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1.
J Orthop Case Rep ; 14(10): 275-281, 2024 Oct.
Article in English | MEDLINE | ID: mdl-39381308

ABSTRACT

Introduction: Pes planus, commonly known as flat foot, is characterized by the lowering of the medial longitudinal arch of the foot, leading to alterations in lower limb biomechanics and potential pain and injury. This condition can affect the mechanical alignment and dynamic function of the lower limb, potentially contributing to the development and progression of knee osteoarthritis (OA). This study aims to investigate the association between pes planus and medial compartment knee OA as well as its impact on the knee functional score. Materials and Methods: This cross-sectional study included 165 patients aged 20-72 years. Inclusion criteria were individuals with unilateral or bilateral flat feet, while exclusion criteria were other foot conditions, history of knee or ankle surgeries, rheumatoid arthritis, and limb length discrepancies. Clinical assessments included knee joint tenderness, foot arch measurement using the foot arch index, and radiographic evaluations of Meary's angle and tibiofemoral (TF) angle. The knee injury and osteoarthritis outcome score (KOOS) was used to assess knee function. Results: The study population had a mean age of 43.98 ± 13.17 years. Meary's angle ranged from 5 to 19° (mean 9.46), and the foot arch index ranged from 0.220 to 0.520 (mean 0.33). The TF angle ranged from 1.7 to 7.5° (mean 4.98). KOOS scores varied from 10 to 100 (mean 62.40). Patients with more severe flat feet (higher Meary's angle and foot arch index) had significantly lower KOOS scores, indicating worse knee function and greater pain. The correlations between foot arch index, Meary's angle, and KOOS scores were statistically significant (P = 0.001). Conclusion: This study demonstrates a strong association between flat foot severity and knee OA. Increased Meary's angle and foot arch index were correlated with worsened knee function and increased pain, as measured by KOOS scores. These findings highlight the importance of assessing foot posture in patients with medial compartment OA and suggest that early intervention and orthotic management could be beneficial in mitigating the progression and severity of knee OA in patients with pes planus.

2.
J Orthop Case Rep ; 14(10): 230-235, 2024 Oct.
Article in English | MEDLINE | ID: mdl-39381312

ABSTRACT

Introduction: The inferior pole of patella constitutes around 9.3-22% of all the patella fractures presenting to the hospital. The management of inferior pole fractures has been debated since a long from early day of partial or full patellectomy to the current dictum of open reduction and fixation because of the importance of extensor mechanism of the knee. There are various modalities of management of the inferior pole of patella fracture. The use of braided polyester wire has shown to have a higher load to failure and less implant fatigue, leading to the use of trams osseous repair technique with fiber wire as an alternative to tension ban wiring. Materials and Methods: Twenty patients were divided into two groups of 10 each: Group A comprised of patients operated with tension band wiring (TBW) and Group B with patient operated with transosseous repair. Both groups underwent the same physiotherapy postoperatively and the results were compared. Results: Radiological outcomes and the WOMAC score of the patients are comparable in both groups. The return to full range of motion is also similar in both groups with similar physiotherapy given in both groups. Conclusion: This shows that with careful patient selection transosseous repair can be used as an alternative to TBW.

3.
Cureus ; 16(8): e67177, 2024 Aug.
Article in English | MEDLINE | ID: mdl-39295710

ABSTRACT

Constrained implants have become more common in difficult primary total knee arthroplasty (TKA) cases in recent years because they may more effectively and conveniently handle the substantial instability that is evident in osteoarthritis of knees with severe varus deformity. However, the need for a constrained TKA in such conditions is controversial, as constraint implants come with a bargain of stability for longitivity. In this case report, we have successfully shown that even in cases of significant instability and bone loss, intraoperative conversion to a restricted device is rarely necessary. In our case report, a 83-year-old female had complaints of severe pain in bilateral knees, with the right knee more than the left knee, since 12 years with severe varus deformity in the right knee. Physical examination revealed swelling and medial joint line tenderness with restriction of range of motion in bilateral knees. Pre-anesthetic checkup of the patient was done and patient was given clearance for surgery under American Society of Anesthesiologist (ASA)-2, total knee arthroplasty with a long stem was done, extreme varus deformity was corrected, osteophytes removed and tibial bone loss was repaired with bone cement. Post operatively patient showed significant improvement and McMaster University and Western Ontario Osteoarthritis Index (WOMAC) and Knee Society Scores (KSS) for pain, stiffness, and physical function during everyday activities were significantly improved compared to pre-operative assessment.

4.
Cureus ; 16(8): e66619, 2024 Aug.
Article in English | MEDLINE | ID: mdl-39258037

ABSTRACT

Fracture healing is a complex biological process that can be delayed or impaired in certain situations. Bone morphogenetic proteins (BMPs) have emerged as a promising therapeutic strategy to promote bone formation and accelerate fracture healing. This editorial talks about the current understanding of BMPs, their mechanisms of action in fracture healing, and their potential applications in orthopedic trauma management. We also discuss the ongoing challenges and future directions for research on BMPs in fracture healing.

5.
Cureus ; 16(7): e65701, 2024 Jul.
Article in English | MEDLINE | ID: mdl-39211718

ABSTRACT

Injuries to the ulnar nerve during open reduction and internal fixation of distal humerus fractures are a well-known phenomenon. However, ulnar nerve injury during implant removal has not been well documented. We performed implant removal in a united distal humerus fracture with the aim of improving the elbow's range of motion. Even with proper surgical precautions in place, the ulnar nerve was damaged during dissection. This report aims to provide insight into this rare phenomenon, and the reasons for this injury are examined retrospectively. The importance of operation notes, the surgical approach, anterior transposition of the nerve, and how this and other factors could have helped the surgeons avoid this complication have also been highlighted.

6.
JGH Open ; 8(4): e13061, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38617108

ABSTRACT

Hypertriglyceridemia-induced acute pancreatitis (HTG-AP) is the third most common cause of AP after gallstones and alcohol. Supportive measures, intravenous insulin, and plasmapheresis are possible treatment modalities for HTG-AP; however, definitive guidelines evaluating the best therapeutic approach are not clearly established. We present a rare case of a 42-year-old male without known comorbidities who was found to have HTG-AP. Despite early initiation of intravenous insulin and plasmapheresis and the initial decline in his triglycerides level, his condition was complicated by necrotizing pancreatitis and subsequent multi-organ failure. Future studies are warranted to evaluate the role of plasmapheresis in HTG-AP and its efficacy.

7.
Radiol Artif Intell ; 6(3): e230033, 2024 May.
Article in English | MEDLINE | ID: mdl-38597785

ABSTRACT

Purpose To evaluate the ability of a semiautonomous artificial intelligence (AI) model to identify screening mammograms not suspicious for breast cancer and reduce the number of false-positive examinations. Materials and Methods The deep learning algorithm was trained using 123 248 two-dimensional digital mammograms (6161 cancers) and a retrospective study was performed on three nonoverlapping datasets of 14 831 screening mammography examinations (1026 cancers) from two U.S. institutions and one U.K. institution (2008-2017). The stand-alone performance of humans and AI was compared. Human plus AI performance was simulated to examine reductions in the cancer detection rate, number of examinations, false-positive callbacks, and benign biopsies. Metrics were adjusted to mimic the natural distribution of a screening population, and bootstrapped CIs and P values were calculated. Results Retrospective evaluation on all datasets showed minimal changes to the cancer detection rate with use of the AI device (noninferiority margin of 0.25 cancers per 1000 examinations: U.S. dataset 1, P = .02; U.S. dataset 2, P < .001; U.K. dataset, P < .001). On U.S. dataset 1 (11 592 mammograms; 101 cancers; 3810 female patients; mean age, 57.3 years ± 10.0 [SD]), the device reduced screening examinations requiring radiologist interpretation by 41.6% (95% CI: 40.6%, 42.4%; P < .001), diagnostic examinations callbacks by 31.1% (95% CI: 28.7%, 33.4%; P < .001), and benign needle biopsies by 7.4% (95% CI: 4.1%, 12.4%; P < .001). U.S. dataset 2 (1362 mammograms; 330 cancers; 1293 female patients; mean age, 55.4 years ± 10.5) was reduced by 19.5% (95% CI: 16.9%, 22.1%; P < .001), 11.9% (95% CI: 8.6%, 15.7%; P < .001), and 6.5% (95% CI: 0.0%, 19.0%; P = .08), respectively. The U.K. dataset (1877 mammograms; 595 cancers; 1491 female patients; mean age, 63.5 years ± 7.1) was reduced by 36.8% (95% CI: 34.4%, 39.7%; P < .001), 17.1% (95% CI: 5.9%, 30.1%: P < .001), and 5.9% (95% CI: 2.9%, 11.5%; P < .001), respectively. Conclusion This work demonstrates the potential of a semiautonomous breast cancer screening system to reduce false positives, unnecessary procedures, patient anxiety, and medical expenses. Keywords: Artificial Intelligence, Semiautonomous Deep Learning, Breast Cancer, Screening Mammography Supplemental material is available for this article. Published under a CC BY 4.0 license.


Subject(s)
Breast Neoplasms , Deep Learning , Mammography , Humans , Mammography/methods , Female , Breast Neoplasms/diagnostic imaging , Breast Neoplasms/diagnosis , Breast Neoplasms/pathology , Retrospective Studies , Middle Aged , False Positive Reactions , Early Detection of Cancer/methods , Aged , Radiographic Image Interpretation, Computer-Assisted/methods , United States/epidemiology , Adult
8.
Nat Commun ; 15(1): 2625, 2024 Mar 23.
Article in English | MEDLINE | ID: mdl-38521763

ABSTRACT

Homology Directed Repair (HDR) enables precise genome editing, but the implementation of HDR-based therapies is hindered by limited efficiency in comparison to methods that exploit alternative DNA repair routes, such as Non-Homologous End Joining (NHEJ). In this study, we develop a functional, pooled screening platform to identify protein-based reagents that improve HDR in human hematopoietic stem and progenitor cells (HSPCs). We leverage this screening platform to explore sequence diversity at the binding interface of the NHEJ inhibitor i53 and its target, 53BP1, identifying optimized variants that enable new intermolecular bonds and robustly increase HDR. We show that these variants specifically reduce insertion-deletion outcomes without increasing off-target editing, synergize with a DNAPK inhibitor molecule, and can be applied at manufacturing scale to increase the fraction of cells bearing repaired alleles. This screening platform can enable the discovery of future gene editing reagents that improve HDR outcomes.


Subject(s)
CRISPR-Cas Systems , Recombinational DNA Repair , Humans , Gene Editing/methods , DNA Repair , DNA End-Joining Repair
9.
Cureus ; 15(10): e47615, 2023 Oct.
Article in English | MEDLINE | ID: mdl-38021615

ABSTRACT

Congenital pseudarthrosis of the tibia (CPT) is a rare, dysplastic condition that is characterized by a "false joint" in the tibia, leading to potential disability. We present a rare case report of a 12-year-old male from India with a history of neurofibromatosis type 1 (NF1) and anterolateral bowing of the tibia since birth. He sustained a tibial fracture during play. X-ray evaluation confirmed the fracture, and a clinical diagnosis of CPT was established. The treatment involved corticotomy for deformity correction and stabilization using Ilizarov's ring fixation. The procedure was successful, with post-operative radiological evaluations showing significant improvement in the center of rotation of angulation (CORA) from 60° pre-operatively to 25° post-operatively. The patient was discharged with an external fixator and after seven months, transitioned to full weight-bearing ambulation with a specialized brace. The Ilizarov procedure proved to be a safe and effective treatment for CPT, offering benefits such as limb lengthening and ankle stabilization.

10.
J Innov Card Rhythm Manag ; 14(8): 5558-5562, 2023 Aug.
Article in English | MEDLINE | ID: mdl-37650123

ABSTRACT

The Micra™ leadless pacemaker (Medtronic, Minneapolis, MN, USA) is indicated for the management of symptomatic bradycardia and advanced heart block. However, the safety of this procedure during pregnancy has not been studied. Here, we present a unique case of Micra™ leadless pacemaker implantation (MLP) in a 31 weeks pregnant patient with intermittent complete heart block who presented with multiple syncopal episodes. The patient underwent an MLP implantation with <40 mGy radiation exposure (about 0.6 min of total fluoroscopy time), which is deemed a negligible dose of radiation exposure during pregnancy. Her subsequent hospital course was uneventful, and she was safely discharged home and was able to continue her pregnancy and delivery without further syncopal episodes or incidence of heart block.

11.
Heart Int ; 17(1): 60-62, 2023.
Article in English | MEDLINE | ID: mdl-37456352

ABSTRACT

Bradycardia, renal failure, atrioventricular nodal blockade, shock and hyperkalemia (BRASH) syndrome is named after the pentad of symptoms experienced by patients with this clinical entity, and is propagated via a synergistic mechanism. Herein, we describe a case of an 81-year-old male who presented with bradycardia, dyspnoea on exertion, and confusion. He was also initially found to be in cardiogenic shock. In a setting of elevated digoxin levels, acute renal failure and hyperkalemia, he was diagnosed with BRASH syndrome. Prompt interventions of continuous renal replacement therapy and digoxin antibody administration were performed to treat this patient. His renal function improved and his hyperkalemia and bradycardia resolved over the course of 4 days, and the patient was discharged to a subacute rehabilitation facility after stabilization. BRASH syndrome is a clinical entity requiring prompt diagnosis for life-saving treatment, including renal replacement therapy, vasoactive medications, transvenous pacing, and reversing agents, when appropriate.

12.
Cureus ; 15(3): e35926, 2023 Mar.
Article in English | MEDLINE | ID: mdl-37038581

ABSTRACT

Background Aortic stenosis (AS) has been established as a precipitating factor in the development of colonic angiodysplasia, resulting in lower gastrointestinal bleeding (LGIB). While the association between AS and LGIB, termed "Heyde syndrome," has been examined extensively, few studies assess the impact of comorbid AS on rates of LGIB in patients with colorectal cancer (CRC). Our goal is to examine this association.  Methods Patients hospitalized from 2001 to 2013 diagnosed with CRC were identified via ICD-9 codes, further stratified by a diagnosis of AS. Continuous and categorical variables were analyzed by independent sample t-tests and chi-squared analyses respectively. Assessed outcomes included mortality, length of stay (LOS), hospital costs, rates of LGIB, colonic obstruction, colonic perforation, iron-deficiency anemia (IDA), and colectomy. Multivariate analysis via binary logistic regression was utilized to control confounding variables. Results Patients with CRC and AS had higher rates of mortality, lower gastrointestinal bleeding, iron deficiency anemia, and colectomy, while those without AS had higher rates of colonic obstruction. Length of stay and total hospital charges were higher in patients with AS.  Discussion CRC outcomes were worse in patients with AS. This could be due to higher rates of LGIB secondary to the prevalence of angiodysplasia among AS patients. More retrospective studies are required to assess the impact of comorbid AS in patients with CRC.

13.
Cureus ; 14(3): e22767, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35371879

ABSTRACT

Cerebellar hippocampal and basal nuclei transient edema with restricted diffusion (CHANTER) syndrome is a specific pattern of restricted diffusion in the hippocampi and cerebellum identified on brain imaging by clinicians in patients who present with altered mental status in the context of substance intoxication. These patients developed obstructive hydrocephalus a couple of days into their hospitalization that required therapy with osmotic agents and/or surgical interventions (i.e., drains and decompressive craniectomy). In prior cases published, many of the patients had good recovery. The case we present is of a woman who presented after polysubstance use and was found to have brain imaging findings supportive of CHANTER syndrome. Although she was treated with aggressive osmotic therapy and surgical interventions, she ultimately developed irreversible brain damage leading to an overall poor prognosis for recovery. Our case suggests variability in the progression of the syndrome and demonstrates the need for further studies to examine whether the substance of use and the patient's chronic medical conditions may contribute to the degree of recovery.

14.
Cureus ; 14(1): e21650, 2022 Jan.
Article in English | MEDLINE | ID: mdl-35242455

ABSTRACT

Within the past 20 years, the global pandemic of obesity and associated life-threatening comorbidities significantly promoted the development and intervention of anti-obesity pharmacotherapy. Sibutramine hydrochloride monohydrate, formerly sold under the brand name Meridia and Reductil among others, is an anti-obesity, selective serotonin, and norepinephrine reuptake inhibitor drug that suppresses appetite and reduces body weight in conjunction with lifestyle modifications. However, since 2010, it has been discontinued in a majority of countries such as the United States and European Union due to an associated increase in cardiovascular events such as hypertension, tachycardia, arrhythmias, and myocardial infarction. Thus, this article illustrates a case of sibutramine-induced nonischemic cardiomyopathy, including details of evaluation, management, and monitoring of patient progress. Herein, we present a case report of a 19-year-old male with no prior medical conditions who presented to the emergency department after being found in a state of cardiac arrest (pulseless ventricular fibrillation) with consequent intubation in the field. Upon admission, cardiac catheterization and echocardiography revealed patent coronary arteries with a reduced ejection fraction of approximately 15%-20%. Acute systolic heart failure secondary to nonischemic cardiomyopathy was treated with standard medical management. In addition, due to continued episodes of non-sustained ventricular tachycardia, the patient also underwent a subcutaneous implantable cardioverter-defibrillator (ICD) placement.

15.
Cureus ; 14(1): e21737, 2022 Jan.
Article in English | MEDLINE | ID: mdl-35251809

ABSTRACT

Post-cardiac injury syndrome is a heterogeneous group of conditions that result from autoimmune-mediated inflammation of the pericardium, epicardium, and myocardium. Interventions such as pacemaker lead insertions, percutaneous coronary interventions, radiofrequency ablations, cardiac surgeries, and Swan-Ganz catheterizations can cause myocardial injury leading to post-traumatic pericarditis. This phenomenon can lead to chest pain, recurrent effusions, and fever along with possible complications of heart failure, arrhythmias, conduction abnormalities as well as cardiac tamponade. Herein, we present a case report of a 64-year-old female with a history of sick sinus syndrome managed with a dual-chamber pacemaker who presented with post-cardiac injury syndrome after three months of pacemaker implantation. She developed a recurrent syndrome of fever, chest discomfort, tachycardia with weakness, hemodynamic instability, hemorrhagic serositis, and cardiac tamponade. The mechanism of exudative inflammatory effusions initially remained inconclusive, as the workup for infectious and malignant processes was negative. However, post-cardiac injury syndrome akin to the Dressler syndrome related to screw-in dual-chamber pacemaker implantation remained a possibility. Her condition was acutely managed with a combination of colchicine and glucocorticoid therapy. She was placed on long-term aspirin and colchicine therapy to prevent any recurrences. This article illustrates a case of post-cardiac injury syndrome after dual-chamber pacemaker implantation, including details of evaluation, management, complications and monitoring of patient progress.

16.
Diabetologia ; 65(1): 65-78, 2022 01.
Article in English | MEDLINE | ID: mdl-34689214

ABSTRACT

AIM/HYPOTHESIS: Five subgroups were described in European diabetes patients using a data driven machine learning approach on commonly measured variables. We aimed to test the applicability of this phenotyping in Indian individuals with young-onset type 2 diabetes. METHODS: We applied the European-derived centroids to Indian individuals with type 2 diabetes diagnosed before 45 years of age from the WellGen cohort (n = 1612). We also applied de novo k-means clustering to the WellGen cohort to validate the subgroups. We then compared clinical and metabolic-endocrine characteristics and the complication rates between the subgroups. We also compared characteristics of the WellGen subgroups with those of two young European cohorts, ANDIS (n = 962) and DIREVA (n = 420). Subgroups were also assessed in two other Indian cohorts, Ahmedabad (n = 187) and PHENOEINDY-2 (n = 205). RESULTS: Both Indian and European young-onset type 2 diabetes patients were predominantly classified into severe insulin-deficient (SIDD) and mild obesity-related (MOD) subgroups, while the severe insulin-resistant (SIRD) and mild age-related (MARD) subgroups were rare. In WellGen, SIDD (53%) was more common than MOD (38%), contrary to findings in Europeans (Swedish 26% vs 68%, Finnish 24% vs 71%, respectively). A higher proportion of SIDD compared with MOD was also seen in Ahmedabad (57% vs 33%) and in PHENOEINDY-2 (67% vs 23%). Both in Indians and Europeans, the SIDD subgroup was characterised by insulin deficiency and hyperglycaemia, MOD by obesity, SIRD by severe insulin resistance and MARD by mild metabolic-endocrine disturbances. In WellGen, nephropathy and retinopathy were more prevalent in SIDD compared with MOD while the latter had higher prevalence of neuropathy. CONCLUSIONS /INTERPRETATION: Our data identified insulin deficiency as the major driver of type 2 diabetes in young Indians, unlike in young European individuals in whom obesity and insulin resistance predominate. Our results provide useful clues to pathophysiological mechanisms and susceptibility to complications in type 2 diabetes in the young Indian population and suggest a need to review management strategies.


Subject(s)
Diabetes Mellitus, Type 2 , Insulin Resistance , Humans , India/epidemiology , Insulin/therapeutic use , Obesity/complications
18.
Diabetes Metab Syndr ; 15(6): 102322, 2021.
Article in English | MEDLINE | ID: mdl-34717135

ABSTRACT

BACKGROUND AND AIMS: Mucormycosis is an invasive fungal infection and carries a significant morbidity and mortality. A number of cases of mucormycosis have been reported in association with COVID-19. In this study, a consortium of clinicians from various parts of India studied clinical profile of COVID-19 associated mucormycosis (CAM) and this analysis is presented here. METHODS: Investigators from multiple sites in India were involved in this study. Clinical details included the treatment and severity of COVID-19, associated morbidities, as well as the diagnosis, treatment and prognosis of mucormycosis. These data were collected using google spreadsheet at one centre. Descriptive analysis was done. RESULTS: There were 115 patients with CAM. Importantly, all patients had received corticosteroids. Diabetes was present in 85.2% of patients and 13.9% of patients had newly detected diabetes. The most common site of involvement was rhino-orbital. Mortality occurred in 25 (21.7%) patients. On logistic regression analysis, CT scan-based score for severity of lung involvement was associated with mortality. CONCLUSION: Universal administration of corticosteroids in our patients is notable. A large majority of patients had diabetes, while mortality was seen in ∼1/5th of patients, lower as compared to recently published data.


Subject(s)
Adrenal Cortex Hormones/adverse effects , COVID-19/complications , Diabetes Complications/virology , Mucormycosis/virology , Adult , Aged , Comorbidity , Diabetes Complications/mortality , Female , Humans , India/epidemiology , Male , Middle Aged , Mucormycosis/chemically induced , Mucormycosis/mortality , Retrospective Studies , Risk Factors , COVID-19 Drug Treatment
19.
Curr Cardiol Rep ; 23(8): 112, 2021 07 15.
Article in English | MEDLINE | ID: mdl-34264422

ABSTRACT

PURPOSE OF REVIEW: Heart failure is an important healthcare issue because of its high prevalence, mortality, and morbidity. Advanced heart failure therapies have improved significantly over the years with improved outcomes. Heart transplantation remains an elusive treatment option for most patients; hence, the need for alternative therapy has given rise to the use of mechanical circulatory support (MCS) devices, initially as bridge to transplantation, but with more recent use as destination therapy. This review focuses on the intricacies of establishing a successful left ventricular assist device (LVAD) program for destination therapy in the setting of a growing anticipated need for wider availability of such treatment options. RECENT FINDINGS: Guidelines have established the role of MCS in patients with advanced HF refractory to optimal guideline-directed medical therapy (GDMT) and cardiac device interventions. Multiple studies have shown generational improvement in the overall safety profile of MCS devices with the use of newer devices for destination therapy showing improved outcomes. Heart failure is a growing cardiovascular problem with an anticipated growing need for advanced HF therapies including MCS devices. A model of shared care LVAD to destination therapy implanting site should be considered as a strategy to start a successful LVAD program.


Subject(s)
Heart Failure , Heart Transplantation , Heart-Assist Devices , Heart Failure/therapy , Humans
20.
Radiol Artif Intell ; 3(1): e200015, 2021 Jan.
Article in English | MEDLINE | ID: mdl-33937850

ABSTRACT

PURPOSE: To develop a Breast Imaging Reporting and Data System (BI-RADS) breast density deep learning (DL) model in a multisite setting for synthetic two-dimensional mammographic (SM) images derived from digital breast tomosynthesis examinations by using full-field digital mammographic (FFDM) images and limited SM data. MATERIALS AND METHODS: A DL model was trained to predict BI-RADS breast density by using FFDM images acquired from 2008 to 2017 (site 1: 57 492 patients, 187 627 examinations, 750 752 images) for this retrospective study. The FFDM model was evaluated by using SM datasets from two institutions (site 1: 3842 patients, 3866 examinations, 14 472 images, acquired from 2016 to 2017; site 2: 7557 patients, 16 283 examinations, 63 973 images, 2015 to 2019). Each of the three datasets were then split into training, validation, and test. Adaptation methods were investigated to improve performance on the SM datasets, and the effect of dataset size on each adaptation method was considered. Statistical significance was assessed by using CIs, which were estimated by bootstrapping. RESULTS: Without adaptation, the model demonstrated substantial agreement with the original reporting radiologists for all three datasets (site 1 FFDM: linearly weighted Cohen κ [κw] = 0.75 [95% CI: 0.74, 0.76]; site 1 SM: κw = 0.71 [95% CI: 0.64, 0.78]; site 2 SM: κw = 0.72 [95% CI: 0.70, 0.75]). With adaptation, performance improved for site 2 (site 1: κw = 0.72 [95% CI: 0.66, 0.79], 0.71 vs 0.72, P = .80; site 2: κw = 0.79 [95% CI: 0.76, 0.81], 0.72 vs 0.79, P < .001) by using only 500 SM images from that site. CONCLUSION: A BI-RADS breast density DL model demonstrated strong performance on FFDM and SM images from two institutions without training on SM images and improved by using few SM images.Supplemental material is available for this article.Published under a CC BY 4.0 license.

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