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Dai L, Md Johar MG, Alkawaz MH. The diagnostic value of MRI segmentation technique for shoulder joint injuries based on deep learning. Sci Rep 2024; 14:28885. [PMID: 39572780 PMCID: PMC11582322 DOI: 10.1038/s41598-024-80441-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2024] [Accepted: 11/19/2024] [Indexed: 11/24/2024] Open
Abstract
This work is to investigate the diagnostic value of a deep learning-based magnetic resonance imaging (MRI) image segmentation (IS) technique for shoulder joint injuries (SJIs) in swimmers. A novel multi-scale feature fusion network (MSFFN) is developed by optimizing and integrating the AlexNet and U-Net algorithms for the segmentation of MRI images of the shoulder joint. The model is evaluated using metrics such as the Dice similarity coefficient (DSC), positive predictive value (PPV), and sensitivity (SE). A cohort of 52 swimmers with SJIs from Guangzhou Hospital serve as the subjects for this study, wherein the accuracy of the developed shoulder joint MRI IS model in diagnosing swimmers' SJIs is analyzed. The results reveal that the DSC for segmenting joint bones in MRI images based on the MSFFN algorithm is 92.65%, with PPV of 95.83% and SE of 96.30%. Similarly, the DSC for segmenting humerus bones in MRI images is 92.93%, with PPV of 95.56% and SE of 92.78%. The MRI IS algorithm exhibits an accuracy of 86.54% in diagnosing types of SJIs in swimmers, surpassing the conventional diagnostic accuracy of 71.15%. The consistency between the diagnostic results of complete tear, superior surface tear, inferior surface tear, and intratendinous tear of SJIs in swimmers and arthroscopic diagnostic results yield a Kappa value of 0.785 and an accuracy of 87.89%. These findings underscore the significant diagnostic value and potential of the MRI IS technique based on the MSFFN algorithm in diagnosing SJIs in swimmers.
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Affiliation(s)
- Lina Dai
- School of Information Technology and Engineering, Guangzhou College of Commerce, Guangzhou, China.
- School of Graduate Studies, Management and Science University, Shah Alam, 40100, Selangor, Malaysia.
| | - Md Gapar Md Johar
- Software Engineering and Digital Innovation Center, Management and Science University, Shah Alam, 40100, Selangor, Malaysia
| | - Mohammed Hazim Alkawaz
- Department of Computer Science, College of Education for Pure Science, University of Mosul, Mosul, Nineveh, Iraq
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Bois AJ, Gabig AM, Griffin LP, Rockwood CA, Brady CI, Dutta AK. The evaluation, classification, and management of septic arthritis of the shoulder: the comprehensive shoulder sepsis system. J Shoulder Elbow Surg 2023; 32:2453-2466. [PMID: 37331502 DOI: 10.1016/j.jse.2023.05.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 04/30/2023] [Accepted: 05/06/2023] [Indexed: 06/20/2023]
Abstract
BACKGROUND Septic arthritis of the shoulder is distinctly challenging to diagnose and treat. Guidelines for appropriate workup and management are limited and do not account for the variations in clinical presentation. The purpose of this study was to present a comprehensive and anatomically based classification system and treatment algorithm for septic arthritis of the native shoulder joint. METHODS A multicenter, retrospective analysis of all patients treated surgically for septic arthritis of the native shoulder joint was performed at 2 tertiary care academic institutions. Preoperative magnetic resonance imaging and operative reports were used to classify patients as having 1 of 3 infection subtypes: type I, confined to the glenohumeral joint; type II, extra-articular extension; or type III, concomitant osteomyelitis. On the basis of these clinical groupings of patients, the comorbidities, types of surgical management, and outcomes were analyzed. RESULTS Sixty-five shoulders in 64 patients met the inclusion criteria for the study. Of these infected shoulders, 9.2% had type I infections, 47.7% had type II, and 43.1% had type III. Age and the time between symptom onset and diagnosis were the only significant risk factors for the development of a more severe infection. Fifty-seven percent of shoulder aspirates revealed cell counts below the standard surgical cutoff of 50,000 cells/mL. On average, each patient required 2.2 surgical débridements to eradicate the infection. Infections recurred in 8 shoulders (12.3%). Body mass index was the only risk factor for recurrence of infection. Of the 64 patients, 1 (1.6%) died acutely of sepsis and multiorgan system failure. CONCLUSION We propose a comprehensive system for the classification and management of spontaneous shoulder sepsis based on stage and anatomy. Preoperative magnetic resonance imaging can help determine the severity of disease and aid in surgical decision making. A systematic approach to septic arthritis of the shoulder as a unique entity from septic arthritis of other large peripheral joints may lead to more timely diagnosis and treatment and improve the overall prognosis.
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Affiliation(s)
- Aaron J Bois
- Section of Orthopaedic Surgery, Department of Surgery, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
| | - Andrew M Gabig
- Joe R. and Teresa Lozano Long School of Medicine, The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | | | - Charles A Rockwood
- Department of Orthopedic Surgery, The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Christina I Brady
- Department of Orthopedic Surgery, The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Anil K Dutta
- Department of Orthopedic Surgery, The University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
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Abdelmalek A, Haines S, Tadros BJ, Evans JT, Judge A. Re-operation rates of arthroscopic management versus arthrotomy in treatment of septic arthritis of native shoulder joint in adults. A systematic review and meta-analysis. EUROPEAN JOURNAL OF ORTHOPAEDIC SURGERY & TRAUMATOLOGY : ORTHOPEDIE TRAUMATOLOGIE 2023; 33:2717-2727. [PMID: 36869912 DOI: 10.1007/s00590-023-03495-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 02/13/2023] [Indexed: 03/05/2023]
Abstract
AIMS Previous studies have reported concern regarding high reoperation rates when septic arthritis of the native shoulder is treated arthroscopically, compared to open arthrotomy. We aimed to compare re-operation rate between the two strategies. PATIENTS AND METHODS The review was registered prospectively at PROSPERO, (CRD42021226518). We searched common databases and references lists (8 February 2021). The inclusion criteria included interventional or observational studies of adult patients with a confirmed diagnosis of native shoulder joint septic arthritis and had either arthroscopy or arthrotomy. The exclusion criteria included patients with periprosthetic or post-surgical infections, patients who had atypical infections, and studies that did not report re-operation rate. Cochrane Collaboration's tool for assessing risk of bias (ROBINS-I) was used. RESULTS Nine studies (retrospective cohort studies) were included that involved 5,643 patients (5,645 shoulders). Mean age ranged from 55.6 to 75.5 years, and follow-up time ranged from 1-41 months. Mean duration of symptoms prior to presentation ranged from 8.3-23.3 days. Metanalysis observed a higher re-operation rate for reinfection at any time point following initial arthroscopy in comparison to arthrotomy, odds ratio 2.61 (95% confidence interval 1.04, 6.56). There was marked heterogeneity (I2 = 78.8%) among studies including surgical techniques and missing data. CONCLUSION This metanalysis observed a higher reoperation rate in arthroscopy in comparison to arthrotomy for the treatment of native shoulder septic arthritis in adults. The quality of the included evidence is low and the heterogeneity among included studies is marked. Higher quality evidence is still needed that address limitations of previous studies.
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Affiliation(s)
- Amir Abdelmalek
- Musculoskeletal Research Unit, Learning and Research Building, Level 1, Southmead Hospital, Bristol, BS10 5NB, United Kingdom.
| | - Samuel Haines
- Musculoskeletal Research Unit, Learning and Research Building, Level 1, Southmead Hospital, Bristol, BS10 5NB, United Kingdom
| | - Baha John Tadros
- Musculoskeletal Research Unit, Learning and Research Building, Level 1, Southmead Hospital, Bristol, BS10 5NB, United Kingdom
| | - Jonathan T Evans
- Musculoskeletal Research Unit, Learning and Research Building, Level 1, Southmead Hospital, Bristol, BS10 5NB, United Kingdom
| | - Andrew Judge
- Musculoskeletal Research Unit, Learning and Research Building, Level 1, Southmead Hospital, Bristol, BS10 5NB, United Kingdom
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Tanwar M, Chakrabarty S, Chowdhury G, Kim U. Mapping prognostic factors for globe survival in panophthalmitis using logistic regression and Cox proportional hazard models: A retrospective study. Indian J Ophthalmol 2023; 71:2812-2817. [PMID: 37417126 PMCID: PMC10491044 DOI: 10.4103/ijo.ijo_3034_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 04/08/2023] [Accepted: 05/26/2023] [Indexed: 07/08/2023] Open
Abstract
Purpose The aim of this study was to report the outcomes of panophthalmitis and to identify factors significantly affecting globe survival in the disease. Methods This was a retrospective study on patients with panophthalmitis in a tertiary hospital between January 1, 2017, and December 31, 2019. The demographics, treatment details, culture results, and final outcomes were recorded. Logistic regression and Cox proportional hazards (CPH) were calculated to identify variables associated with globe loss. A P < 0.05 was considered significant. Results Eighty-five eyes of 85 patients (31 culture positive) were eligible for review. The mean age of the participants was 55.21 ± 20.17 years with a male-to-female ratio of 2.04:1. Corneal ulcer (38.82%; n = 33) and open globe injuries (OGIs) (38.82%; n = 33) were the most common etiologies. Pseudomonas aeruginosa (n = 10; 11.76%) was the most common isolate. The mean duration of hospital stay was 7.58 ± 2.32 days. Overall, 44 (51.76%) globes could be salvaged. The need for evisceration (P = 0.901) and hospital stays (P = 0.095) were similar for culture-positive and -negative cohorts. The unadjusted logistic regression and CPH models showed that culture sterility did not affect globe survival [OR = 1.210 (0.501-2.950), P = 0.668; HR = 1.176 (0.617-2.243), P = 0.623]. The adjusted logistic regression and the CPH models showed that corneal ulcers [OR = 10.900 (2.460-48.200), P = 0.002; HR = 5.393 (1.603-18.140), P = 0.006] and OGI [OR = 7.360 (1.650-32.700), P = 0.009; HR = 4.548 (1.321-15.660), P = 0.016] were significantly associated with globe loss. Conclusion Corneal ulcer or OGI as the primary etiology is detrimental to globe survival in panophthalmitis.
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Affiliation(s)
- Meghana Tanwar
- Department of Orbit and Oculoplasty, Aravind Eye Hospital and PG Institute of Ophthalmology, Madurai, Tamil Nadu, India
| | - Sabyasachi Chakrabarty
- Department of Paediatric Ophthalmology and Strabismus, Vivekananda Mission Ashram Netra Niramay Niketan, Chaithanyapur, West Bengal, India
| | - Gunja Chowdhury
- Department of Orbit and Oculoplasty, Aravind Eye Hospital and PG Institute of Ophthalmology, Madurai, Tamil Nadu, India
| | - Usha Kim
- Department of Orbit and Oculoplasty, Aravind Eye Hospital and PG Institute of Ophthalmology, Madurai, Tamil Nadu, India
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Skedros JG, Finlinson ED, Luczak MG, Cronin JT. Septic Olecranon Bursitis With Osteomyelitis Attributed to Cutibacterium acnes: Case Report and Literature Overview of the Dilemma of Potential Contaminants and False-Positives. Cureus 2023; 15:e34563. [PMID: 36879721 PMCID: PMC9985484 DOI: 10.7759/cureus.34563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
We report an unusual case of acute septic olecranon bursitis, with probable olecranon osteomyelitis, where the only organism isolated in culture was initially considered a contaminant, Cutibacterium acnes. However, we ultimately considered it the likely causal organism when treatment for most of the other more likely organisms failed. This typically indolent organism is prevalent in pilosebaceous glands, which are scarce in the posterior elbow region. This case illustrates the often challenging empirical management of a musculoskeletal infection when the only organism isolated might be a contaminant, but successful eradication requires continued treatment as if it is the causal organism. The patient is a Caucasian 53-year-old male who presented to our clinic with a second episode of septic bursitis at the same location. Four years prior, he had septic olecranon bursitis from methicillin-sensitive Staphylococcus aureus that was treated uneventfully with one surgical debridement and a one-week course of antibiotics. In the current episode reported here, he sustained a minor abrasion. Cultures were obtained five separate times because of no growth and difficulty eradicating the infection. One culture grew C. acnes on day 21 of incubation; this long duration has been reported. The first several weeks of antibiotic treatment failed to eradicate the infection, which we ultimately attributed to inadequate treatment of C. acnes osteomyelitis. Although C. acnes has a well-known propensity for false-positive cultures as typically reported in post-operative shoulder infections, treatment for our patient's olecranon bursitis/osteomyelitis was successful only after several surgical debridements and a prolonged course of intravenous and oral antibiotics that targeted it as the presumptive causal organism. However, it was possible that C. acnes was a contaminant/superinfection, and another organism was the culprit, such as a Streptococcus or Mycobacterium species that was eradicated by the treatment regime targeted for C. acnes.
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Affiliation(s)
- John G Skedros
- Shoulder and Elbow, Utah Orthopaedic Specialists, Salt Lake City, USA.,Department of Orthopaedics, University of Utah, Salt Lake City, USA
| | - Ethan D Finlinson
- Shoulder and Elbow, Utah Orthopaedic Specialists, Salt Lake City, USA
| | - Meredith G Luczak
- Shoulder and Elbow, Utah Orthopaedic Specialists, Salt Lake City, USA
| | - John T Cronin
- Shoulder and Elbow, Utah Orthopaedic Specialists, Salt Lake City, USA
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