Deep Convolutional Neural Networks Provide Motion Grading for High-Resolution Peripheral Quantitative Computed Tomography of the Scaphoid.

In vivo high-resolution peripheral quantitative computed tomography (HR-pQCT) studies on bone characteristics are limited, partly due to the lack of standardized and objective techniques to describe motion artifacts responsible for lower-quality images. This study investigates the ability of such deep-learning techniques to assess image quality in HR-pQCT datasets of human scaphoids. In total, 1451 stacks of 482 scaphoid images from 53 patients, each with up to six follow-ups within one year, and each with one non-displaced fractured and one contralateral intact scaphoid, were independently graded by three observers using a visual grading scale for motion artifacts. A 3D-CNN was used to assess image quality. The accuracy of the 3D-CNN to assess the image quality compared to the mean results of three skilled operators was between 92% and 96%. The 3D-CNN classifier reached an ROC-AUC score of 0.94. The average assessment time for one scaphoid was 2.5 s. This study demonstrates that a deep-learning approach for rating radiological image quality provides objective assessments of motion grading for the scaphoid with a high accuracy and a short assessment time. In the future, such a 3D-CNN approach can be used as a resource-saving and cost-effective tool to classify the image quality of HR-pQCT datasets in a reliable, reproducible and objective way.

[Conservative treatment of distal radial fractures]. / Die konservative Behandlung der distalen Radiusfraktur.

OBJECTIVE: Distal fracture of the radius is common in all age groups. Under careful consideration of individual indications and contraindications, conservative treatment with reduction and immobilization can have significant advantages over the frequently applied surgical approach, particularly in older patients. THERAPEUTIC GOAL: Immobilization after closed reduction enables satisfactory wrist function to be achieved according to individual patient expectations. INDICATIONS: A. Patients with a. significant comorbidities, b. high surgical risk from an anesthesiology perspective (ASA > 3), c. low functional requirements, d. low cosmetic expectations regarding residual visible deformity. B. Young patients with an extension fracture and additional a. < 10° dorsal tilt in the case of extraarticular fractures after closed reduction, b. < 5 mm radial shortening after closed reduction, c. < 2 mm intraarticular displacement after closed reduction. CONTRAINDICATIONS: A. Patient age < 65 years with an extension fracture and additional a. > 10° dorsal tilt in the case of extraarticular fractures after closed reduction, b. > 5 mm radial shortening after closed reduction, c. > 2 mm intraarticular displacement after closed reduction. B. Flexion fracture for which ligamentotaxis for closed reduction is not possible. C. Open distal radial fracture. D. Fracture dislocations. E. Impairments of peripheral circulation, motor or sensory function of the hand after reduction. TECHNIQUE: After puncturing the fracture hematoma and infiltrating the fracture gap with local anesthetic, the forearm is suspended using Chinese finger traps on the thumb and middle finger. Constant traction in the longitudinal axis of the forearm is ensured by a weight applied via a wide cushioned cuff to the distal upper arm. Reduction then is enabled with the additional reductive effect of ligamentotaxis. After minimal cushioning of the forearm with cotton wool and crepe bandage, a dorsal gypsum longuette is applied. After the plaster bandage has hardened, peripheral circulation, motor function, and sensitivity are checked. The reduction is controlled by X­ray and documented. POSTPROCEDURAL MANAGEMENT: A. General procedures to reduce swelling; sufficient analgesics should be prescribed. B. The circular plaster cast is applied once swelling has subsided sufficiently, generally after 2-3 days. C. The duration of cast wearing should be planned at 5 weeks. RESULTS: A total of 73 patients (55 women and 18 men) aged 65-88 years were followed up for 12 months to investigate functional outcomes after surgical and conservative therapy. While surgical patients had better functional scores up to 12 weeks after treatment begin, there was no longer a significant difference in the 6­ and 12-month follow-up results. The measured grip strength was consistently better in the surgically treated group. Clinically visible deformities were present in 78% of the conservatively treated patients; however, the patients were satisfied with the functional or cosmetic results. No deformities were seen in the surgically treated patients. All fractures were completely healed after 6 months. The rate of complications was significantly higher in the surgery group, with 13 complications compared to 5 in the conservative treatment group.

Two-year radiologic assessment of the Pinnacle cup-a migration analysis with EBRA.

INTRODUCTION: The most common cause of failure in total hip arthroplasty (THA) is aseptic loosening. Uncemented cup migration analysis by EBRA (Einzel-Bild-Roentgen-Analyse) has shown to be a good predictive indicator for early implant failure if the cup migrates more than 1 milimeter (mm) within the first 2 years after surgery. In this study, we investigated the migration behaviour of an uncemented press-fit cup after 2 years follow-up. MATERIALS AND METHODS: Applying a retrospective study design, we reviewed all consecutive patients who received an uncemented press-fit cup at our Department between 2013 and 2018. A total of 484 patients were identified. We reviewed medical histories and performed radiological measurements using EBRA-Cup software. EBRA measurements and statistical investigations were performed by two independent investigators. RESULTS: A total of 165 cups in 159 patients (female: 90; male: 69) met our inclusion criteria. Mean age at surgery was 66.7 (range 18.4-90.5) years. EBRA migration analysis showed a mean total migration of 0.7 mm (range 0.0-6.3) over our follow-up period of 2 years. Of the investigated cups, 53.2% showed less than 1 mm migration in the investigated follow-up period. CONCLUSION: In conclusion, the Pinnacle cup used in our study provides low mean migration at final follow-up. Based on the assumption of secondary stabilization, good long-term outcome of the Pinnacle cup can be expected. TRIAL REGISTRATION NUMBER AND DATE OF REGISTRATION: Number: 20181024-1875; Date: 2018-09-20.

Unicondylar vs. total knee arthroplasty in medial osteoarthritis: a retrospective analysis of registry data and functional outcome.

PURPOSE: It was the aim of our study to compare the functional outcome (WOMAC score, range of motion) achieved with unicondylar knee arthroplasty (UKA) and total knee arthroplasty (TKA). It was hypothesized that UKA and TKA would differ with regard to the WOMAC function scale (hypothesis 1) and the WOMAC total scale (hypothesis 2). It was assumed that the groups would differ with respect to changes in range of motion (ROM) over time (hypothesis 3). METHODS: A retrospective comparative study was conducted to analyze data available from the federal state's Arthroplasty Registry (WOMAC score) and from clinical routine (ROM). Patients who underwent UKA or TKA between 2008 and 2015 were considered. ANOVAs for repeated measurements were applied, adjusted for age, to test hypotheses 1-3. RESULTS: The UKA group was comprised of 112 patients (age 65, BMI 29). The TKA group included 330 cases (age 69, BMI 29). Regarding hypothesis 1, the amount of improvement in WOMAC function was not influenced by the surgical group (no significant group*time interactions, p = 0.608). Similarly, for hypothesis 2, the amount of improvement in the WOMAC total score was not influenced by the surgical group (no significant group*time interactions, p = 0.392). Regarding hypothesis 3, we found no significant group*time interaction for the ROM data (p = 0.731). CONCLUSIONS: On the basis of our findings, it is concluded that whether knee osteoarthritis is treated with either medial UKA or TKA has no influence on the WOMAC total score or any of the WOMAC subscales. It has no effect on early or late ROM gain.