotomy, and an open femoroplasty. The osteotomy healed at 6 weeks. The femoral physis took an additional year to close., Conclusion: This case highlights an uncommon complication of in situ pinning of SCFE, discusses revision fixation options, and suggests possible prolonged physeal closure in severe slips., Competing Interests: Disclosure: The Disclosure of Potential Conflicts of Interest forms are provided with the online version of the article (http://links.lww.com/JBJSCC/B741)., (Copyright © 2021 by The Journal of Bone and Joint Surgery, Incorporated.)
- Published
- 2021
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38. Evaluation of categorical matrix completion algorithms: toward improved active learning for drug discovery.
- Author
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Sun H and Murphy RF
- Abstract
Motivation: High throughput and high content screening are extensively used to determine the effect of small molecule compounds and other potential therapeutics upon particular targets as part of the early drug development process. However, screening is typically used to find compounds that have a desired effect but not to identify potential undesirable side effects. This is because the size of the search space precludes measuring the potential effect of all compounds on all targets. Active machine learning has been proposed as a solution to this problem., Results: In this article, we describe an improved imputation method, Impute by Committee, for completion of matrices containing categorical values. We compare this method to existing approaches in the context of modeling the effects of many compounds on many targets using latent similarities between compounds and conditions. We also compare these methods for the task of driving active learning in well-characterized settings for synthetic and real datasets. Our new approach performed the best overall both in the accuracy of matrix completion itself and in the number of experiments needed to train an accurate predictive model compared to random selection of experiments. We further improved upon the performance of our new method by developing an adaptive switching strategy for active learning that iteratively chooses between different matrix completion methods., Availability and Implementation: A Reproducible Research Archive containing all data and code is available at http://murphylab.cbd.cmu.edu/software., Supplementary Information: Supplementary data are available at Bioinformatics online., (© The Author(s) 2021. Published by Oxford University Press.)
- Published
- 2021
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39. A Standardized Order-Set Improves Variability in Opioid Discharge Prescribing Patterns After Surgical Fixation of Pediatric Supracondylar Humerus Fractures.
- Author
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Goodloe JB, Bailey EP, Luce LT, Corrigan CS, Dow MA, Barfield WR, and Murphy RF
- Subjects
- Child, Humans, Humerus, Pain, Postoperative, Practice Patterns, Physicians', Retrospective Studies, Analgesics, Opioid therapeutic use, Patient Discharge
- Abstract
Objective: To evaluate institutional opioid prescribing patterns following percutaneous fixation of pediatric supracondylar humerus fractures before and after implementation of a standardized discharge order set., Design: A retrospective review of patients who underwent closed reduction and percutaneous skeletal fixation of a Type II or III supracondylar humerus fracture in 2017 (prior to pain protocol implementation) and again in 2019 (after pain protocol implementation) SETTING: Single Tertiary Care Children's Hospital PARTICIPANTS: In total, 106 patients met inclusion criteria between years 2017 (n = 49) and 2019 (n = 57). Exclusion criteria included miscoded patients, open fractures, patients who presented with vascular injury or nerve palsy, polytrauma patients with multiple fractures in the same upper extremity, and supracondylar humerus fractures that underwent an open procedure., Results: There were no significant differences between inpatient pain scores (p = 0.91) and MDE prescribed (p = 0.75) between the 2 cohorts. In 2017, large variability was noted in day supply of opioids (0-11.4 days) and MDE (0-8.45 mg/kg), with significant differences between prescribing patterns of junior and senior level residents (mean day supply of opioids (p = 0.045), mean MDE prescribed on discharge (p = 0.001)). After implementation of a standardized opioid discharge order set, there was a tenfold increase in the number of patients discharged without an opioid prescription (2017: 4%, 2019: 44%). Additionally, any discrepancies between prescribing practices of junior and senior level residents were eliminated (mean day supply of opioids (p = 0.65), mean MDE prescribed on discharge (p = 0.69))., Conclusions: The introduction of a standardized post-operative opioid discharge order set led to a 10-fold increase in the number of patients discharged without an opioid prescription. Additionally, the order set decreased the variability in the prescribing patterns of discharge opioid medications without change in pain control. The resident prescribing variability based upon level of experience resolved with the use of the order set., (Copyright © 2021 Association of Program Directors in Surgery. Published by Elsevier Inc. All rights reserved.)
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- 2021
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40. Analysis of Author Gender in the Pediatric Orthopaedic Literature from 2011 to 2020.
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Prior A, Ogburu-Ogbonnaya N, Barfield WR, Mooney JF 3rd, Van Nortwick S, and Murphy RF
- Abstract
Introduction: Orthopaedic surgery remains a male-dominated specialty. To date there has not been a focused analysis of gender in authorship within the pediatric orthopaedic literature., Methods: The electronic table of contents from 2011 to 2020 of 3 major pediatric orthopaedic journals [Journal of Children's Orthopaedics (JCO), Journal of Pediatric Orthopaedics (JPO), and Journal of Pediatric Orthopaedics Part B (JPO-B)] were reviewed. Publications were reviewed for the number of articles with at least 1 female author and the number of articles with women listed as first authors. These were compared over the 10-year study period, and by individual year of publication. Statistical analysis included a general linear model with factorial one-way anslysis of variance and Bonferroni post hoc testing., Results: A total of 4097 articles were reviewed. In 2020, there was a significantly higher percentage of articles with a female author when compared with 2011 (64% to 42%, P=0.010). A female was listed as first author in significantly more publications in 2020 as compared with 2011 (23% to 10%, P=0.031). During the 10-year study period, the highest mean proportion of articles with at least 1 female author was seen in JPO (60%), with similar findings in JCO (55%). Significantly fewer articles in JPO-B contained a female author (37%, P=0.001). The highest percentage of publications with a female first author across 10 years was in JCO (22%), followed by JPO (20%). Significantly fewer articles with a female first author were found in JPO-B (9%, P=0.001)., Conclusion: There is an increasing proportion of publications in the pediatric orthopaedic literature with female authors and female first authors from 2011 to 2020. In addition, there was a statistical difference in female authorship when comparing specific publications, which should be investigated further., Level of Evidence: Level IV., Competing Interests: R.F.M.: Committee Member, Pediatric Orthopaedic Society of North America. Committee Member, Scoliosis Research Society. The remaining authors declare no conflicts of interest., (Copyright © 2021 Wolters Kluwer Health, Inc. All rights reserved.)
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- 2021
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41. An initial effort to define an early onset scoliosis "graduate"-The Pediatric Spine Study Group experience.
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Hardesty CK, Murphy RF, Pawelek JB, Glotzbecker MP, Hosseini P, Johnston CE, Emans J, and Akbarnia BA
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- Child, Humans, Prostheses and Implants, Retrospective Studies, Spine surgery, Scoliosis surgery, Spinal Fusion
- Abstract
Purpose: Increasingly, patients with early onset scoliosis (EOS) are completing a growth friendly surgical program followed by observation, removal of implants or a definitive spinal fusion. These patients are colloquially referred to as "graduates". A standardized definition of a graduate is needed for research and comparing the outcomes, family counseling, and a better understanding of the population., Methods: A 15-question electronic survey was completed by 39 experienced pediatric spine surgeons to identify factors salient to the definition of a graduate of EOS surgical programs. A Delphi/Nominal group technique session with nine questions was then performed face-to-face with 21 members of the Pediatric Spine Study Group to discuss and refine the definition. A follow-up electronic survey was then distributed to these same 21 members to gain consensus on the final definition., Results: From the initial survey, it was identified that a graduate did not require definitive spinal fusion after a growing program. From the Delphi session, it was determined that skeletal maturity was the most important factor in defining a graduate. A strictly defined minimum length of follow-up was not felt to be a prerequisite for qualification of graduation. After the final electronic version was distributed, > 80% of respondents agreed upon the final definition, thereby achieving consensus., Conclusion: The Pediatric Spine Study Group recommends adoption of the following definition: a "graduate" is a patient who has undergone any surgical program to treat early onset scoliosis, and has reached skeletal maturity and does not have a planned surgical intervention for EOS in the future., Level of Evidence: V.
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- 2021
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42. Evaluation and Management of Common Accessory Ossicles of the Foot and Ankle in Children and Adolescents.
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Murphy RF, Van Nortwick SS, Jones R, and Mooney JF 3rd
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- Adolescent, Ankle, Ankle Joint, Child, Humans, Ankle Fractures, Ankle Injuries diagnostic imaging, Ankle Injuries surgery, Talus
- Abstract
Accessory ossicles are a common radiographic finding about the foot and ankle in children and adolescents. They are often noted incidentally during evaluation of foot and ankle injuries, and most can be managed nonsurgically. Although over 20 accessory ossicles have been described around the foot and ankle, five specific structures generate the most concern in pediatric patients. An accessory navicular presents commonly with medial midfoot pain and may require surgical intervention after failure of nonsurgical treatment. Although an accessory navicular can be treated surgically with simple excision, there is some recent evidence that supports concomitant reconstruction of associated flatfoot deformities. Os trigonum, an ossicle posterior to the talus, is also commonly asymptomatic. However, os trigonum may be associated with persistent posterior ankle pain, and open and endoscopic resection techniques are successful. Os subfibulare is an uncommon ossicle that may be associated with recurrent ankle sprains. Recent literature reports successful return to activities after ossicle excision and ligament reconstruction. Os subtibiale may be confused with a medial malleolar fracture in skeletally immature patients. Os peroneum may contribute to lateral midfoot pain., (Copyright © 2021 by the American Academy of Orthopaedic Surgeons.)
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- 2021
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43. A Single Sugar-Tong Splint Can Maintain Pediatric Forearm Fractures.
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Murphy RF, Sleasman B, Osborn D, Barfield WR, Dow MA, and Mooney JF 3rd
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- Adolescent, Child, Child, Preschool, Female, Forearm Injuries diagnostic imaging, Humans, Male, Radiography, Forearm Injuries surgery, Orthopedic Procedures instrumentation, Splints
- Abstract
Displaced pediatric forearm fractures often are treated with closed reduction and immobilization. Recent literature demonstrates no difference in maintaining alignment or needing repeat intervention in patients immobilized with either a single sugar-tong splint or a long-arm cast, but most series include patients with distal fractures. This study included patients 3 to 15 years old who underwent closed reduction and immobilization for displaced midshaft or proximal forearm fractures. Radiographs from the time of injury, after reduction, and at 4-week follow-up were reviewed for coronal and sagittal plane angular alignment. Secondary interventions also were recorded. A total of 121 patients (70 long-arm cast, 51 simple sugar-tong splint) met inclusion criteria. Groups were matched in terms of age ( P =.95), sex ( P =.41), body mass index ( P =.12), and angular deformity prior to reduction in the sagittal ( P =.78) and coronal ( P =.83) planes. Following closed reduction, sagittal ( P =.003) and coronal ( P =.002) alignment improved significantly in all patients. At 4-week follow-up, there were no significant differences in sagittal ( P =.15) or coronal ( P =.68) alignment between the 2 groups. Nine patients underwent a secondary intervention after the index reduction (long-arm cast, n=7; simple sugar-tong splint, n=2), with no statistically significant difference between groups ( P =.30). There were no statistically significant differences between patients managed with long-arm cast or simple sugar-tong splint regarding residual sagittal or coronal plane deformity at 4-week follow-up or incidence of secondary intervention. These findings indicate simple sugar-tong splint and long-arm cast appear to be acceptable and equivalent methods of immobilization for these injuries. [ Orthopedics . 2021;44(2):e178-e182.].
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- 2021
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44. Consistency and variation of protein subcellular location annotations.
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Xu YY, Zhou H, Murphy RF, and Shen HB
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- Atlases as Topic, Cell Compartmentation, Cell Line, Eukaryotic Cells metabolism, Eukaryotic Cells ultrastructure, Humans, Observer Variation, Proteins chemistry, Proteins genetics, Reproducibility of Results, Uncertainty, Databases, Protein standards, Molecular Sequence Annotation standards, Proteins metabolism
- Abstract
A major challenge for protein databases is reconciling information from diverse sources. This is especially difficult when some information consists of secondary, human-interpreted rather than primary data. For example, the Swiss-Prot database contains curated annotations of subcellular location that are based on predictions from protein sequence, statements in scientific articles, and published experimental evidence. The Human Protein Atlas (HPA) consists of millions of high-resolution microscopic images that show protein spatial distribution on a cellular and subcellular level. These images are manually annotated with protein subcellular locations by trained experts. The image annotations in HPA can capture the variation of subcellular location across different cell lines, tissues, or tissue states. Systematic investigation of the consistency between HPA and Swiss-Prot assignments of subcellular location, which is important for understanding and utilizing protein location data from the two databases, has not been described previously. In this paper, we quantitatively evaluate the consistency of subcellular location annotations between HPA and Swiss-Prot at multiple levels, as well as variation of protein locations across cell lines and tissues. Our results show that annotations of these two databases differ significantly in many cases, leading to proposed procedures for deriving and integrating the protein subcellular location data. We also find that proteins having highly variable locations are more likely to be biomarkers of diseases, providing support for incorporating analysis of subcellular location in protein biomarker identification and screening., (© 2020 Wiley Periodicals LLC.)
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- 2021
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45. Quantifying the roles of space and stochasticity in computer simulations for cell biology and cellular biochemistry.
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Johnson ME, Chen A, Faeder JR, Henning P, Moraru II, Meier-Schellersheim M, Murphy RF, Prüstel T, Theriot JA, and Uhrmacher AM
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- Cell Division, Circadian Clocks genetics, Diffusion, Feedback, Physiological, Gene Expression Regulation, Phosphorylation, Protein Binding, Stochastic Processes, Time Factors, Cells metabolism, Computer Simulation
- Abstract
Most of the fascinating phenomena studied in cell biology emerge from interactions among highly organized multimolecular structures embedded into complex and frequently dynamic cellular morphologies. For the exploration of such systems, computer simulation has proved to be an invaluable tool, and many researchers in this field have developed sophisticated computational models for application to specific cell biological questions. However, it is often difficult to reconcile conflicting computational results that use different approaches to describe the same phenomenon. To address this issue systematically, we have defined a series of computational test cases ranging from very simple to moderately complex, varying key features of dimensionality, reaction type, reaction speed, crowding, and cell size. We then quantified how explicit spatial and/or stochastic implementations alter outcomes, even when all methods use the same reaction network, rates, and concentrations. For simple cases, we generally find minor differences in solutions of the same problem. However, we observe increasing discordance as the effects of localization, dimensionality reduction, and irreversible enzymatic reactions are combined. We discuss the strengths and limitations of commonly used computational approaches for exploring cell biological questions and provide a framework for decision making by researchers developing new models. As computational power and speed continue to increase at a remarkable rate, the dream of a fully comprehensive computational model of a living cell may be drawing closer to reality, but our analysis demonstrates that it will be crucial to evaluate the accuracy of such models critically and systematically.
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- 2021
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46. Minimum 5-Year Follow-up on Graduates of Growing Spine Surgery for Early Onset Scoliosis.
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Murphy RF, Barfield WR, Emans JB, Akbarnia B, Thompson G, Sponseller P, Skaggs D, Marks D, Smith JT, Flynn J, Presson A, Sawyer JR, and Johnston C
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- Adolescent, Age of Onset, Child, Child, Preschool, Cohort Studies, Device Removal, Female, Follow-Up Studies, Humans, Infant, Kyphosis diagnostic imaging, Male, Prostheses and Implants, Radiography, Reoperation, Retrospective Studies, Spinal Fusion, Spine diagnostic imaging, Treatment Outcome, Orthopedic Procedures statistics & numerical data, Scoliosis surgery, Spine surgery
- Abstract
Introduction: After discontinuation of growth friendly (GF) surgery for early onset scoliosis, patients undergo spinal fusion or continued observation. This last planned treatment is colloquially called "definitive" treatment, conferring these patients as "graduates" of a growing program. The 5-year radiographic and clinical outcomes of this cohort are unknown., Methods: An international pediatric spine database was queried for patients from a GF program (spine or rib-based) with minimum 5-year follow-up from last planned surgery (GF or spinal fusion). Radiographs and charts were reviewed for main coronal curve angle and maximum kyphosis as well as occurrence of secondary surgery., Results: Of 580 graduates, 170 (29%) had minimum 5-year follow-up (37% male). Scoliosis etiology was congenital in 41 (24%), idiopathic 36 (21%), neuromuscular 51 (30%), and syndromic 42 (25%). Index surgery consisted of spine-based growing rods in 122 (71%) and rib-based distraction in 48 (29%). Mean age at index surgery was 6.8 years, and patients underwent an average of 5.4 lengthenings over an average of 4.9 years (range, 6 mo to 11 y). Last planned treatment was at an average age of 11.8 years (range, 7 to 17 years). Last planned treatment consisted of spinal fusion in 114 patients, 47 had growing implants maintained, 9 had implants removed. Average follow-up was 7.3 years (range, 5 to 13 y).When compared from postdefinitive treatment to 2-year follow-up, there was noted progression of the coronal curve angle (46±19 to 51±21 degrees, P=0.046) and kyphosis (48±20 to 57±25 degrees, P=0.03). However, between 2 and 5 years, no further progression occurred in the coronal (51±21 to 53±21 degrees, P=0.26) or sagittal (57±25 to 54±28 degrees, P=0.93) planes. When stratified based on etiology, there was no significant coronal curve progression between 2- and 5-year follow-up. When comparing spinal fusion patients to those who had maintenance of their growing construct, there was also no significant curve progression.Thirty-seven (21%) underwent at least 1 (average, 1.7; range, 1 to 7) revision surgery following graduation, and 15 of 37 (41%) underwent 2 or more revision surgeries. Reason for revision was implant revision (either GF or spinal fusion) in 34 patients, and implant removal in 3. On an average, the first revision was 2.5 years after the definitive treatment plan (range, 0.02 to 7.4 y). In total, 15 of 37 (41%) revisions occurred over 2 years following the final decision for treatment plan, and 7 of 37 (19%) occurred 5 or more years after the definitive treatment.Patients who underwent spinal fusion as a definitive treatment strategy were more likely to undergo revision surgery (27%) than patients who had their GF implants maintained (11%) (P=0.04)., Conclusions: Five years following "graduation" from growing surgery for early onset scoliosis, there is progression of curve magnitude in both the coronal and sagittal planes up to 2 years, with no further progression at 5 years. A total of 21% of patients undergo at least 1 revision surgery, and average time to revision surgery is over 2 years from last planned surgery. Risk of revision surgery was higher in patients who underwent a spinal fusion as their definitive treatment strategy., Level Evidence: Level III-retrospective comparative., Type of Evidence: Therapeutic.
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- 2020
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47. Interactions between programmable shunt valves and magnetically controlled growing rods for scoliosis.
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Larrew T, Alshareef M, Murphy RF, Eskandari R, and Kosnik Infinger L
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- Adolescent, Cerebrospinal Fluid Shunts, Child, Equipment Failure, Female, Humans, Hydrocephalus complications, Hydrocephalus surgery, Magnetics, Male, Scoliosis diagnostic imaging, Skull diagnostic imaging, Internal Fixators, Scoliosis surgery, Ventriculoperitoneal Shunt
- Abstract
Objective: Although the advent of magnetic growing rod technology for scoliosis has provided a means to bypass multiple hardware lengthening operations, it is important to be aware that many of these same patients have a codiagnosis of hydrocephalus with magnet-sensitive programmable ventricular shunts. As the magnetic distraction of scoliosis rods has not previously been described to affect the shunt valve setting, the authors conducted an investigation to characterize the interaction between the two devices., Methods: In this ex vivo study, the authors carried out 360 encounters between four different shunt valve types at varying distances from the magnetic external remote control (ERC) used to distract the growing rods. Valve settings were examined before and after every interaction with the remote control to determine if there was a change in the setting., Results: The Medtronic Strata and Codman Hakim valves were found to have setting changes at distances of 3 and 6 inches but not at 12 inches. The Aesculap proGAV and Codman Certas valves, typically described as MRI-resistant, did not have any setting changes due to the magnetic ERC regardless of distance., Conclusions: Although it is not necessary to check a shunt valve after every magnetic distraction of scoliosis growing rods, if there is concern that the magnetic ERC may have been within 12 inches (30 cm) of a programmable ventricular shunt valve, the valve should be checked at the bedside with a programmer or with a skull radiograph along with postdistraction scoliosis radiographs.
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- 2020
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48. PD-1 suppresses the maintenance of cell couples between cytotoxic T cells and target tumor cells within the tumor.
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Ambler R, Edmunds GL, Tan SL, Cirillo S, Pernes JI, Ruan X, Huete-Carrasco J, Wong CCW, Lu J, Ward J, Toti G, Hedges AJ, Dovedi SJ, Murphy RF, Morgan DJ, and Wülfing C
- Subjects
- Animals, Cell Communication immunology, Cell Line, Tumor, Female, Humans, Immunotherapy methods, Mice, Inbred BALB C, Mice, Transgenic, Microscopy, Fluorescence methods, Neoplasms, Experimental pathology, Neoplasms, Experimental therapy, Programmed Cell Death 1 Receptor genetics, Programmed Cell Death 1 Receptor metabolism, Signal Transduction genetics, Tumor Microenvironment immunology, CD8-Positive T-Lymphocytes immunology, Lymphocytes, Tumor-Infiltrating immunology, Neoplasms, Experimental immunology, Programmed Cell Death 1 Receptor immunology, Signal Transduction immunology, T-Lymphocytes, Cytotoxic immunology
- Abstract
The killing of tumor cells by CD8
+ T cells is suppressed by the tumor microenvironment, and increased expression of inhibitory receptors, including programmed cell death protein-1 (PD-1), is associated with tumor-mediated suppression of T cells. To find cellular defects triggered by tumor exposure and associated PD-1 signaling, we established an ex vivo imaging approach to investigate the response of antigen-specific, activated effector CD8+ tumor-infiltrating lymphocytes (TILs) after interaction with target tumor cells. Although TIL-tumor cell couples readily formed, couple stability deteriorated within minutes. This was associated with impaired F-actin clearing from the center of the cellular interface, reduced Ca2+ signaling, increased TIL locomotion, and impaired tumor cell killing. The interaction of CD8+ T lymphocytes with tumor cell spheroids in vitro induced a similar phenotype, supporting a critical role of direct T cell-tumor cell contact. Diminished engagement of PD-1 within the tumor, but not acute ex vivo blockade, partially restored cell couple maintenance and killing. PD-1 thus contributes to the suppression of TIL function by inducing a state of impaired subcellular organization., (Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works.)- Published
- 2020
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49. Prophylaxis for Pediatric Venous Thromboembolism: Current Status and Changes Across Pediatric Orthopaedic Society of North America From 2011.
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Murphy RF, Williams D, Hogue GD, Spence DD, Epps H, Chambers HG, and Shore BJ
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- Aspirin therapeutic use, Enoxaparin therapeutic use, Humans, North America, Pediatrics methods, Stockings, Compression, Surveys and Questionnaires, Guideline Adherence, Orthopedic Procedures, Postoperative Complications prevention & control, Practice Patterns, Physicians' trends, Pulmonary Embolism prevention & control, Venous Thromboembolism prevention & control
- Abstract
Introduction: Pediatric venous thromboembolism (VTE) is a concern for orthopaedic surgeons. We sought to query the Pediatric Orthopaedic Society of North America (POSNA) members on current VTE prophylaxis practice and compare those results with those of a previous survey (2011)., Methods: A 35-question survey was emailed to all active and candidate POSNA members. The survey consisted of questions on personal and practice demographics; knowledge and implementation of various VTE prophylaxis protocols, mechanical and chemical VTE prophylaxis agents, and risk factors; and utilization of scenarios VTE prophylaxis agents for various clinical scenarios. One- and two-way frequency tables were constructed comparing results from the current survey and those of the 2011 survey., Results: Two hundred thirty-nine surveys were completed (18% respondent rate), with most respondents from an academic/university practice reporting one or two partners (>60%). Half were in practice ≥15 years, and >90% reported an almost exclusive pediatric practice. One-third of the respondents reported familiarity with their institution-defined VTE prophylaxis protocol, and 20% were aware of an institutionally driven age at which all patients receive VTE prophylaxis. The most frequently recognized risk factors to guide VTE prophylaxis were oral contraceptive use, positive family history, and obesity. Respondents indicated a similar frequency of use of a VTE prophylaxis agent (either mechanical or chemical) for spinal fusion, hip reconstruction, and trauma (60% to 65%), with lower frequency for neuromuscular surgery (34%) (P < 0.001). One hundred thirty-seven respondents had a patient sustain a deep vein thrombosis, and 66 had a patient sustain a pulmonary embolism. Compared with responses from 2011, only 20 more respondents reported familiarity with their institution VTE prophylaxis protocol (75 versus 55). In 2018, aspirin was used more frequently than in 2011 (52% versus 19%; P < 0.0001) and enoxaparin was used less frequently (20% versus 41%; P < 0.0001)., Discussion: Over the past 7 years since the first POSNA survey on VTE prophylaxis, most POSNA members are still unaware of their institution specific VTE prophylaxis protocol. Most respondents agree that either mechanical or chemical VTE prophylaxis should be used for spinal fusion, hip reconstruction, and trauma. The use of aspirin as an agent of chemical VTE prophylaxis has increased since 2011., Level of Evidence: Level IV. Type of evidence: therapeutic.
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- 2020
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50. Image-derived models of cell organization changes during differentiation and drug treatments.
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Ruan X, Johnson GR, Bierschenk I, Nitschke R, Boerries M, Busch H, and Murphy RF
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- Animals, Cell Nucleus Shape, Cell Shape, Cell Size, Induced Pluripotent Stem Cells cytology, Induced Pluripotent Stem Cells drug effects, Kinetics, Mitochondria metabolism, Nerve Growth Factor pharmacology, PC12 Cells, Probability, Rats, Cell Differentiation, Imaging, Three-Dimensional, Models, Biological, Pharmaceutical Preparations metabolism
- Abstract
PC12 cells are a popular model system to study changes driving and accompanying neuronal differentiation. While attention has been paid to changes in transcriptional regulation and protein signaling, much less is known about the changes in organization that accompany PC12 differentiation. Fluorescence microscopy can provide extensive information about these changes, although it is difficult to continuously observe changes over many days of differentiation. We describe a generative model of differentiation-associated changes in cell and nuclear shape and their relationship to mitochondrial distribution constructed from images of different cells at discrete time points. We show that the model accurately represents complex cell and nuclear shapes and learn a regression model that relates cell and nuclear shape to mitochondrial distribution; the predictive accuracy of the model increases during differentiation. Most importantly, we propose a method, based on cell matching and interpolation, to produce realistic simulations of the dynamics of cell differentiation from only static images. We also found that the distribution of cell shapes is hollow: most shapes are very different from the average shape. Finally, we show how the method can be used to model nuclear shape changes of human-induced pluripotent stem cells resulting from drug treatments.
- Published
- 2020
- Full Text
- View/download PDF
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