357,373 results on '"Reproducibility of Results"'
Search Results
2. Validity and Reliability of the Korean Version of the Caregiver Burden Questionnaire for Family Caregivers of Hemodialysis Patients
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Jung, Ji-young and Kim, Ji-yeon
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- 2024
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3. Validation of a Clinical Scale for Early Detection of Infections at the Exit Site of Central Venous Catheters for Hemodialysis
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Cobo-Sánchez, José Luis, Blanco-Mavillard, Ian, Pelayo-Alonso, Raquel, Mancebo-Salas, Noelia, Fernández-Fernández, Ismael, Larrañeta-Inda, Irene, Ulzurrun-García, Ana, Sánchez-Villar, Isidro, González-García, Fernando, Hernando-García, Julia, Rollán-de la Sota, M<ce:sup loc='post">a</ce:sup> Jesús, Vieira-Barbosa Lopes, Luís Miguel, Prieto-Rebollo, M<ce:sup loc='post">a</ce:sup> del Rosario, Sesmero-Ramos, Carolina, Jaume-Riutort, Catalina, Casas-Cuesta, Rafael, Alcántara-Crespo, Mateo, and Ernest de Pedro-Gómez, Joan
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- 2024
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4. Relationship between pericoronary adipose tissue attenuation value and image reconstruction parameters
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Chen, Lihong, Cao, Le, Liu, Bing, Li, Jianying, Qu, Tingting, Li, Yanshou, Li, Yanan, Pan, Ning, Cheng, Yannan, Fan, Ganglian, Jian, Zhijie, and Guo, Jianxin
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- 2024
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5. Internal Structure of the Patient Health Questionnaire-9: A Systematic Review and Meta-analysis
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Chae, Duckhee, Lee, Jiyeon, and Lee, Eun-Hyun
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- 2024
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6. Assessing the reliability of ChatGPT4 in the appropriateness of radiology referrals
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Parillo, Marco, Vaccarino, Federica, Vertulli, Daniele, Perillo, Gloria, Beomonte Zobel, Bruno, and Mallio, Carlo Augusto
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- 2024
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7. The intra- and inter-rater reproducibility of bone level measurements at strategic mini-implants using dental panoramic radiography
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Strauch, Martin, Jaghsi, Ahmad Al, Schwahn, Christian, and Mundt, Torsten
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- 2024
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8. Robust, fully-automated assessment of cerebral perivascular spaces and white matter lesions: a multicentre MRI longitudinal study of their evolution and association with risk of dementia and accelerated brain atrophy
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Barisano, Giuseppe, Iv, Michael, Choupan, Jeiran, Hayden-Gephart, Melanie, Weiner, Michael, Aisen, Paul, Petersen, Ronald, Jack, Clifford R, Jagust, William, Trojanowki, John Q, Toga, Arthur W, Beckett, Laurel, Green, Robert C, Saykin, Andrew J, Morris, John, Shaw, Leslie M, Liu, Enchi, Montine, Tom, Thomas, Ronald G, Donohue, Michael, Walter, Sarah, Gessert, Devon, Sather, Tamie, Jiminez, Gus, Harvey, Danielle, Bernstein, Matthew, Fox, Nick, Thompson, Paul, Schuff, Norbert, DeCarli, Charles, Borowski, Bret, Gunter, Jeff, Senjem, Matt, Vemuri, Prashanthi, Jones, David, Kantarci, Kejal, Ward, Chad, Koeppe, Robert A, Foster, Norm, Reiman, Eric M, Chen, Kewei, Mathis, Chet, Landau, Susan, Cairns, Nigel J, Householder, Erin, Reinwald, Lisa Taylor, Lee, Virginia, Korecka, Magdalena, Figurski, Michal, Crawford, Karen, Neu, Scott, Foroud, Tatiana M, Potkin, Steven, Shen, Li, Kelley, Faber, Kim, Sungeun, Nho, Kwangsik, Kachaturian, Zaven, Frank, Richard, Snyder, Peter J, Molchan, Susan, Kaye, Jeffrey, Quinn, Joseph, Lind, Betty, Carter, Raina, Dolen, Sara, Schneider, Lon S, Pawluczyk, Sonia, Beccera, Mauricio, Teodoro, Liberty, Spann, Bryan M, Brewer, James, Vanderswag, Helen, Fleisher, Adam, Heidebrink, Judith L, Lord, Joanne L, Mason, Sara S, Albers, Colleen S, Knopman, David, Johnson, Kris, Doody, Rachelle S, Meyer, Javier Villanueva, Chowdhury, Munir, Rountree, Susan, Dang, Mimi, Stern, Yaakov, Honig, Lawrence S, Bell, Karen L, Ances, Beau, Morris, John C, Carroll, Maria, Leon, Sue, Mintun, Mark A, Schneider, Stacy, Oliver, Angela, Marson, Daniel, and Griffith, Randall
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Health Services and Systems ,Health Sciences ,Aging ,Clinical Trials and Supportive Activities ,Clinical Research ,Bioengineering ,Acquired Cognitive Impairment ,Neurodegenerative ,Alzheimer's Disease including Alzheimer's Disease Related Dementias (AD/ADRD) ,Dementia ,Alzheimer's Disease Related Dementias (ADRD) ,Cerebrovascular ,Vascular Cognitive Impairment/Dementia ,Alzheimer's Disease ,Biomedical Imaging ,Brain Disorders ,Prevention ,Neurosciences ,4.1 Discovery and preclinical testing of markers and technologies ,4.2 Evaluation of markers and technologies ,Neurological ,Alzheimer’s Disease Neuroimaging Initiative ,Brain ,Humans ,Atrophy ,Magnetic Resonance Imaging ,Longitudinal Studies ,Reproducibility of Results ,Algorithms ,Aged ,Aged ,80 and over ,Middle Aged ,Female ,Male ,White Matter ,Glymphatic System ,Alzheimer’s disease ,Glymphatic system ,Perivascular spaces ,Small vessel disease ,White matter lesions ,Clinical Sciences ,Public Health and Health Services ,Clinical sciences ,Epidemiology - Abstract
BackgroundPerivascular spaces (PVS) on brain MRI are surrogates for small parenchymal blood vessels and their perivascular compartment, and may relate to brain health. However, it is unknown whether PVS can predict dementia risk and brain atrophy trajectories in participants without dementia, as longitudinal studies on PVS are scarce and current methods for PVS assessment lack robustness and inter-scanner reproducibility.MethodsWe developed a robust algorithm to automatically assess PVS count and size on clinical MRI, and investigated 1) their relationship with dementia risk and brain atrophy in participants without dementia, 2) their longitudinal evolution, and 3) their potential use as a screening tool in simulated clinical trials. We analysed 46,478 clinical measurements of cognitive functioning and 20,845 brain MRI scans from 10,004 participants (71.1 ± 9.7 years-old, 56.6% women) from three publicly available observational studies on ageing and dementia (the Alzheimer's Disease Neuroimaging Initiative, the National Alzheimer's Coordinating Centre database, and the Open Access Series of Imaging Studies). Clinical and MRI data collected between 2004 and 2022 were analysed with consistent methods, controlling for confounding factors, and combined using mixed-effects models.FindingsOur fully-automated method for PVS assessment showed excellent inter-scanner reproducibility (intraclass correlation coefficients >0.8). Fewer PVS and larger PVS diameter at baseline predicted higher dementia risk and accelerated brain atrophy. Longitudinal trajectories of PVS markers differed significantly in participants without dementia who converted to dementia compared with non-converters. In simulated placebo-controlled trials for treatments targeting cognitive decline, screening out participants at low risk of dementia based on our PVS markers enhanced the power of the trial independently of Alzheimer's disease biomarkers.InterpretationThese robust cerebrovascular markers predict dementia risk and brain atrophy and may improve risk-stratification of patients, potentially reducing cost and increasing throughput of clinical trials to combat dementia.FundingUS National Institutes of Health.
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- 2025
9. The QUIC-SP: A Spanish language tool assessing unpredictability in early life is linked to physical and mental health.
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Liu, Sabrina, Bailey, Natasha, Romero-González, Sara, Moors, Amy, Campos, Belinda, Davis, Elysia, and Glynn, Laura
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Humans ,Female ,Male ,Mental Health ,Adult ,Surveys and Questionnaires ,Adolescent ,Adverse Childhood Experiences ,Language ,Psychometrics ,Child ,Young Adult ,Middle Aged ,Reproducibility of Results ,Anxiety - Abstract
Accumulating evidence indicates that unpredictable signals in early life represent a unique form of adverse childhood experiences (ACEs) associated with disrupted neurodevelopmental trajectories in children and adolescents. The Questionnaire of Unpredictability in Childhood (QUIC) was developed to assess early life unpredictability [1], encompassing social, emotional, and physical unpredictability in a childs environment, and has been validated in three independent cohorts. However, the importance of identifying ACEs in diverse populations, including non-English speaking groups, necessitates translation of the QUIC. The current study aims to translate and validate a Spanish language version of the QUIC (QUIC-SP) and assess its associations with mental and physical health. Spanish-speaking participants (N = 285) were recruited via the online market crowdsourcing platform, Amazon Mechanical Turk (MTurk), and completed an online survey that included the QUIC-SP and validated Spanish language assessments of physical and mental health. The QUIC-SP demonstrated excellent psychometric properties and similar mean scores, endorsement rates, and internal reliability to the English language version, thus establishing its validity among Spanish-speaking adults. Higher QUIC-SP scores, indicating greater unpredictability in early life, predicted increased symptoms of anxiety, anhedonia, depression, and poorer physical health. Given significant racial and ethnic disparities in health, the QUIC-SP may serve as a valuable tool to address the public health consequences of ACEs among Spanish-speaking populations.
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- 2025
10. Functional protein mining with conformal guarantees
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Boger, Ron S, Chithrananda, Seyone, Angelopoulos, Anastasios N, Yoon, Peter H, Jordan, Michael I, and Doudna, Jennifer A
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Information and Computing Sciences ,Biochemistry and Cell Biology ,Bioinformatics and Computational Biology ,Biological Sciences ,Proteins ,Algorithms ,Computational Biology ,Protein Conformation ,Data Mining ,Databases ,Protein ,Reproducibility of Results - Abstract
Molecular structure prediction and homology detection offer promising paths to discovering protein function and evolutionary relationships. However, current approaches lack statistical reliability assurances, limiting their practical utility for selecting proteins for further experimental and in-silico characterization. To address this challenge, we introduce a statistically principled approach to protein search leveraging principles from conformal prediction, offering a framework that ensures statistical guarantees with user-specified risk and provides calibrated probabilities (rather than raw ML scores) for any protein search model. Our method (1) lets users select many biologically-relevant loss metrics (i.e. false discovery rate) and assigns reliable functional probabilities for annotating genes of unknown function; (2) achieves state-of-the-art performance in enzyme classification without training new models; and (3) robustly and rapidly pre-filters proteins for computationally intensive structural alignment algorithms. Our framework enhances the reliability of protein homology detection and enables the discovery of uncharacterized proteins with likely desirable functional properties.
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- 2025
11. A common marker of affect recognition dysfunction in the FTD spectrum of disorders.
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Canu, Elisa, Castelnovo, Veronica, Aiello, Edoardo, De Luca, Giulia, Sibilla, Elisa, Freri, Fabiola, Tripodi, Chiara, Spinelli, Edoardo, Cecchetti, Giordano, Magnani, Giuseppe, Caso, Francesca, Caroppo, Paola, Prioni, Sara, Villa, Cristina, Tremolizzo, Lucio, Appollonio, Ildebrando, Verde, Federico, Ticozzi, Nicola, Silani, Vincenzo, Sturm, Virginia, Rankin, Katherine, Gorno-Tempini, Maria, Poletti, Barbara, Filippi, Massimo, and Agosta, Federica
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Humans ,Supranuclear Palsy ,Progressive ,Reproducibility of Results ,Affect ,Neuropsychological Tests ,Aged ,Middle Aged ,Female ,Male ,Frontotemporal Dementia ,Recognition ,Psychology - Abstract
BackgroundPoor affect recognition is an early sign of frontotemporal dementia (FTD). Here, we applied the abbreviated version of the Comprehensive Affect Testing System (CATS-A) battery to Italian FTD cases and healthy controls (HC) to provide cut-offs of emotional dysfunction in the whole group and in different FTD clinical syndromes.MethodsOne hundred thirty-nine FTD patients (60 behavioural variant [bvFTD],13 semantic behavioural variant of FTD [sbvFTD], 28 progressive supranuclear palsy [PSP], 21 semantic [svPPA] and 17 nonfluent [nfvPPA] variants of primary progressive aphasia) and 116 HC were administered the CATS-A, yielding an Affective Recognition Quotient (ARQ), which was used as outcome measure. Age- and education-adjusted, regression-based norms were derived in HC. In patients, the ARQ was assessed for its internal reliability, factorial validity and construct validity by testing its association with another social cognition paradigm, the Story-Based Empath Task (SET). The diagnostic accuracy of the ARQ in discriminating patients from HC, genetic cases from HC and patient groups among each other was tested via ROC analyses.ResultsIn the whole FTD cohort, CATS-A proved to be underpinned by a mono-component factor (51.1%) and was internally consistent (McDonalds ω = 0.76). Moreover, the ARQ converged with the SET (r(122) = 0.50; p
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- 2025
12. Influences of Variability in Attenuation Compensation on the Estimation of Backscatter Coefficient of Median Nerves in Vivo.
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Wu, Yuanshan, Barrere, Victor, Han, Aiguo, Chang, Eric, Andre, Michael, and Shah, Sameer
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acoustic attenuation ,backscatter coefficient ,in vivo measurements ,median nerve ,quantitative ultrasound ,sources of variability ,Median Nerve ,Humans ,Ultrasonography ,Male ,Female ,Adult ,Scattering ,Radiation ,Reproducibility of Results ,Wrist - Abstract
OBJECTIVE: Peripheral nerves remain a challenging target for medical imaging, given their size, anatomical complexity, and structural heterogeneity. Quantitative ultrasound (QUS) applies a set of techniques to estimate tissue acoustic parameters independent of the imaging platform. Many useful medical and laboratory applications for QUS have been reported, but challenges remain for deployment in vivo, especially for heterogeneous tissues. Several phenomena introduce variability in attenuation estimates, which may influence the estimation of other QUS parameters. For example, estimating the backscatter coefficient (BSC) requires compensation for the attenuation of overlying tissues between the transducer and the underlying tissue of interest. The purpose of this study is to extend prior studies by investigating the efficacy of several analytical methods of estimating attenuation compensation on QUS outcomes in the human median nerve. METHODS: Median nerves were imaged at the volar wrist in vivo and beam-formed radiofrequency (RF) data were acquired. Six analytical approaches for attenuation compensation were compared: 1-2) attenuation estimated by applying spectral difference method (SDM) and spectral log difference method (SLDM) independently to regions of interest (ROIs) overlying the nerve and to the nerve ROI itself; 3-4) attenuation estimation by applying SDM and SLDM to ROIs overlying the nerve, and transferring these properties to the nerve ROI; and 5-6) methods that apply previously published values of tissue attenuation to the measured thickness of each overlying tissue. Mean between-subject estimates of BSC-related outcomes as well as within-subject variability of these outcomes were compared among the 6 methods. RESULTS: Compensating for attenuation using SLDM and values from the literature reduced variability in BSC-based outcomes, compared to SDM. Variability in attenuation coefficients contributes substantially to variability in backscatter measurements. CONCLUSION: This work has implications for the application of QUS to in vivo diagnostic assessments in peripheral nerves and possibly other heterogeneous tissues.
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- 2025
13. Reliability of high-quantity human brain organoids for modeling microcephaly, glioma invasion and drug screening.
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Ramani, Anand, Pasquini, Giovanni, Gerkau, Niklas, Jadhav, Vaibhav, Vinchure, Omkar, Altinisik, Nazlican, Windoffer, Hannes, Muller, Sarah, Rothenaigner, Ina, Lin, Sean, Mariappan, Aruljothi, Rathinam, Dhanasekaran, Mirsaidi, Ali, Goureau, Olivier, Ricci-Vitiani, Lucia, DAlessandris, Quintino, Wollnik, Bernd, Muotri, Alysson, Freifeld, Limor, Jurisch-Yaksi, Nathalie, Pallini, Roberto, Rose, Christine, Busskamp, Volker, Gabriel, Elke, Hadian, Kamyar, and Gopalakrishnan, Jay
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Organoids ,Humans ,Microcephaly ,Glioma ,Drug Evaluation ,Preclinical ,Brain ,Brain Neoplasms ,Animals ,Reproducibility of Results ,Benzimidazoles ,Mice ,Cell Line ,Tumor ,Neoplasm Invasiveness - Abstract
Brain organoids offer unprecedented insights into brain development and disease modeling and hold promise for drug screening. Significant hindrances, however, are morphological and cellular heterogeneity, inter-organoid size differences, cellular stress, and poor reproducibility. Here, we describe a method that reproducibly generates thousands of organoids across multiple hiPSC lines. These High Quantity brain organoids (Hi-Q brain organoids) exhibit reproducible cytoarchitecture, cell diversity, and functionality, are free from ectopically active cellular stress pathways, and allow cryopreservation and re-culturing. Patient-derived Hi-Q brain organoids recapitulate distinct forms of developmental defects: primary microcephaly due to a mutation in CDK5RAP2 and progeria-associated defects of Cockayne syndrome. Hi-Q brain organoids displayed a reproducible invasion pattern for a given patient-derived glioma cell line. This enabled a medium-throughput drug screen to identify Selumetinib and Fulvestrant, as inhibitors of glioma invasion in vivo. Thus, the Hi-Q approach can easily be adapted to reliably harness brain organoids application for personalized neurogenetic disease modeling and drug discovery.
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- 2024
14. A multi-institutional study to investigate the sparing effect after whole brain electron FLASH in mice: Reproducibility and temporal evolution of functional, electrophysiological, and neurogenic endpoints
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Drayson, Olivia GG, Melemenidis, Stavros, Katila, Nikita, Viswanathan, Vignesh, Kramár, Enikö A, Zhang, Richard, Kim, Rachel, Ru, Ning, Petit, Benoit, Dutt, Suparna, Manjappa, Rakesh, Ashraf, M Ramish, Lau, Brianna, Soto, Luis, Skinner, Lawrie, Yu, Amu S, Surucu, Murat, Maxim, Peter G, Zebadua-Ballasteros, Paola, Wood, Marcelo A, Montay-Gruel, Pierre, Baulch, Janet E, Vozenin, Marie-Catherine, Loo, Billy W, and Limoli, Charles L
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Medical and Biological Physics ,Biomedical and Clinical Sciences ,Clinical Sciences ,Physical Sciences ,Oncology and Carcinogenesis ,Neurosciences ,Rare Diseases ,Cancer ,6.5 Radiotherapy and other non-invasive therapies ,Neurological ,Animals ,Mice ,Female ,Reproducibility of Results ,Neurogenesis ,Brain ,Radiotherapy Dosage ,Long-Term Potentiation ,Hippocampus ,Mice ,Inbred C57BL ,Radiotherapy ,FLASH ,Intercomparison ,Neurobehavior ,Electrophysiology ,Neuroinflammation ,Other Physical Sciences ,Oncology & Carcinogenesis ,Clinical sciences ,Oncology and carcinogenesis ,Medical and biological physics - Abstract
Background and purposeUltra-high dose-rate radiotherapy (FLASH) has been shown to mitigate normal tissue toxicities associated with conventional dose rate radiotherapy (CONV) without compromising tumor killing in preclinical models. A prominent challenge in preclinical radiation research, including FLASH, is validating both the physical dosimetry and the biological effects across multiple institutions.Materials and methodsWe previously demonstrated dosimetric reproducibility of two different electron FLASH devices at separate institutions using standardized phantoms and dosimeters. In this study, tumor-free adult female mice were given 10 Gy whole brain FLASH and CONV irradiation at both institutions and evaluated for the reproducibility and temporal evolution of multiple neurobiological endpoints.ResultsFLASH sparing of behavioral performance on novel object recognition (4 months post-irradiation) and of electrophysiologic long-term potentiation (LTP, 5 months post-irradiation) was reproduced between institutions. Differences between FLASH and CONV on the endpoints of hippocampal neurogenesis (Sox2, doublecortin), neuroinflammation (microglial activation), and electrophysiology (LTP) were not observed at early times (48 h to 2 weeks), but recovery of immature neurons by 3 weeks was greater with FLASH.ConclusionIn summary, we demonstrated reproducible FLASH sparing effects on the brain between two different beams at two different institutions with validated dosimetry. FLASH sparing effects on the endpoints evaluated manifested at later but not the earliest time points.
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- 2024
15. Water phase transition and signal nulling in 3D dual‐echo adiabatic inversion‐recovery UTE (IR‐UTE) imaging of myelin
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Athertya, Jiyo S, Shin, Soo Hyun, Malhi, Bhavsimran Singh, Lo, James, Sedaghat, Sam, Jang, Hyungseok, Ma, Yajun, and Du, Jiang
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Engineering ,Biomedical Engineering ,Neurodegenerative ,Multiple Sclerosis ,Autoimmune Disease ,Brain Disorders ,Neurosciences ,Bioengineering ,Myelin Sheath ,Humans ,Magnetic Resonance Imaging ,Imaging ,Three-Dimensional ,Brain ,Water ,Algorithms ,Phase Transition ,Body Water ,Image Interpretation ,Computer-Assisted ,Male ,Female ,Adult ,Reproducibility of Results ,Image Enhancement ,MRI ,myelin ,phase transition ,UTE ,white matter ,Nuclear Medicine & Medical Imaging ,Biomedical engineering - Abstract
PurposeThe semisolid myelin sheath has very fast transverse relaxation and is invisible to conventional MRI sequences. UTE sequences can detect signal from myelin. The major challenge is the concurrent detection of various water components.MethodsThe inversion recovery (IR)-based UTE (IR-UTE) sequence employs an adiabatic inversion pulse to invert and suppress water magnetizations. TI plays a key role in water suppression, with negative water magnetizations (negative phase) before the null point and positive water magnetizations (positive phase) after the null point. A series of dual-echo IR-UTE images were acquired with different TIs to detect water phase transition. The effects of TR in phase transition and water suppression were also investigated using a relatively long TR of 500 ms and a short TR of 106 ms. The water phase transition in dual-echo IR-UTE imaging of myelin was investigated in five ex vivo and five in vivo human brains.ResultsAn apparent phase transition was observed in the second echo at the water signal null point, where the myelin signal was selectively detected by the UTE data acquisition at the optimal TI. The water phase transition point varied significantly across the brain when the long TR of 500 ms was used, whereas the convergence of TIs was observed when the short TR of 106 ms was used.ConclusionThe results suggest that the IR-UTE sequence with a short TR allows uniform inversion and nulling of water magnetizations, thereby providing volumetric imaging of myelin.
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- 2024
16. Significant age‐related differences between lower leg muscles of older and younger female subjects detected by ultrashort echo time magnetization transfer modeling
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Jerban, Saeed, Mohammadi, Hamidreza Shaterian, Athertya, Jiyo S, Afsahi, Amir Masoud, Shojaeiadib, Niloofar, Moazamian, Dina, Ward, Samuel R, Woods, Gina, Chung, Christine B, Du, Jiang, and Chang, Eric Y
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,Aging ,Biomedical Imaging ,Musculoskeletal ,Humans ,Female ,Adult ,Muscle ,Skeletal ,Leg ,Magnetic Resonance Imaging ,Aged ,Young Adult ,Reproducibility of Results ,macromolecular protons ,magnetization transfer ,MRI ,muscle ,myotendinous junction ,UTE ,Medicinal and Biomolecular Chemistry ,Biomedical Engineering ,Nuclear Medicine & Medical Imaging ,Clinical sciences ,Biomedical engineering - Abstract
Magnetization transfer (MT) magnetic resonance imaging (MRI) can be used to estimate the fraction of water and macromolecular proton pools in tissues. MT modeling paired with ultrashort echo time acquisition (UTE-MT modeling) has been proposed to improve the evaluation of the myotendinous junction and fibrosis in muscle tissues, which the latter increases with aging. This study aimed to determine if the UTE-MT modeling technique is sensitive to age-related changes in the skeletal muscles of the lower leg. Institutional review board approval was obtained, and all recruited subjects provided written informed consent. The legs of 31 healthy younger (28.1 ± 6.1 years old, BMI = 22.3 ± 3.5) and 20 older (74.7 ± 5.5 years old, BMI = 26.7 ± 5.9) female subjects were imaged using UTE sequences on a 3 T MRI scanner. MT ratio (MTR), macromolecular fraction (MMF), macromolecular T2 (T2-MM), and water T2 (T2-W) were calculated using UTE-MT modeling for the anterior tibialis (ATM), posterior tibialis (PTM), soleus (SM), and combined lateral muscles. Results were compared between groups using the Wilcoxon rank sum test. Three independent observers selected regions of interest (ROIs) and processed UTE-MRI images separately, and the intraclass correlation coefficient (ICC) was calculated for a reproducibility study. Significantly lower mean MTR and MMF values were present in the older compared with the younger group in all studied lower leg muscles. T2-MM showed significantly lower values in the older group only for PTM and SM muscles. In contrast, T2-W showed significantly higher values in the older group. The age-related differences were more pronounced for MMF (-17 to -19%) and T2-W (+20 to 47%) measurements in all muscle groups compared with other investigated MR measures. ICCs were higher than 0.93, indicating excellent consistency between the ROI selection and MRI measurements of independent readers. As demonstrated by significant differences between younger and older groups, this research emphasizes the potential of UTE-MT MRI techniques in evaluating age-related skeletal muscle changes.
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- 2024
17. Psychometric and network analysis of kinesiophobia in Iranian surgical patients.
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Sharif-Nia, Hamid, Froelicher, Erika, Hosseinzadeh, Esmail, Hejazi, Sima, Fatehi, Reza, and Nowrozi, Poorya
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Fear of movement ,Kinesiophobia ,Network analysis ,Psychometrics ,Reliability ,Validity ,Humans ,Female ,Iran ,Psychometrics ,Male ,Adult ,Phobic Disorders ,Middle Aged ,Fear ,Surveys and Questionnaires ,Factor Analysis ,Statistical ,Movement ,Reproducibility of Results ,Kinesiophobia - Abstract
Kinesiophobia, the fear of movement, can significantly impede an individuals ability to engage in daily activities. This fear often stems from past traumatic experiences or witnessing others in pain, leading to an increased fear of injury. This study aimed to evaluate the psychometric properties of the Persian version of the Tampa Scale for Kinesiophobia among Iranian post-surgery patients. A methodological study conducted in 2023 involved a sample of 400 post-surgery patients selected through convenience sampling. The translated scale underwent psychometric evaluation, including network analysis, exploratory and confirmatory factor analysis for construct validity, as well as assessments for convergent and discriminant validity. Internal consistency of the scale was also assessed. The mean age of the participants was 44.38 (SD = 13.49) years and the majority of them (77.8%) were women. Exploratory factor analysis with Promax rotation identified two factors explaining 60.28% of the variance, comprising 17 items. The final model was confirmed after necessary adjustments in confirmatory factor analysis. Both convergent and discriminant validity were established, and alpha and omega coefficients of the subscales were above 0.7. The Persian version of the Tampa Scale for Kinesiophobia showed robust psychometric properties among Iranian post-surgery patients, serving as a valuable tool for evaluating and addressing kinesiophobia in this population. These findings enhance the understanding and management of kinesiophobia within the Iranian healthcare context.
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- 2024
18. Validation of the standardization framework SSTR-RADS 1.0 for neuroendocrine tumors using the novel SSTR‑targeting peptide [18F]SiTATE.
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Ebner, R, Lohse, A, Fabritius, M, Rübenthaler, J, Wängler, C, Wängler, B, Schirrmacher, R, Völter, F, Schmid, H, Unterrainer, L, Öcal, O, Hinterberger, A, Spitzweg, C, Auernhammer, C, Geyer, T, Ricke, J, Bartenstein, P, Holzgreve, A, and Grawe, F
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Molecular imaging ,Neuroendocrine tumors ,Positron emission tomography-computed tomography ,Somatostatin ,Humans ,Neuroendocrine Tumors ,Positron Emission Tomography Computed Tomography ,Female ,Male ,Middle Aged ,Receptors ,Somatostatin ,Reproducibility of Results ,Aged ,Adult ,Radiopharmaceuticals ,Aged ,80 and over ,Octreotide ,Fluorine Radioisotopes - Abstract
OBJECTIVES: Somatostatin receptor positron emission tomography/computed tomography (SSTR-PET/CT) using [68Ga]-labeled tracers is a widely used imaging modality for neuroendocrine tumors (NET). Recently, [18F]SiTATE, a SiFAlin tagged [Tyr3]-octreotate (TATE) PET tracer, has shown great potential due to favorable clinical characteristics. We aimed to evaluate the reproducibility of Somatostatin Receptor-Reporting and Data System 1.0 (SSTR-RADS 1.0) for structured interpretation and treatment planning of NET using [18F]SiTATE. METHODS: Four readers assessed [18F]SiTATE-PET/CT of 95 patients according to the SSTR-RADS 1.0 criteria at two different time points. Each reader evaluated up to five target lesions per scan. The overall scan score and the decision on peptide receptor radionuclide therapy (PRRT) were considered. Inter- and intra-reader agreement was determined using the intraclass correlation coefficient (ICC). RESULTS: The ICC analysis on the inter-reader agreement using SSTR-RADS 1.0 for identical target lesions (ICC ≥ 85%), overall scan score (ICC ≥ 90%), and the decision to recommend PRRT (ICC ≥ 85%) showed excellent agreement. However, significant differences were observed in recommending PRRT among experienced readers (ER) (p = 0.020) and inexperienced readers (IR) (p = 0.004). Compartment-based analysis demonstrated good to excellent inter-reader agreement for most organs (ICC ≥ 74%), except for lymph nodes (ICC ≥ 53%). CONCLUSION: SSTR-RADS 1.0 represents a highly reproducible and consistent framework system for stratifying SSTR-targeted PET/CT scans, even using the novel SSTR-ligand [18F]SiTATE. Some inter-reader variability was observed regarding the evaluation of uptake intensity prior to PRRT as well as compartment scoring of lymph nodes, indicating that those categories require special attention during further clinical validation and might be refined in a future SSTR-RADS version 1.1. CLINICAL RELEVANCE STATEMENT: SSTR-RADS 1.0 is a consistent framework for categorizing somatostatin receptor-targeted PET/CT scans when using [18F]SiTATE. The framework serves as a valuable tool for facilitating and improving the management of patients with NET. KEY POINTS: SSTR-RADS 1.0 is a valuable tool for managing patients with NET. SSTR-RADS 1.0 categorizes patients with showing strong agreement across diverse reader expertise. As an alternative to [68Ga]-labeled PET/CT in neuroendocrine tumor imaging, SSTR-RADS 1.0 reliably classifies [18F]SiTATE-PET/CT.
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- 2024
19. Quantitative MRI biomarker for classification of clinically significant prostate cancer: Calibration for reproducibility across echo times
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Kallis, Karoline, Conlin, Christopher C, Ollison, Courtney, Hahn, Michael E, Rakow‐Penner, Rebecca, Dale, Anders M, and Seibert, Tyler M
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Biomedical and Clinical Sciences ,Clinical Sciences ,Oncology and Carcinogenesis ,Biomedical Imaging ,Aging ,Prostate Cancer ,Cancer ,Urologic Diseases ,Prevention ,Humans ,Male ,Prostatic Neoplasms ,Magnetic Resonance Imaging ,Calibration ,Aged ,Middle Aged ,Biomarkers ,Tumor ,Image Processing ,Computer-Assisted ,Reproducibility of Results ,Prognosis ,calibration ,diffusion-weighted imaging ,echo time ,prostate cancer ,quantitative biomarker ,restricted spectrum imaging restriction score ,diffusion‐weighted imaging ,Other Physical Sciences ,Medical Physiology ,Nuclear Medicine & Medical Imaging ,Medical physiology ,Medical and biological physics - Abstract
PurposeThe purpose of the present study is to develop a calibration method to account for differences in echo times (TE) and facilitate the use of restriction spectrum imaging restriction score (RSIrs) as a quantitative biomarker for the detection of clinically significant prostate cancer (csPCa).MethodsThis study included 197 consecutive patients who underwent MRI and biopsy examination; 97 were diagnosed with csPCa (grade group ≥ 2). RSI data were acquired three times during the same session: twice at minimum TE ~75 ms and once at TE = 90 ms (TEmin1, TEmin2, and TE90, respectively). A linear regression model was determined to match the C-maps of TE90 to the reference C-maps of TEmin1 within the interval ranging from 95th to 99th percentile of signal intensity within the prostate. RSIrs comparisons were made at the 98th percentile within each patient's prostate. We compared RSIrs from calibrated TE90 (RSIrsTE90corr) and uncorrected TE90 (RSIrsTE90) to RSIrs from reference TEmin1 (RSIrsTEmin1) and repeated TEmin2 (RSIrsTEmin2). Calibration performance was evaluated with sensitivity, specificity and area under the ROC curve (AUC).ResultsScaling factors for C1, C2, C3, and C4 were estimated as 1.68, 1.33, 1.02, and 1.13, respectively. In non-csPCa cases, the 98th percentile of RSIrsTEmin2 and RSIrsTEmin1 differed by 0.27 ± 0.86SI (mean ± standard deviation), whereas RSIrsTE90 differed from RSIrsTEmin1 by 1.82 ± 1.20SI. After calibration, this bias was reduced to -0.51 ± 1.21SI, representing a 72% reduction in absolute error. For patients with csPCa, the difference was 0.54 ± 1.98SI between RSIrsTEmin2 and RSIrsTEmin1 and 2.28 ± 2.06SI between RSIrsTE90 and RSIrsTEmin1. After calibration, the mean difference decreased to -1.03SI, a 55% reduction in absolute error. At the Youden index for patient-level classification of csPCa (8.94SI), RSIrsTEmin1 has a sensitivity of 66% and a specificity of 72%.ConclusionsThe proposed linear calibration method produces similar quantitative biomarker values for acquisitions with different TE, reducing TE-induced error by 72% and 55% for non-csPCa and csPCa, respectively.
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- 2024
20. Implementation and validation of face de-identification (de-facing) in ADNI4.
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Schwarz, Christopher, Choe, Mark, Rossi, Stephanie, Das, Sandhitsu, Ittyerah, Ranjit, Fletcher, Evan, Maillard, Pauline, Singh, Baljeet, Harvey, Danielle, Malone, Ian, Prosser, Lloyd, Senjem, Matthew, Matoush, Leonard, Ward, Chadwick, Prakaashana, Carl, Landau, Susan, Koeppe, Robert, Lee, JiaQie, Decarli, Charles, Weiner, Michael, Jack, Clifford, Jagust, William, Yushkevich, Paul, and Tosun, Duygu
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ADNI ,anonymization ,de‐facing ,de‐identification ,face recognition ,Humans ,Alzheimer Disease ,Magnetic Resonance Imaging ,Brain ,Neuroimaging ,Reproducibility of Results ,Face ,Algorithms - Abstract
INTRODUCTION: Recent technological advances have increased the risk that de-identified brain images could be re-identified from face imagery. The Alzheimers Disease Neuroimaging Initiative (ADNI) is a leading source of publicly available de-identified brain imaging, who quickly acted to protect participants privacy. METHODS: An independent expert committee evaluated 11 face-deidentification (de-facing) methods and selected four for formal testing. RESULTS: Effects of de-facing on brain measurements were comparable across methods and sufficiently small to recommend de-facing in ADNI. The committee ultimately recommended mri_reface for advantages in reliability, and for some practical considerations. ADNI leadership approved the committees recommendation, beginning in ADNI4. DISCUSSION: ADNI4 de-faces all applicable brain images before subsequent pre-processing, analyses, and public release. Trained analysts inspect de-faced images to confirm complete face removal and complete non-modification of brain. This paper details the history of the algorithm selection process and extensive validation, then describes the production workflows for de-facing in ADNI. HIGHLIGHTS: ADNI is implementing de-facing of MRI and PET beginning in ADNI4. De-facing alters face imagery in brain images to help protect privacy. Four algorithms were extensively compared for ADNI and mri_reface was chosen. Validation confirms mri_reface is robust and effective for ADNI sequences. Validation confirms mri_reface negligibly affects ADNI brain measurements.
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- 2024
21. Oscillometric blood pressure measurements on smartphones using vibrometric force estimation.
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Barry, Colin, Xuan, Yinan, Fascetti, Ava, Moore, Alison, and Wang, Edward
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Humans ,Smartphone ,Blood Pressure Determination ,Oscillometry ,Male ,Female ,Adult ,Blood Pressure ,Vibration ,Photoplethysmography ,Fingers ,Reproducibility of Results ,Middle Aged ,Young Adult - Abstract
This paper proposes a smartphone-based method for measuring Blood Pressure (BP) using the oscillometric method. For oscillometry, it is necessary to measure (1) the pressure applied to the artery and (2) the local blood volume change. This is accomplished by performing an oscillometric measurement at the fingers digital artery, whereby a user presses down on the phones camera with steadily increasing force. The camera is used to capture the blood volume change using photoplethysmography. We devised a novel method for measuring the force applied of the finger without the use of specialized smartphone hardware with a technique called Vibrometric Force Estimation (VFE). The fundamental concept of VFE relies on a phenomenon where a vibrating object is dampened when an external force is applied on to it. This phenomenon can be recreated using the phones own vibration motor and measured using the phones Inertial Measurement Unit (IMU). A cross device reliability study with three smartphones of different manufacturers, shape, and prices results in similar force estimation performance across all smartphone models. In an N = 24 proof of concept study of the BP measurement, the smartphone technique achieves a mean absolute error of 9.21 mmHg and 7.77 mmHg of systolic and diastolic BP, respectively, compared to an FDA approved BP cuff. The vision for this technology is not necessarily to replace existing BP monitoring solutions, but rather to introduce a downloadable smartphone software application that could serve as a low-barrier hypertension screening measurement fit for widespread adoption.
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- 2024
22. Reproducibility of consecutive automated telemetric noctodiurnal IOP profiles as determined by an intraocular implant.
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van den Bosch, Jacqueline, Pennisi, Vincenzo, Rao, Harsha, Mansouri, Kaweh, Weinreb, Robert, Thieme, Hagen, Hoffmann, Michael, and Choritz, Lars
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glaucoma ,intraocular pressure ,telemedicine ,Humans ,Intraocular Pressure ,Glaucoma ,Open-Angle ,Reproducibility of Results ,Tonometry ,Ocular ,Female ,Male ,Telemetry ,Aged ,Middle Aged ,Circadian Rhythm ,Glaucoma Drainage Implants ,Aged ,80 and over - Abstract
BACKGROUND: Intraocular pressure (IOP) monitoring in glaucoma management is evolving with novel devices. We investigated the reproducibility of 24 hour profiles on two consecutive days and after 30 days of self-measurements via telemetric IOP monitoring. METHODS: Seven primary patients with open-angle glaucoma previously implanted with a telemetric IOP sensor in one eye underwent automatic measurements throughout 24 hours on two consecutive days (day 1 and day 2). Patients wore an antenna adjacent to the study eye connected to a reader device to record IOP every 5 min. Also, self-measurements in six of seven patients were collected for a period of 30 days. Analysis included calculation of hourly averages to correlate time-pairs of day 1 versus day 2 and the self-measurements vers day 2. RESULTS: The number of IOP measurements per patient ranged between 151 and 268 on day 1, 175 and 268 on day 2 and 19 and 1236 during 30 days of self-measurements. IOP time-pairs of automatic measurements on day 1 and day 2 were significantly correlated at the group level (R=0.83, p
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- 2024
23. Hidden: A Bakers Dozen Ways in Which Research Reporting is Less Transparent than it Could be and Suggestions for Implementing Einsteins Dictum.
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Siddique, Abu, Shaw, Brian, Dwyer, Johanna, Fields, David, Fontaine, Kevin, Hand, David, Schekman, Randy, Alberts, Jeffrey, Locher, Julie, and Allison, David
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Epistemology ,Philosophy of science ,Rigor ,reproducibility ,and transparency ,Science communication ,Trustworthiness ,Humans ,Research Design ,Ethics ,Research ,Science ,Writing ,Research Report ,Narration ,Mentors ,Publishing ,Reproducibility of Results ,Research - Abstract
The tutelage of our mentors as scientists included the analogy that writing a good scientific paper was an exercise in storytelling that omitted unessential details that did not move the story forward or that detracted from the overall message. However, the advice to not get lost in the details had an important flaw. In science, it is the many details of the data themselves and the methods used to generate and analyze them that give conclusions their probative meaning. Facts may sometimes slow or distract from the clarity, tidiness, intrigue, or flow of the narrative, but nevertheless they are important for the assessment of what was done, the trustworthiness of the science, and the meaning of the findings. Nevertheless, many critical elements and facts about research studies may be omitted from the narrative and become hidden from scholarly scrutiny. We describe a bakers dozen shortfalls in which such elements that are pertinent to evaluating the validity of scientific studies are sometimes hidden in reports of the work. Such shortfalls may be intentional or unintentional or lie somewhere in between. Additionally, shortfalls may occur at the level of the individual or an institution or of the entire system itself. We conclude by proposing countermeasures to these shortfalls.
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- 2024
24. A (sub)field guide to quality control in hippocampal subfield segmentation on high‐resolution T2‐weighted MRI
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Canada, Kelsey L, Mazloum‐Farzaghi, Negar, Rådman, Gustaf, Adams, Jenna N, Bakker, Arnold, Baumeister, Hannah, Berron, David, Bocchetta, Martina, Carr, Valerie A, Dalton, Marshall A, de Flores, Robin, Keresztes, Attila, La Joie, Renaud, Mueller, Susanne G, Raz, Naftali, Santini, Tales, Shaw, Thomas, Stark, Craig EL, Tran, Tammy T, Wang, Lei, Wisse, Laura EM, Wuestefeld, Anika, Yushkevich, Paul A, Olsen, Rosanna K, Daugherty, Ana M, and Group, the Hippocampal Subfields
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Biological Psychology ,Cognitive and Computational Psychology ,Psychology ,Neurosciences ,Bioengineering ,Biomedical Imaging ,Hippocampus ,Humans ,Magnetic Resonance Imaging ,Quality Control ,Image Processing ,Computer-Assisted ,Reproducibility of Results ,Neuroimaging ,Hippocampal Subfields Group ,MRI ,best practices ,hippocampal subfields ,quality control ,segmentation ,Cognitive Sciences ,Experimental Psychology ,Biological psychology ,Cognitive and computational psychology - Abstract
Inquiries into properties of brain structure and function have progressed due to developments in magnetic resonance imaging (MRI). To sustain progress in investigating and quantifying neuroanatomical details in vivo, the reliability and validity of brain measurements are paramount. Quality control (QC) is a set of procedures for mitigating errors and ensuring the validity and reliability of brain measurements. Despite its importance, there is little guidance on best QC practices and reporting procedures. The study of hippocampal subfields in vivo is a critical case for QC because of their small size, inter-dependent boundary definitions, and common artifacts in the MRI data used for subfield measurements. We addressed this gap by surveying the broader scientific community studying hippocampal subfields on their views and approaches to QC. We received responses from 37 investigators spanning 10 countries, covering different career stages, and studying both healthy and pathological development and aging. In this sample, 81% of researchers considered QC to be very important or important, and 19% viewed it as fairly important. Despite this, only 46% of researchers reported on their QC processes in prior publications. In many instances, lack of reporting appeared due to ambiguous guidance on relevant details and guidance for reporting, rather than absence of QC. Here, we provide recommendations for correcting errors to maximize reliability and minimize bias. We also summarize threats to segmentation accuracy, review common QC methods, and make recommendations for best practices and reporting in publications. Implementing the recommended QC practices will collectively improve inferences to the larger population, as well as have implications for clinical practice and public health.
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- 2024
25. The Persian version of the fear of pain questionnaire mong Iranian post-surgery patients: a translation and psychometrics.
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Sharif-Nia, Hamid, Froelicher, Erika, Fatehi, Reza, Nowrozi, Poorya, Shafighi, Amir, and Mohammadi, Bita
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Fear of pain ,Iran ,Persian ,Psychometrics ,Reliability ,Validity ,Humans ,Psychometrics ,Iran ,Male ,Fear ,Female ,Adult ,Reproducibility of Results ,Middle Aged ,Surveys and Questionnaires ,Pain ,Postoperative ,Translations ,Young Adult ,Aged ,Factor Analysis ,Statistical - Abstract
INTRODUCTION: The Fear of Pain Questionnaire (FOPQ) is a self-report tool designed to measure an individuals fear of pain (FOP). While the Persian version of the FOPQ (FOPQ-P) has been developed, its validity and reliability have not yet been assessed in the Iranian context. This study aims to evaluate the psychometric properties of the FOPQ-P among Iranian patients after surgery. METHODS: A methodological study was conducted in 2023 involving 400 post-surgery patients selected with a convenience sampling. The FOPQ was translated into Persian, and its psychometric properties were analyzed using network analysis, exploratory factor analysis (EFA), confirmatory factor analysis (CFA), as well as assessments of convergent and discriminant validity. Internal consistency was measured using Cronbachs alpha, McDonalds Omega, average inter-item correlation coefficient, Composite Reliability, and Maximal Reliability. RESULTS: The EFA results with Promax and Kaiser Normalization rotation identified two factors that explained 54.32% of the variance, comprising seven items. The CFA confirmed the models validity. Both convergent and discriminant validity were established. The reliability analyses showed that Cronbachs alpha, McDonalds omega, composite reliability, and MaxR for all constructs were above 0.7. Additionally, the average inter-item correlation coefficient was greater than 0.5, indicating strong internal consistency and construct reliability. CONCLUSION: The findings suggest that the FOPQ-P possesses a valid structure and was acceptable reliability in patients cultural context of Iran post-surgery, making it a suitable instrument for measuring fear of pain in this population.
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- 2024
26. Bridging big data in the ENIGMA consortium to combine non-equivalent cognitive measures
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Kennedy, Eamonn, Vadlamani, Shashank, Lindsey, Hannah M, Lei, Pui-Wa, Jo-Pugh, Mary, Thompson, Paul M, Tate, David F, Hillary, Frank G, Dennis, Emily L, and Wilde, Elisabeth A
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Psychology ,Applied and Developmental Psychology ,Data Science ,Mental Health ,Behavioral and Social Science ,Neurosciences ,Networking and Information Technology R&D (NITRD) ,Basic Behavioral and Social Science ,Aging ,Mental health ,Humans ,Big Data ,Cognition ,Male ,Female ,Middle Aged ,Adult ,Aged ,Reproducibility of Results ,Verbal Learning ,Neuropsychological Tests ,Memory ,Young Adult ,ENIGMA Clinical Endpoints Working Group ,Harmonization ,Item response theory ,Mega analysis ,Traumatic brain injury ,Verbal learning - Abstract
Investigators in neuroscience have turned to Big Data to address replication and reliability issues by increasing sample size. These efforts unveil new questions about how to integrate data across distinct sources and instruments. The goal of this study was to link scores across common auditory verbal learning tasks (AVLTs). This international secondary analysis aggregated multisite raw data for AVLTs across 53 studies totaling 10,505 individuals. Using the ComBat-GAM algorithm, we isolated and removed the component of memory scores associated with site effects while preserving instrumental effects. After adjustment, a continuous item response theory model used multiple memory items of varying difficulty to estimate each individual's latent verbal learning ability on a single scale. Equivalent raw scores across AVLTs were then found by linking individuals through the ability scale. Harmonization reduced total cross-site score variance by 37% while preserving meaningful memory effects. Age had the largest impact on scores overall (- 11.4%), while race/ethnicity variable was not significant (p > 0.05). The resulting tools were validated on dually administered tests. The conversion tool is available online so researchers and clinicians can convert memory scores across instruments. This work demonstrates that global harmonization initiatives can address reproducibility challenges across the behavioral sciences.
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- 2024
27. Discovery of sparse, reliable omic biomarkers with Stabl
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Hédou, Julien, Marić, Ivana, Bellan, Grégoire, Einhaus, Jakob, Gaudillière, Dyani K, Ladant, Francois-Xavier, Verdonk, Franck, Stelzer, Ina A, Feyaerts, Dorien, Tsai, Amy S, Ganio, Edward A, Sabayev, Maximilian, Gillard, Joshua, Amar, Jonas, Cambriel, Amelie, Oskotsky, Tomiko T, Roldan, Alennie, Golob, Jonathan L, Sirota, Marina, Bonham, Thomas A, Sato, Masaki, Diop, Maïgane, Durand, Xavier, Angst, Martin S, Stevenson, David K, Aghaeepour, Nima, Montanari, Andrea, and Gaudillière, Brice
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Biological Sciences ,Bioinformatics and Computational Biology ,Biomedical and Clinical Sciences ,Precision Medicine ,Machine Learning and Artificial Intelligence ,Networking and Information Technology R&D (NITRD) ,Prevention ,4.2 Evaluation of markers and technologies ,Generic health relevance ,Biomarkers ,Humans ,Machine Learning ,Proteomics ,Computational Biology ,Metabolomics ,Reproducibility of Results - Abstract
Adoption of high-content omic technologies in clinical studies, coupled with computational methods, has yielded an abundance of candidate biomarkers. However, translating such findings into bona fide clinical biomarkers remains challenging. To facilitate this process, we introduce Stabl, a general machine learning method that identifies a sparse, reliable set of biomarkers by integrating noise injection and a data-driven signal-to-noise threshold into multivariable predictive modeling. Evaluation of Stabl on synthetic datasets and five independent clinical studies demonstrates improved biomarker sparsity and reliability compared to commonly used sparsity-promoting regularization methods while maintaining predictive performance; it distills datasets containing 1,400-35,000 features down to 4-34 candidate biomarkers. Stabl extends to multi-omic integration tasks, enabling biological interpretation of complex predictive models, as it hones in on a shortlist of proteomic, metabolomic and cytometric events predicting labor onset, microbial biomarkers of pre-term birth and a pre-operative immune signature of post-surgical infections. Stabl is available at https://github.com/gregbellan/Stabl .
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- 2024
28. AI-based automation of enrollment criteria and endpoint assessment in clinical trials in liver diseases
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Iyer, Janani S, Juyal, Dinkar, Le, Quang, Shanis, Zahil, Pokkalla, Harsha, Pouryahya, Maryam, Pedawi, Aryan, Stanford-Moore, S Adam, Biddle-Snead, Charles, Carrasco-Zevallos, Oscar, Lin, Mary, Egger, Robert, Hoffman, Sara, Elliott, Hunter, Leidal, Kenneth, Myers, Robert P, Chung, Chuhan, Billin, Andrew N, Watkins, Timothy R, Patterson, Scott D, Resnick, Murray, Wack, Katy, Glickman, Jon, Burt, Alastair D, Loomba, Rohit, Sanyal, Arun J, Glass, Ben, Montalto, Michael C, Taylor-Weiner, Amaro, Wapinski, Ilan, and Beck, Andrew H
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Trials and Supportive Activities ,Clinical Research ,6.1 Pharmaceuticals ,Oral and gastrointestinal ,Humans ,Artificial Intelligence ,Clinical Trials as Topic ,Non-alcoholic Fatty Liver Disease ,Liver Cirrhosis ,Patient Selection ,Endpoint Determination ,Female ,Retrospective Studies ,Male ,Automation ,Liver Diseases ,Reproducibility of Results ,Medical and Health Sciences ,Immunology ,Biomedical and clinical sciences ,Health sciences - Abstract
Clinical trials in metabolic dysfunction-associated steatohepatitis (MASH, formerly known as nonalcoholic steatohepatitis) require histologic scoring for assessment of inclusion criteria and endpoints. However, variability in interpretation has impacted clinical trial outcomes. We developed an artificial intelligence-based measurement (AIM) tool for scoring MASH histology (AIM-MASH). AIM-MASH predictions for MASH Clinical Research Network necroinflammation grades and fibrosis stages were reproducible (κ = 1) and aligned with expert pathologist consensus scores (κ = 0.62-0.74). The AIM-MASH versus consensus agreements were comparable to average pathologists for MASH Clinical Research Network scores (82% versus 81%) and fibrosis (97% versus 96%). Continuous scores produced by AIM-MASH for key histological features of MASH correlated with mean pathologist scores and noninvasive biomarkers and strongly predicted progression-free survival in patients with stage 3 (P
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- 2024
29. Content Validity of the Modified Functional Scale for the Assessment and Rating of Ataxia (f-SARA) Instrument in Spinocerebellar Ataxia.
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Potashman, Michele, Rudell, Katja, Pavisic, Ivanna, Suminski, Naomi, Doma, Rinchen, Heinrich, Maggie, Abetz-Webb, Linda, Beiner, Melissa, Kuo, Sheng-Han, Rosenthal, Liana, Zesiwicz, Theresa, Fife, Terry, van de Warrenburg, Bart, Ristori, Giovanni, Synofzik, Matthis, Perlman, Susan, Schmahmann, Jeremy, and LItalien, Gilbert
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Clinical outcome assessment ,Cognitive debriefing ,Concept elicitation ,Spinocerebellar ataxia ,f-SARA ,Humans ,Spinocerebellar Ataxias ,Male ,Female ,Middle Aged ,Adult ,Severity of Illness Index ,Reproducibility of Results ,Aged ,Gait ,Disease Progression - Abstract
The functional Scale for the Assessment and Rating of Ataxia (f-SARA) assesses Gait, Stance, Sitting, and Speech. It was developed as a potentially clinically meaningful measure of spinocerebellar ataxia (SCA) progression for clinical trial use. Here, we evaluated content validity of the f-SARA. Qualitative interviews were conducted among individuals with SCA1 (n = 1) and SCA3 (n = 6) and healthcare professionals (HCPs) with SCA expertise (USA, n = 5; Europe, n = 3). Interviews evaluated symptoms and signs of SCA and relevance of f-SARA concepts for SCA. HCP cognitive debriefing was conducted. Interviews were recorded, transcribed, coded, and analyzed by ATLAS.TI software. Individuals with SCA1 and 3 reported 85 symptoms, signs, and impacts of SCA. All indicated difficulties with walking, stance, balance, speech, fatigue, emotions, and work. All individuals with SCA1 and 3 considered Gait, Stance, and Speech relevant f-SARA concepts; 3 considered Sitting relevant (42.9%). All HCPs considered Gait and Speech relevant; 5 (62.5%) indicated Stance was relevant. Sitting was considered a late-stage disease indicator. Most HCPs suggested inclusion of appendicular items would enhance clinical relevance. Cognitive debriefing supported clarity and comprehension of f-SARA. Maintaining current abilities on f-SARA items for 1 year was considered meaningful for most individuals with SCA1 and 3. All HCPs considered meaningful changes as stability in f-SARA score over 1-2 years, 1-2-point change in total f-SARA score, and deviation from natural history. These results support content validity of f-SARA for assessing SCA disease progression in clinical trials.
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- 2024
30. Assessment of the reliability, responsiveness, and meaningfulness of the scale for the assessment and rating of ataxia (SARA) for lysosomal storage disorders.
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Park, Julien, Bremova-Ertl, Tatiana, Brands, Marion, Foltan, Tomas, Gautschi, Matthias, Gissen, Paul, Hahn, Andreas, Jones, Simon, Arash-Kaps, Laila, Kolnikova, Miriam, Patterson, Marc, Perlman, Susan, Ramaswami, Uma, Reichmannová, Stella, Rohrbach, Marianne, Schneider, Susanne, Shaikh, Aasef, Sivananthan, Siyamini, Synofzik, Matthis, Walterfarng, Mark, Wibawa, Pierre, Martakis, Kyriakos, and Manto, Mario
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Clinical outcome assessments ,Lysosomal storage disorders ,Scale for the assessment and rating of ataxia ,Humans ,Reproducibility of Results ,Male ,Female ,Ataxia ,Severity of Illness Index ,Adult ,Lysosomal Storage Diseases ,Outcome Assessment ,Health Care ,Adolescent ,Child ,Young Adult ,Cohort Studies ,Child ,Preschool ,Middle Aged - Abstract
OBJECTIVE: To evaluate the reliability, responsiveness, and validity of the Scale for the Assessment and Rating of Ataxia (SARA) in patients with lysosomal storage disorders (LSDs) who present with neurological symptoms, and quantify the threshold for a clinically meaningful change. METHODS: We analyzed data from three clinical trial cohorts (IB1001-201, IB1001-202, and IB1001-301) of patients with Niemann-Pick disease type C (NPC) and GM2 Gangliosidoses (Tay-Sachs and Sandhoff disease) comprising 122 patients and 703 visits. Reproducibility was described as re-test reliability between repeat baseline visits or baseline and post-treatment washout visits. Responsiveness was determined in relation to the Investigators, Caregivers, and Patients Clinical Global Impression of Improvement (CGI-I). The CGI-I data was also used to quantify a threshold for a clinically meaningful improvement on the SARA scale. Using a qualitative methods approach, patient/caregiver interviews from the IB1001-301 trial were further used to assess a threshold of meaningful change as well as the breadth of neurological signs and symptoms captured and evaluated by the SARA scale. RESULTS: The Inter-Class Correlation (ICC) was 0.95 or greater for all three trials, indicating a high internal consistency/reliability. The mean change in SARA between repeat baseline and post-treatment washout visit assessments in all trials was -0.05, SD 1.98, i.e., minimal, indicating no significant differences, learning effects or other systematic biases. For the CGI-I responses and change in SARA scores, Area Under the Curve (AUC) values were 0.82, 0.71, and 0.77 for the Investigators, Caregivers, and Patients CGI-I respectively, indicating strong agreement. Further qualitative analyses of the patient/caregiver interviews demonstrated a 1-point or greater change on SARA to be a clinically meaningful improvement which is directly relevant to the patients everyday functioning and quality of life. Changes captured by the SARA were also paralleled by improvement in a broad range of neurological signs and symptoms and beyond cerebellar ataxia. CONCLUSION: Qualitative and quantitative data demonstrate the reliability and responsiveness of the SARA score as a valid measure of neurological signs and symptoms in LSDs with CNS involvement, such as NPC and GM2 Gangliosidoses. A 1-point change represents a clinically meaningful transition reflecting the gain or loss of complex function.
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- 2024
31. Development and Validation of SCACOMS, a Composite Scale for Assessing Disease Progression and Treatment Effects in Spinocerebellar Ataxia.
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LItalien, Gilbert, Popoff, Evan, Rogula, Basia, Powell, Lauren, Potashman, Michele, Dickson, Sam, OKeefe, Patrick, Beiner, Melissa, Coric, Vlad, Perlman, Susan, Schmahmann, Jeremy, and Hendrix, Suzanne
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Composite Measure ,Disease Progression ,Partial Least Squares Regression ,Spinocerebellar Ataxia ,Humans ,Disease Progression ,Spinocerebellar Ataxias ,Male ,Female ,Middle Aged ,Adult ,Severity of Illness Index ,Treatment Outcome ,Aged ,Reproducibility of Results ,Cohort Studies - Abstract
Spinocerebellar ataxias (SCA) are rare inherited neurodegenerative disorders characterized by a progressive impairment of gait, balance, limb coordination, and speech. There is currently no composite scale that includes multiple aspects of the SCA experience to assess disease progression and treatment effects. Applying the method of partial least squares (PLS) regression, we developed the Spinocerebellar Ataxia Composite Scale (SCACOMS) from two SCA natural history datasets (NCT01060371, NCT02440763). PLS regression selected items based on their ability to detect clinical decline, with optimized weights based on the items degree of progression. Following model validation, SCACOMS was leveraged to examine disease progression and treatment effects in a 48-week SCA clinical trial cohort (NCT03701399). Items from the Clinical Global Impression-Global Improvement Scale (CGI-I), the Friedreich Ataxia Rating Scale (FARS) - functional stage, and the Modified Functional Scale for the Assessment and Rating of Ataxia (f-SARA) were objectively selected with weightings based on their sensitivity to clinical decline. The resulting SCACOMS exhibited improved sensitivity to disease progression and greater treatment effects (compared to the original scales from which they were derived) in a 48-week clinical trial of a novel therapeutic agent. The trial analyses also provided a SCACOMS-derived estimate of the temporal delay in SCA disease progression. SCACOMS is a useful composite measure, effectively capturing disease progression and highlighting treatment effects in patients with SCA. SCACOMS will be a powerful tool in future studies given its sensitivity to clinical decline and ability to detect a meaningful clinical impact of disease-modifying treatments.
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- 2024
32. Whole-brain annotation and multi-connectome cell typing of Drosophila.
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Schlegel, Philipp, Yin, Yijie, Bates, Alexander, Dorkenwald, Sven, Eichler, Katharina, Brooks, Paul, Han, Daniel, Gkantia, Marina, Dos Santos, Marcia, Munnelly, Eva, Badalamente, Griffin, Serratosa Capdevila, Laia, Sane, Varun, Fragniere, Alexandra, Kiassat, Ladann, Pleijzier, Markus, Stürner, Tomke, Tamimi, Imaan, Dunne, Christopher, Salgarella, Irene, Javier, Alexandre, Fang, Siqi, Perlman, Eric, Kazimiers, Tom, Jagannathan, Sridhar, Matsliah, Arie, Sterling, Amy, Yu, Szi-Chieh, McKellar, Claire, Costa, Marta, Seung, H, Murthy, Mala, Hartenstein, Volker, Bock, Davi, and Jefferis, Gregory
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Animals ,Female ,Male ,Brain ,Connectome ,Data Curation ,Drosophila melanogaster ,Mushroom Bodies ,Neurons ,Reproducibility of Results ,Atlases as Topic ,Heuristics ,Neural Inhibition - Abstract
The fruit fly Drosophila melanogaster has emerged as a key model organism in neuroscience, in large part due to the concentration of collaboratively generated molecular, genetic and digital resources available for it. Here we complement the approximately 140,000 neuron FlyWire whole-brain connectome1 with a systematic and hierarchical annotation of neuronal classes, cell types and developmental units (hemilineages). Of 8,453 annotated cell types, 3,643 were previously proposed in the partial hemibrain connectome2, and 4,581 are new types, mostly from brain regions outside the hemibrain subvolume. Although nearly all hemibrain neurons could be matched morphologically in FlyWire, about one-third of cell types proposed for the hemibrain could not be reliably reidentified. We therefore propose a new definition of cell type as groups of cells that are each quantitatively more similar to cells in a different brain than to any other cell in the same brain, and we validate this definition through joint analysis of FlyWire and hemibrain connectomes. Further analysis defined simple heuristics for the reliability of connections between brains, revealed broad stereotypy and occasional variability in neuron count and connectivity, and provided evidence for functional homeostasis in the mushroom body through adjustments of the absolute amount of excitatory input while maintaining the excitation/inhibition ratio. Our work defines a consensus cell type atlas for the fly brain and provides both an intellectual framework and open-source toolchain for brain-scale comparative connectomics.
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- 2024
33. Neuronal parts list and wiring diagram for a visual system.
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Matsliah, Arie, Yu, Szi-Chieh, Kruk, Krzysztof, Bland, Doug, Burke, Austin T, Gager, Jay, Hebditch, James, Silverman, Ben, Willie, Kyle Patrick, Willie, Ryan, Sorek, Marissa, Sterling, Amy R, Kind, Emil, Garner, Dustin, Sancer, Gizem, Wernet, Mathias F, Kim, Sung Soo, Murthy, Mala, Seung, H Sebastian, and FlyWire Consortium
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Animals ,Female ,Algorithms ,Color Vision ,Connectome ,Drosophila melanogaster ,Interneurons ,Models ,Neurological ,Motion Perception ,Neurons ,Neuropil ,Optic Lobe ,Nonmammalian ,Reproducibility of Results ,Visual Fields ,Visual Pathways ,General Science & Technology - Abstract
A catalogue of neuronal cell types has often been called a 'parts list' of the brain1, and regarded as a prerequisite for understanding brain function2,3. In the optic lobe of Drosophila, rules of connectivity between cell types have already proven to be essential for understanding fly vision4,5. Here we analyse the fly connectome to complete the list of cell types intrinsic to the optic lobe, as well as the rules governing their connectivity. Most new cell types contain 10 to 100 cells, and integrate information over medium distances in the visual field. Some existing type families (Tm, Li, and LPi)6-10 at least double in number of types. A new serpentine medulla (Sm) interneuron family contains more types than any other. Three families of cross-neuropil types are revealed. The consistency of types is demonstrated by analysing the distances in high-dimensional feature space, and is further validated by algorithms that select small subsets of discriminative features. We use connectivity to hypothesize about the functional roles of cell types in motion, object and colour vision. Connectivity with 'boundary types' that straddle the optic lobe and central brain is also quantified. We showcase the advantages of connectomic cell typing: complete and unbiased sampling, a rich array of features based on connectivity and reduction of the connectome to a substantially simpler wiring diagram of cell types, with immediate relevance for brain function and development.
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- 2024
34. Improving rigor and reproducibility in western blot experiments with the blotRig analysis.
- Author
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Omondi, Cleopa, Chou, Austin, Fond, Kenneth, Morioka, Kazuhito, Joseph, Nadine, Sacramento, Jeffrey, Iorio, Emma, Torres-Espin, Abel, Radabaugh, Hannah, Davis, Jacob, Gumbel, Jason, Huie, J, and Ferguson, Adam
- Subjects
Analytical chemistry ,Antibodies ,Biostatistics ,Computational biology ,Computational chemistry ,Western blot ,Reproducibility of Results ,Blotting ,Western ,Research Design ,Software ,Humans - Abstract
Western blot is a popular biomolecular analysis method for measuring the relative quantities of independent proteins in complex biological samples. However, variability in quantitative western blot data analysis poses a challenge in designing reproducible experiments. The lack of rigorous quantitative approaches in current western blot statistical methodology may result in irreproducible inferences. Here we describe best practices for the design and analysis of western blot experiments, with examples and demonstrations of how different analytical approaches can lead to widely varying outcomes. To facilitate best practices, we have developed the blotRig tool for designing and analyzing western blot experiments to improve their rigor and reproducibility. The blotRig application includes functions for counterbalancing experimental design by lane position, batch management across gels, and analytics with covariates and random effects.
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- 2024
35. Validation of Patient-Reported Outcomes in Patients With Nonmetastatic Breast Cancer Receiving Comprehensive Nodal Irradiation in the RadComp Trial.
- Author
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Hahn, Elizabeth, Pugh, Stephanie, Lu, Hien, Vela, Alyssa, Gillespie, Erin, Nichols, Elizabeth, Wright, Jean, MacDonald, Shannon, Cahlon, Oren, Baas, Carole, Braunstein, Lior, Fang, L, Freedman, Gary, Jimenez, Rachel, Kesslering, Christy, Mishra, Mark, Mutter, Robert, Ohri, Nisha, Rosen, Lane, Urbanic, James, Jagsi, Reshma, Mitchell, Sandra, Bekelman, Justin, and Cella, David
- Subjects
Humans ,Female ,Patient Reported Outcome Measures ,Breast Neoplasms ,Middle Aged ,Quality of Life ,Adult ,Aged ,Patient Satisfaction ,Fatigue ,Lymphatic Irradiation ,Reproducibility of Results - Abstract
PURPOSE: Our purpose was to evaluate the measurement properties of patient-reported outcome (PRO) measures used in the ongoing RadComp pragmatic randomized clinical trial (PRCT). METHODS AND MATERIALS: The deidentified and blinded data set included 774 English-speaking female participants who completed their 6-month posttreatment assessment. Eleven PRO measures were evaluated, including the Trial Outcome Index from the Functional Assessment of Cancer Therapy-Breast (FACT-B), Satisfaction with Breast Cosmetic Outcomes, the BREAST-Q, and selected Patient-Reported Outcomes Measurement Information System (PROMIS) measures. PROs were measured at 3 timepoints: baseline, completion of radiation therapy (RT), and 6 months post-RT. Ten variables were used as validity anchors. Pearson or Spearman correlations were calculated between PROs and convergent validity indicators. Mean PRO differences between clinically distinct categories were compared with analysis of variance methods (known-groups validity). PRO change scores were mapped to change in other variables (sensitivity to change). RESULTS: Most correlations between PROs and validity indicators were large (≥0.5). Mean score for Satisfaction with Breast Cosmetic Outcomes was higher (better) for those with a lumpectomy compared with those with a mastectomy (P < .001). Mean scores for the FACT-B Trial Outcome Index and for PROMIS Fatigue and Ability to Participate in Social Roles and Activities were better for those with good baseline performance status compared with those with poorer baseline performance status (P < .05). At completion of RT and post-RT, mean scores for Satisfaction with Breast Cosmetic Outcomes and BREAST-Q Radiation were significantly different (P < .001) across categories for all Functional Assessment of Chronic Illness Therapy -Treatment Satisfaction - General items. There were medium-sized correlations between change scores for FACT-B Trial Outcome Index, Fatigue, Anxiety, and Ability to Participate in Social Roles and change scores in the Visual Analog Scale. CONCLUSIONS: For patients with nonmetastatic breast cancer receiving radiation in the RadComp PRCT, our findings demonstrate high reliability and validity for important PRO measures, supporting their psychometric strength and usefulness to reflect the effect of RT on health-related quality of life.
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- 2024
36. Validation of a laboratory craving assessment and evaluation of 4 different interventions on cravings among adults with overweight or obesity
- Author
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Pasquale, Ellen K, Strong, David R, Eichen, Dawn M, Peterson, Carol B, Kang-Sim, D Eastern, and Boutelle, Kerri N
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Clinical and Health Psychology ,Pharmacology and Pharmaceutical Sciences ,Biomedical and Clinical Sciences ,Psychology ,Women's Health ,Obesity ,Clinical Research ,Behavioral and Social Science ,Prevention ,Brain Disorders ,Clinical Trials and Supportive Activities ,Mental Health ,Nutrition ,Stroke ,Cancer ,Humans ,Craving ,Female ,Male ,Adult ,Middle Aged ,Cues ,Overweight ,Weight Loss ,Body Mass Index ,Reproducibility of Results ,Food cue reactivity ,Overeating ,Cue-exposure treatment ,Nutrition & Dietetics - Abstract
Food cue reactivity (FCR) is an appetitive trait associated with overeating and weight gain. We developed a laboratory craving assessment to objectively evaluate cognitive aspects of FCR. This study examined the preliminary construct and criterion validity of this craving assessment and evaluated 4 different interventions, 2 of which incorporated cue-exposure treatment for food, on craving over treatment and follow-up. 271 treatment-seeking adults with overweight/obesity (body mass index = 34.6[5.2]; age = 46.5[11.8]; 81.2% female; 61.6% non-Latinx White) completed the Food Cue Responsivity Scale and the laboratory craving assessment, during which they alternated holding and smelling a highly craved food and provided craving ratings over 5 min. Participants were subsequently randomized to 26 treatment sessions over 12-months of ROC, Behavioral Weight Loss (BWL), a combined arm (ROC+) and an active comparator (AC), and repeated the craving assessment at post-treatment and 12-month follow-up. Linear mixed-effects models assessed associations between trial type (holding vs. smelling), trial number, pre-treatment FCR, treatment arm, assessment time point, and craving. Cravings were greater when smelling vs. holding food (b = 0.31, p
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- 2024
37. The Construct Validity of the Childhood Joint Attention Rating Scale (C-JARS) in School-Aged Autistic Children
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Birkeneder, Sandy L, Bullen, Jennifer, McIntyre, Nancy, Zajic, Matthew C, Lerro, Lindsay, Solomon, Marjorie, Sparapani, Nicole, and Mundy, Peter
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Biological Psychology ,Cognitive and Computational Psychology ,Social and Personality Psychology ,Specialist Studies In Education ,Education ,Psychology ,Pediatric ,Autism ,Behavioral and Social Science ,Brain Disorders ,Mental Health ,Intellectual and Developmental Disabilities (IDD) ,Clinical Research ,2.1 Biological and endogenous factors ,Mental health ,Quality Education ,Humans ,Male ,Female ,Child ,Attention ,Autistic Disorder ,Reproducibility of Results ,Adolescent ,Social Behavior ,Intellectual Disability ,Autism Spectrum Disorder ,Autism spectrum disorder ,Diagnostics ,Parent-report measure ,Symptoms ,Joint attention ,Prosocial behaviors ,Psychology and Cognitive Sciences ,Developmental & Child Psychology ,Health sciences - Abstract
Preliminary evidence from the Childhood Joint Attention Rating Scale (C-JARS; Mundy et al., 2017) suggests symptoms related to diminished joint attention and the spontaneous sharing of experience with others can be assessed with a parent-report measure in children and adolescents with autism. This study was designed to expand on the previous study by examining the validity of both a Social Symptom (SS) and a Prosocial (PS) scale of the C-JARS in a study of school-aged autistic children (n = 89) with and without co-occurring intellectual disability (ID), as well as an age matched neurotypical sample (n = 62). Results indicated that both C-JARS scales were sensitive and specific with respect to identifying the diagnostic status of the children. In addition, the PS scale was sensitive to differences in cognitive abilities (IQ) and sex differences in the autism group. These results are consistent with the hypothesis that joint attention and spontaneous sharing of experience symptoms are not only characteristic of preschool children with autism but may also constitute a developmentally continuous dimension of the social phenotype of autism that can be measured in school-aged children.
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- 2024
38. National cross-sectional survey of US adults to assess the reliability of current and lifetime cannabis smoking.
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Lum, Emily, Tang, Janet, Ryder, Annie, Vali, Marzieh, Cohen, Beth, and Keyhani, Salomeh
- Subjects
primary care ,public health ,surveys and questionnaires ,Humans ,Cross-Sectional Studies ,Male ,Adult ,Female ,Reproducibility of Results ,Middle Aged ,Marijuana Smoking ,United States ,Young Adult ,Self Report ,Adolescent ,Aged ,Surveys and Questionnaires - Abstract
OBJECTIVE: The objective is to examine the test-retest reliability and internal reliability of six self-report questions assessing both current (past 30 days) and lifetime cannabis smoking in an internet survey in the adult US population. DESIGN: Cross-sectional national survey. PARTICIPANTS: Out of 957 US adults who completed a national 2020 survey administered through Ipsos KnowledgePanel, 557 completed a second survey (reliability survey) aimed at assessing the test-retest and internal reliability of questions asking about current and lifetime cannabis smoking. The sample size used in the analysis for the six self-report questions varied and was dependent on respondents answering the questions in both the 2020 survey and the reliability survey. PRIMARY OUTCOME MEASURE: Test-retest and internal reliability of six self-report questions asking about current and lifetime cannabis smoking. RESULTS: Among respondents who had smoked cannabis in the past 30 days, 33.8% were aged 18-34, 29.7% were 35-49, 27.7% were 50-64 and 8.8% were 65 or older. Current cannabis smokers were primarily men (59.5%) and white (63.0%). Almost half of current cannabis smokers had a high school diploma or less followed by some college and a bachelors degree or higher (45.7%, 30.6%, 23.8%, respectively). The question assessing number of days participants smoked cannabis in the past 30 days demonstrated good test-retest (r=0.87) and excellent internal reliability (α=0.94). The questions assessing the number of years, the most common form of use and the number of times participants smoked cannabis over their lifetime also demonstrated test-retest (r=0.77 (acceptable), r=0.75 (acceptable) and κ=0.65 (substantial), respectively) and excellent-to-good internal reliability (α=0.91, α=0.87 and α=0.88, respectively). CONCLUSIONS: We found simple questions assessing current and lifetime cannabis use to demonstrate both test-retest reliability and internal reliability. These questions can serve as a simple framework for clinicians to evaluate the frequency of cannabis smoking in their patients. Future work should examine if these simple frequency measures of smoking cannabis are associated with adverse health outcomes.
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- 2024
39. Reliability of beat-to-beat blood pressure variability in older adults.
- Author
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Lohman, Trevor, Sible, Isabel, Shenasa, Fatemah, Engstrom, Allison, Kapoor, Arunima, Alitin, John, Gaubert, Aimee, Thayer, Julian, Ferrer, Farrah, and Nation, Daniel
- Subjects
Average real variability ,Beat-to-beat blood pressure variability ,Blood pressure variability ,Continuous blood pressure monitoring ,Reliability ,Humans ,Aged ,Blood Pressure ,Male ,Female ,Reproducibility of Results ,Aged ,80 and over ,Antihypertensive Agents ,Blood Pressure Determination ,Middle Aged ,Hypertension - Abstract
Blood pressure variability (BPV) is emerging as an important risk factor across numerous disease states, including cerebrovascular and neurodegenerative disease in older adults. However, there is no current consensus regarding specific use cases for the numerous available BPV metrics. There is also little published data supporting the ability to reliably measure BPV across metrics in older adults. The present study derived BPV metrics from continuous beat-to-beat blood pressure monitoring data. Two sequential 7 min waveforms were analyzed. Absolute and relative reliability testing was performed. Differences between antihypertensive medication users and non-users on BPV metric reliability was also assessed. All sequence and dispersion based BPV metrics displayed good test-retest reliability. A measure of BP instability displayed only moderate reliability. Systolic and diastolic average real variability displayed the highest levels of reliability at ICC = 0.87 and 0.82 respectively. Additionally, systolic average real variability was the most reliable metric in both the antihypertensive use group, and the no antihypertensive use group. In conclusion, beat-to-beat dispersion and sequence-based metrics of BPV can be reliably obtained in older adults using noninvasive continuous blood pressure monitoring. Average real variability may be the most reliable and specific beat-to-beat blood pressure variability metric due to its decreased susceptibility to outliers and low frequency blood pressure oscillations.
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- 2024
40. Psychometric Properties of the Weight Loss Readiness Test in Active Duty Military Personnel Enrolled in a Weight Management Trial
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Tynan, Mara, Afari, Niloofar, Roesch, Scott, and Herbert, Matthew S
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,Obesity ,Behavioral and Social Science ,Nutrition ,Prevention ,Humans ,Military Personnel ,Psychometrics ,Male ,Adult ,Female ,Reproducibility of Results ,Surveys and Questionnaires ,Weight Loss ,Motivation ,Weight Reduction Programs ,Body Mass Index ,Factor Analysis ,Statistical ,Human Movement and Sports Sciences ,Public Health and Health Services ,Strategic ,Defence & Security Studies ,Clinical sciences ,Health services and systems - Abstract
IntroductionThe Weight Loss Readiness Test (WLRT) was developed to encourage consideration of factors influencing readiness to engage in weight loss. The WLRT is used clinically, most notably to assess motivation before initiating Navy weight management programs, yet little is known about its psychometric properties.Materials and methodsThis study examined the reliability, convergent and predictive validity, and factor structure of the WLRT in a sample of active duty service members enrolling in a Navy-based weight management program (N = 178, identified as female = 61%, mean age = 29.7 years, mean baseline body mass index = 33.1 kg/m2). All procedures were approved by the respective Institutional Review Boards and research committees.ResultsExploratory factor analysis revealed a 5-factor structure explaining 52% of the variance that best fit the data with low to moderate correlations between factors: (1) Motivation, (2) Exercise-Related Confidence, (3) Non-Exercise Confidence, (4) Cues, and (5) Anticipated Satisfaction. Internal reliability of subscales was acceptable to good (α = 0.755-0.903). Generally, convergent validity was found between the identified subscales and other measures of motivation, confidence, and disinhibited eating in expected directions. No relationships were found between the subscales and predictive validity outcomes (weight change, program attendance).ConclusionsResults indicate adequate structural and convergent validity in the WLRT, but that weight loss readiness, as measured by the WLRT, does not provide predictive validity regarding weight loss or attendance outcomes in this sample. Nonetheless, this measure offers clinical utility in fostering thoughtful conversations about weight loss. The WLRT uniquely focuses on long-term maintenance of behavior change and differentiates between exercise-related and non-exercise confidence. Future studies should further probe the utility of this measure in other populations and the contexts in which it is being used.
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- 2024
41. Actinic keratosis metrics.
- Author
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Burstein, Sarah and Maibach, Howard
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General dermatology ,Keratosis ,actinic ,Medical dermatology ,Observer variation ,Reproducibility of results ,Humans ,Keratosis ,Actinic ,Reproducibility of Results ,Skin Neoplasms ,Observer Variation ,Carcinoma ,Squamous Cell ,Skin ,Precancerous Conditions - Abstract
Actinic keratosis (AK) is a common precancerous skin condition predominantly affecting older males with fair skin and significant UV exposure. The clinical significance of AK is related to its potential for malignant transformation and progression to squamous cell carcinoma (SCC). Accurate diagnosis of AK is essential for adequate treatment, evaluation of therapeutic efficacy, and mitigating the risk of developing SCC. However, clinician variability due to the subjective nature of current diagnostic tools presents significant challenges to achieving consistent and reliable AK diagnoses. Thus, there is no universally accepted standard for measuring AK.This review evaluates current methods for evaluating and diagnosing AK, focusing on clinician variability through inter- and intraobserver agreement. Eight peer-reviewed studies investigating the reliability of various approaches for AK evaluation show substantial variability in interobserver or intraobserver agreement, with most methods demonstrating only slight to moderate reliability. Some suggest that consensus discussions and simplified rating scales can modestly improve diagnostic reliability. However, remaining variability and the lack of a universally accepted standard for measuring AK underscore the need for more robust and standardized diagnostic and evaluation methods.The review emphasizes the need for improved diagnostic tools and standardized methods to enhance the accuracy and reliability of AK assessments. It also proposes applying a novel examination approach using 1,3-dihydroxyacetone (DHA) staining which may improve the visualization and identification of AK lesions. Advancements in these areas have significant potential, promising better clinical practices and patient outcomes in AK management.
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- 2024
42. Accuracy and validity of determined cause of death and manner of death following forensic autopsy prosection.
- Author
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Shergill, Armaan, Conner, Peter, Wilson, Machelle, and Omalu, Bennet
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Autopsy ,DEATH ,EPIDEMIOLOGY ,FORENSIC PATHOLOGY ,TOXICOLOGY ,Humans ,Autopsy ,Cause of Death ,Male ,Female ,Middle Aged ,Adult ,Aged ,Young Adult ,Aged ,80 and over ,Adolescent ,Reproducibility of Results ,Child ,Infant ,Forensic Pathology ,Child ,Preschool - Abstract
AIMS: The purpose of this study is to evaluate the accuracy and validity of the determination of cause of death (COD) and manner of death (MOD) at the completion of the forensic autopsy prosection. METHODS: We analysed 952 autopsy cases conducted from 2019 to 2020 and compared every patients COD, other significant contributing factors to death (OSC), and MOD after prosection to their COD, OSC and MOD after completion of the final autopsy report. RESULTS: We found that 83% of cases (790 patients) did not have an unexpected change and 17% of cases (162 patients) exhibited a true change in their final diagnosis; the relationship between age and changes in COD and MOD was significant. CONCLUSIONS: Our findings indicate that in the majority of forensic autopsy cases, medical professionals can reasonably complete death certification after the autopsy prosection. In addition to improving the accuracy of COD and MOD, advances in this field will enhance timely decedent affairs management, timely investigations of crimes and timely closure to families who have lost loved ones. We recommend implementing combined interventional education and consultation with expert pathologists, and a well-followed structured method of death classification as the best course of practice.
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- 2024
43. Antibody characterization is critical to enhance reproducibility in biomedical research.
- Author
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Kahn, Richard, Virk, Harvinder, Laflamme, Carl, Houston, Douglas, Polinski, Nicole, Meijers, Rob, Levey, Allan, Saper, Clifford, Errington, Timothy, Turn, Rachel, Bandrowski, Anita, Trimmer, James, Rego, Meghan, Freedman, Leonard, Ferrara, Fortunato, Bradbury, Andrew, Cable, Hannah, and Longworth, Skye
- Subjects
RRID ,YCharOS ,antibody characterization ,antibody validation ,cell biology ,immunology ,inflammation ,none ,renewables ,reproducibility ,Biomedical Research ,Reproducibility of Results ,Humans ,Antibodies ,Animals - Abstract
Antibodies are used in many areas of biomedical and clinical research, but many of these antibodies have not been adequately characterized, which casts doubt on the results reported in many scientific papers. This problem is compounded by a lack of suitable control experiments in many studies. In this article we review the history of the antibody characterization crisis, and we document efforts and initiatives to address the problem, notably for antibodies that target human proteins. We also present recommendations for a range of stakeholders - researchers, universities, journals, antibody vendors and repositories, scientific societies and funders - to increase the reproducibility of studies that rely on antibodies.
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- 2024
44. Reproducibility of a single-volume dynamic CT myocardial blood flow measurement technique: validation in a swine model.
- Author
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Hadjiabdolhamid, Negin, Zhao, Yixiao, Hubbard, Logan, and Molloi, Sabee
- Subjects
Computed tomography angiography ,Coronary angiography ,Coronary artery disease ,Myocardial ischemia ,Myocardial perfusion imaging ,Animals ,Swine ,Reproducibility of Results ,Coronary Circulation ,Tomography ,X-Ray Computed ,Prospective Studies ,Myocardial Perfusion Imaging ,Contrast Media - Abstract
BACKGROUND: We prospectively assessed the reproducibility of a novel low-dose single-volume dynamic computed tomography (CT) myocardial blood flow measurement technique. METHODS: Thirty-four pairs of measurements were made under rest and stress conditions in 13 swine (54.3 ± 12.3 kg). One or two acquisition pairs were acquired in each animal with a 10-min delay between each pair. Contrast (370 mgI/mL; 0.5 mL/kg) and a diluted contrast/saline chaser (0.5 mL/kg; 30:70 contrast/saline) were injected peripherally at 5 mL/s, followed by bolus tracking and acquisition of a single volume scan (100 kVp; 200 mA) with a 320-slice CT scanner. Bolus tracking and single volume scan data were used to derive perfusion in mL/min/g using a first-pass analysis model; the coronary perfusion territories of the left anterior descending (LAD), left circumflex (LCx), and right coronary artery (RCA) were automatically assigned using a previously validated minimum-cost path technique. The reproducibility of CT myocardial perfusion measurement within the LAD, LCx, RCA, and the whole myocardium was assessed via regression analysis. The average CT dose index (CTDI) of perfusion measurement was recorded. RESULTS: The repeated first (Pmyo1) and second (Pmyo2) single-volume CT perfusion measurements were related by Pmyo2 = 1.01Pmyo1 - 0.03(ρ = 0.96; RMSE = 0.08 mL/min/g; RMSE = 0.07 mL/min/g) for the whole myocardium, and by Preg2 = 0.86Preg1 + 0.13(ρ = 0.87; RMSE = 0.31 mL/min/g; RMSE = 0.29 mL/min/g) for the LAD, LCx, and RCA perfusion territories. The average CTDI of the single-volume CT perfusion measurement was 10.5 mGy. CONCLUSION: The single-volume CT blood flow measurement technique provides reproducible low-dose myocardial perfusion measurement using only bolus tracking data and a single whole-heart volume scan. RELEVANCE STATEMENT: The single-volume CT blood flow measurement technique is a noninvasive tool that reproducibly measures myocardial perfusion and provides coronary CT angiograms, allowing for simultaneous anatomic-physiologic assessment of myocardial ischemia. KEY POINTS: A low-dose single-volume dynamic CT myocardial blood flow measurement technique is reproducible. Motion misregistration artifacts are eliminated using a single-volume CT perfusion technique. This technique enables combined anatomic-physiologic assessment of coronary artery disease.
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- 2024
45. Towards assessing and improving the reliability of ultrashort echo time quantitative magnetization transfer (UTE-qMT) MRI of cortical bone: In silico and ex vivo study
- Author
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Shin, Soo Hyun, Moazamian, Dina, Tang, Qingbo, Jerban, Saeed, Ma, Yajun, Du, Jiang, and Chang, Eric Y
- Subjects
Engineering ,Physical Sciences ,Biomedical Engineering ,Bioengineering ,Biomedical Imaging ,Clinical Research ,Ultrashort echo time ,Quantitative magnetization transfer ,MRI ,Cortical bone ,Digital phantom ,Animals ,Rats ,Magnetic Resonance Imaging ,Reproducibility of Results ,Phantoms ,Imaging ,Algorithms ,Computer Simulation ,Image Processing ,Computer-Assisted ,Signal-To-Noise Ratio ,Cortical Bone ,Nuclear Medicine & Medical Imaging - Abstract
ObjectiveTo assess and improve the reliability of the ultrashort echo time quantitative magnetization transfer (UTE-qMT) modeling of the cortical bone.Materials and methodsSimulation-based digital phantoms were created that mimic the UTE-qMT properties of cortical bones. A wide range of SNR from 25 to 200 was simulated by adding different levels of noise to the synthesized MT-weighted images to assess the effect of SNR on UTE-qMT fitting results. Tensor-based denoising algorithm was applied to improve the fitting results. These results from digital phantom studies were validated via ex vivo rat leg bone scans.ResultsThe selection of initial points for nonlinear fitting and the number of data points tested for qMT analysis have minimal effect on the fitting result. Magnetization exchange rate measurements are highly dependent on the SNR of raw images, which can be substantially improved with an appropriate denoising algorithm that gives similar fitting results from the raw images with an 8-fold higher SNR.DiscussionThe digital phantom approach enables the assessment of the reliability of bone UTE-qMT fitting by providing the known ground truth. These findings can be utilized for optimizing the data acquisition and analysis pipeline for UTE-qMT imaging of cortical bones.
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- 2024
46. A proximity proteomics pipeline with improved reproducibility and throughput.
- Author
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Zhong, Xiaofang, Li, Qiongyu, Polacco, Benjamin, Patil, Trupti, Marley, Aaron, Foussard, Helene, Khare, Prachi, Vartak, Rasika, Xu, Jiewei, DiBerto, Jeffrey, Roth, Bryan, Eckhardt, Manon, von Zastrow, Mark, Krogan, Nevan, and Hüttenhain, Ruth
- Subjects
APEX2-based Proximity Labeling ,G Protein-Coupled Receptor ,Protein–Protein Interaction ,Proximity Proteomics ,Subcellular Proteomics ,Proteomics ,Biotinylation ,Reproducibility of Results ,Humans ,Proteome ,Mass Spectrometry ,HEK293 Cells - Abstract
Proximity labeling (PL) via biotinylation coupled with mass spectrometry (MS) captures spatial proteomes in cells. Large-scale processing requires a workflow minimizing hands-on time and enhancing quantitative reproducibility. We introduced a scalable PL pipeline integrating automated enrichment of biotinylated proteins in a 96-well plate format. Combining this with optimized quantitative MS based on data-independent acquisition (DIA), we increased sample throughput and improved protein identification and quantification reproducibility. We applied this pipeline to delineate subcellular proteomes across various compartments. Using the 5HT2A serotonin receptor as a model, we studied temporal changes of proximal interaction networks induced by receptor activation. In addition, we modified the pipeline for reduced sample input to accommodate CRISPR-based gene knockout, assessing dynamics of the 5HT2A network in response to perturbation of selected interactors. This PL approach is universally applicable to PL proteomics using biotinylation-based PL enzymes, enhancing throughput and reproducibility of standard protocols.
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- 2024
47. Factors Associated With Visual Field Testing Reliability in Children With Glaucoma or Suspected Glaucoma.
- Author
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Kumar, Anika, Hekmatjah, Natan, Yu, Yinxi, Han, Ying, Ying, Gui-Shuang, and Oatts, Julius
- Subjects
Humans ,Female ,Child ,Retrospective Studies ,Male ,Visual Fields ,Reproducibility of Results ,Visual Field Tests ,Visual Acuity ,Intraocular Pressure ,Adolescent ,Glaucoma ,Child ,Preschool ,Ocular Hypertension ,Risk Factors - Abstract
PURPOSE: To evaluate Humphrey Visual Field (HVF) test reliability and its associated risk factors in children with glaucoma or glaucoma suspect. DESIGN: Retrospective cohort study. METHODS: None. SETTING: Single-center childhood glaucoma clinic. PATIENT POPULATION: One hundred thirty-six patients aged ≤18 years with glaucoma/glaucoma suspect, and least 1 completed 24 to 2 HVF test between 2018 and 2023. OBSERVATION PROCEDURE: Demographic and clinical characteristics including age, primary language, visual acuity (VA), and glaucoma diagnosis were extracted from electronic health records. MAIN OUTCOME MEASURES: HVF 24 to 2 testing metrics, including FP, FN, and FL. Tests were defined as reliable using manufacturer guidelines of ≤33% FP, ≤33% FN, and ≤20% FL. For each patient, a reliability score was calculated as the percentage of reliable tests among all tests completed. A multivariable logistic regression model was used to determine factors associated with test-level reliability (yes/no). A multivariable linear regression model was used to determine factors associated with patient-level reliability score. RESULTS: Among 634 HVFs from 136 patients (Mean ± SD age at first test 12.0 ± 3.2 years, 47.8% female), 51.3% were reliable. Older age, better baseline VA, and English as primary language were associated with greater odds of test-level reliability (P < .04). Mean ± SD patient-level reliability score was 51.7 ± 38.1%. Older age at first clinic visit, better baseline VA, and English as primary language were associated with higher reliability scores (all P < .02), and number of prior VF tests was not (P = .56). CONCLUSIONS: Younger age, worse visual acuity, and non-English as primary language were associated with decreased reliability and should be considered when interpreting VF testing in children. A significant learning effect was not observed with repeated testing.
- Published
- 2024
48. Intergrader Agreement in Grading Optical Coherence Tomography Morphologic Features in Eyes With Intermediate Nonexudative Age-Related Macular Degeneration.
- Author
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Carvajal, Nicole, Yang, Daphne, Nava, Kiana, Kedia, Anjani, Keenan, Jeremy, Yiu, Glenn, and Stewart, Jay
- Subjects
Humans ,Tomography ,Optical Coherence ,Aged ,Female ,Male ,Reproducibility of Results ,Macular Degeneration ,Observer Variation ,Middle Aged ,Aged ,80 and over ,Retinal Pigment Epithelium ,Retinal Drusen ,Severity of Illness Index - Abstract
PURPOSE: To determine the reliability of a nine-point summary scale for grading intermediate age-related macular degeneration (AMD) image morphologic features based on the Early Treatment Diabetic Retinopathy Study (ETDRS) grid. METHODS: Two trained graders independently divided spectral domain-optical coherence tomography (SD-OCT) scans into nine subfields and then graded each subfield for the presence of intraretinal hyperreflective foci (HRF), reticular pseudodrusen (RPD), and incomplete or complete retinal pigment epithelium and outer retinal atrophy (iRORA or cRORA). Grading results were assessed by summing the subfield grades into a nine-point summary score and also by using an eye-level binary grade for presence of the finding in any subfield. Gwets first-order agreement coefficient (AC1) was calculated to assess intergrader agreement. RESULTS: Images of 79 eyes from 52 patients were evaluated. Intergrader agreement was higher when the OCT grades were summarized with a nine-point summary score (Gwets AC1 0.92, 0.89, 0.99, and 0.99 for HRF, RPD, iRORA, and cRORA, respectively) compared with the eye-level binary grade (Gwets AC1 0.75, 0.76, 0.97, and 0.96 for HRF, RPD, iRORA, and cRORA, respectively), with significant differences detected for HRF and RPD. CONCLUSIONS: The use of a nine-point summary score showed higher reliability in grading when compared to the binary subfield- and eye-level data, and thus may offer more precise estimation of AMD disease staging. TRANSLATIONAL RELEVANCE: These findings suggest that a nine-point summary score could be a useful means of disease staging by using findings on OCT in clinical studies of AMD.
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- 2024
49. Multimodal optical imaging of the oculofacial region using a solid tissue-simulating facial phantom.
- Author
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Ediriwickrema, Lilangi, Sung, Shijun, Mattick, Kaylyn, An, Miranda, Malley, Claire, Kirk, Stephanie, Devineni, Divya, Lee, Jaylen, Kennedy, Gordon, Choi, Bernard, and Durkin, Anthony
- Subjects
oculofacial ,optical properties ,orbital ,periocular ,spatial frequency domain imaging ,tissue simulating phantom ,Phantoms ,Imaging ,Humans ,Face ,Reproducibility of Results ,Optical Imaging ,Eye ,Multimodal Imaging ,Image Processing ,Computer-Assisted - Abstract
SIGNIFICANCE: Spatial frequency domain imaging (SFDI) applies patterned near-infrared illumination to quantify the optical properties of subsurface tissue. The periocular region is unique due to its complex ocular adnexal anatomy. Although SFDI has been successfully applied to relatively flat in vivo tissues, regions that have significant height variations and curvature may result in optical property inaccuracies. AIM: We characterize the geometric impact of the periocular region on SFDI imaging reliability. APPROACH: SFDI was employed to measure the reduced scattering coefficient ( μ s ) and absorption coefficient ( μ a ) of the periocular region in a cast facial tissue-simulating phantom by capturing images along regions of interest (ROIs): inferior temporal quadrant (ITQ), inferior nasal quadrant (INQ), superior temporal quadrant (STQ), central eyelid margin (CEM), rostral lateral nasal bridge (RLNB), and forehead (FH). The phantom was placed on a chin rest and imaged nine times from an en face or side profile position, and the flat back of the phantom was measured 15 times. RESULTS: The measured μ a and μ s of a cast facial phantom are accurate when comparing the ITQ, INQ, STQ, and FH to its flat posterior surface. Paired t tests of ITQ, INQ, STQ, and FH μ a and μ s concluded that there is not enough evidence to suggest that imaging orientation impacted the measurement accuracy. Regions of extreme topographical variation, i.e., CEM and RLNB, did exhibit differences in measured optical properties. CONCLUSIONS: We are the first to evaluate the geometric implications of wide-field imaging along the periocular region using a solid tissue-simulating facial phantom. Results suggest that the ITQ, INQ, STQ, and FH of a generalized face have minimal impact on the SFDI measurement accuracy. Areas with heightened topographic variation exhibit measurement variability. Device and facial positioning do not appear to bias measurements. These findings confirm the need to carefully select ROIs when measuring optical properties along the periocular region.
- Published
- 2024
50. Neurostructural subgroup in 4291 individuals with schizophrenia identified using the subtype and stage inference algorithm.
- Author
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Jiang, Yuchao, Luo, Cheng, Wang, Jijun, Palaniyappan, Lena, Chang, Xiao, Xiang, Shitong, Zhang, Jie, Duan, Mingjun, Huang, Huan, Gaser, Christian, Nemoto, Kiyotaka, Miura, Kenichiro, Hashimoto, Ryota, Westlye, Lars, Richard, Genevieve, Fernandez-Cabello, Sara, Parker, Nadine, Andreassen, Ole, Kircher, Tilo, Nenadić, Igor, Stein, Frederike, Thomas-Odenthal, Florian, Teutenberg, Lea, Usemann, Paula, Dannlowski, Udo, Hahn, Tim, Grotegerd, Dominik, Meinert, Susanne, Lencer, Rebekka, Tang, Yingying, Zhang, Tianhong, Li, Chunbo, Yue, Weihua, Zhang, Yuyanan, Yu, Xin, Zhou, Enpeng, Lin, Ching-Po, Tsai, Shih-Jen, Rodrigue, Amanda, Glahn, David, Pearlson, Godfrey, Blangero, John, Karuk, Andriana, Pomarol-Clotet, Edith, Salvador, Raymond, Fuentes-Claramonte, Paola, Garcia-León, María, Spalletta, Gianfranco, Piras, Fabrizio, Vecchio, Daniela, Banaj, Nerisa, Cheng, Jingliang, Liu, Zhening, Yang, Jie, Gonul, Ali, Uslu, Ozgul, Burhanoglu, Birce, Uyar Demir, Aslihan, Rootes-Murdy, Kelly, Calhoun, Vince, Sim, Kang, Green, Melissa, Quidé, Yann, Chung, Young, Kim, Woo-Sung, Sponheim, Scott, Demro, Caroline, Ramsay, Ian, Iasevoli, Felice, de Bartolomeis, Andrea, Barone, Annarita, Ciccarelli, Mariateresa, Brunetti, Arturo, Cocozza, Sirio, Pontillo, Giuseppe, Tranfa, Mario, Park, Min, Kirschner, Matthias, Georgiadis, Foivos, Kaiser, Stefan, Van Rheenen, Tamsyn, Rossell, Susan, Hughes, Matthew, Woods, William, Carruthers, Sean, Sumner, Philip, Ringin, Elysha, Spaniel, Filip, Skoch, Antonin, Tomecek, David, Homan, Philipp, Homan, Stephanie, Omlor, Wolfgang, Cecere, Giacomo, Nguyen, Dana, Preda, Adrian, Thomopoulos, Sophia, Jahanshad, Neda, Cui, Long-Biao, and Yao, Dezhong
- Subjects
Humans ,Schizophrenia ,Male ,Female ,Adult ,Algorithms ,Magnetic Resonance Imaging ,Gray Matter ,Machine Learning ,Middle Aged ,Brain ,Cross-Sectional Studies ,Europe ,Neuroimaging ,Reproducibility of Results ,North America ,Hippocampus - Abstract
Machine learning can be used to define subtypes of psychiatric conditions based on shared biological foundations of mental disorders. Here we analyzed cross-sectional brain images from 4,222 individuals with schizophrenia and 7038 healthy subjects pooled across 41 international cohorts from the ENIGMA, non-ENIGMA cohorts and public datasets. Using the Subtype and Stage Inference (SuStaIn) algorithm, we identify two distinct neurostructural subgroups by mapping the spatial and temporal trajectory of gray matter change in schizophrenia. Subgroup 1 was characterized by an early cortical-predominant loss with enlarged striatum, whereas subgroup 2 displayed an early subcortical-predominant loss in the hippocampus, striatum and other subcortical regions. We confirmed the reproducibility of the two neurostructural subtypes across various sample sites, including Europe, North America and East Asia. This imaging-based taxonomy holds the potential to identify individuals with shared neurobiological attributes, thereby suggesting the viability of redefining existing disorder constructs based on biological factors.
- Published
- 2024
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