Back to Authors

Schoch, Bradley

Mayo Clinic

Jacksonville College

Citations 4

Identification of Reproducible CT‐Image Based Radiomic Features That Predict Shoulder Arthroplasty Outcomes
Rajabzadeh‐Oghaz, Hamidreza, Elwell, Josie , Schoch, Bradley, Aibinder, William R. , Gobbato, Bruno , Wessell, Daniel E. , Kumar, Vikas, Roche, Christopher , Wessell, Daniel, Roche, Christopher P , Aibinder, William R , Rajabzadeh-Oghaz, Hamidreza , Schoch, Bradley S.

Journal of Orthopaedic Research | January 29, 2026 | Volume: 44 | Issue: 2 | Pages: No page available

10.1002/jor.70154 Get It

ABSTRACT The goal of this radiomic analysis is to quantify the sensitivity of radiomic features on computed tomography (CT) image pre‐processing parameters and use machine learning (ML) techniques to identify the radiomic features that are highly predictive of shoulder arthroplasty outcomes. An ML framework auto‐segmented 3D masks of the deltoid muscle and scapula bone from pre‐operative CT images of 1949 primary anatomic total shoulder arthroplasty (aTSA)/reverse total shoulder arthroplasty (rTSA) patients. Radiomic features were extracted after various image pre‐processing protocols and assessed for reproducibility. The radiomic features deemed robust to image pre‐processing were used to train ML predictive outcomes models. Feature importance data were rank‐ordered to identify the radiomic features that were highly predictive of pain, motion, and function before and after aTSA/rTSA. A sensitivity analysis identified 37 deltoid muscle and 38 scapular bone radiomic features that were robust, reproducible, and unique across image pre‐processing parameters. The most predictive deltoid muscle radiomic measurements were normalized volume, elongation, flatness, fat percentage, sphericity, and max 2D diameter column. The most predictive scapular bone radiomic measurements were flatness, sphericity, elongation, max 2D diameter column, and max 2D diameter slice. Radiomic data of the deltoid and scapula were highly predictive of pain, motion, and function before and after aTSA and rTSA. Radiomic data were more predictive than patient comorbidities, diagnosis, and implant type/size data, but less predictive than pre‐operative active range of motion measurements and patient reported outcome measures, 3D measurements from planning software, or patient demographic data. Future work is required to clinically validate these radiomic features before they can be deployed in clinical decision support tools. Level of Evidence Level III, Retrospective Comparative Outcome Study.
Scapulothoracic Fusion Using Multiple Suture Tape Cerclage
Ba, Papa Amadou, Werthel, Jean-David , Schoch, Bradley, Schoch, Bradley S.

Techniques in Hand & Upper Extremity Surgery | April 19, 2023 | Volume: 27 | Issue: 3 | Pages: 175-181

10.1097/bth.0000000000000434 Get It

Abstract: Scapulothoracic arthrodesis has been proposed for the treatment of painful scapular winging in patients with facioscapulohumeral muscular dystrophy. It was introduced to improve shoulder function. Several methods of fixation have been proposed to obtain the union of the scapula to the ribs. These include plates, screws, cables, or wires with or without bone grafting. The purpose of this manuscript is to describe the surgical technique of scapulothoracic arthrodesis using plate and cerclage suture tapes. Level of Evidence: Level IV, treatment study (case series).
Outcomes of the Latarjet Procedure for the Treatment of Chronic Anterior Shoulder Instability: Patients With Prior Arthroscopic Bankart Repair Versus Primary Cases
Werthel, Jean-David , Sabatier, Vincent, Amsallem, Lior , Nourissat, Geoffroy , Valenti, Philippe , Deranlot, Julien , Solignac, N. , Hardy, P., Vigan, Marie , Schoch, Bradley, Schoch, Bradley S. , Kany, Jean , Hardy, Alexandre

The American Journal of Sports Medicine | December 26, 2019 | Volume: 48 | Issue: 1 | Pages: 27-32

10.1177/0363546519888909 Get It

Background: It remains unclear whether results differ between a Latarjet procedure performed after a failed arthroscopic Bankart repair and one performed as the primary operation. Purpose: To compare the postoperative outcomes of the Latarjet procedure when performed as primary surgery and as revision for a failed arthroscopic Bankart repair. Study Design: Cohort study; Level of evidence, 3. Methods: A multicenter retrospective comparative case-cohort analysis was performed for all patients undergoing a Latarjet procedure for recurrent anterior shoulder instability. Patients were separated into 2 groups depending on if the Latarjet procedure was performed after a failed arthroscopic Bankart repair (group 1) or as the first operation (group 2). Outcome measures included recurrent instability, reoperation rates, complications, pain, Walch-Duplay scores, and Simple Shoulder Test. Results: A total of 308 patients were eligible for participation in the study; 72 (23.4%) did not answer and were considered lost to follow-up, leaving 236 patients available for analysis. Mean follow-up was 3.4 ± 0.8 years. There were 20 patients in group 1 and 216 in group 2. Despite similar rates of recurrent instability (5.0% in group 1 vs 2.3% in group 2; P = .5) and revision surgery (0% in group 1 vs 6.5% in group 2; P = .3), group 1 demonstrated significantly worse pain scores (2.56 ± 2.7 vs 1.2 ± 1.7; P = .01) and patient-reported outcomes (Walch-Duplay: 52 ± 25.1 vs 72.2 ± 25.0; P = .0007; Simple Shoulder Test: 9.3 ± 2.4 vs 10.7 ± 1.9; P = .001) when compared with those patients undergoing primary Latarjet procedures. Conclusion: Functional outcome scores and postoperative pain are significantly worse in patients undergoing a Latarjet procedure after a failed arthroscopic Bankart repair when compared with patients undergoing primary Latarjet. The assumption that a failed a Bankart repair can be revised by a Latarjet with a similar result to a primary Latarjet appears to be incorrect. Surgeons should consider these findings when deciding on the optimal surgical procedure for recurrent shoulder instability.
Outcomes After Latarjet Procedure: Patients With First-Time Versus Recurrent Dislocations
Sabatier, Vincent, Nourissat, Geoffroy , Valenti, Philippe , Deranlot, Julien , Solignac, N. , Hardy, P., Vigan, Marie , Werthel, Jean-David , Schoch, Bradley, Hardy, Alexandre , Laboudie, Pierre , Schoch, Bradley S. , Kany, Jean

The American Journal of Sports Medicine | October 24, 2019 | Volume: 48 | Issue: 1 | Pages: 21-26

10.1177/0363546519879929 Get It

Background: The preoperative number of dislocations has been previously proved to be a major factor influencing the results after Bankart repair with more preoperative dislocations correlated with higher recurrence rates and more reoperations. This could possibly be because of the lower quality of the tissue repaired during the procedure after multiple dislocations. On the other hand, the Latarjet procedure does not “repair” but rather reconstructs and augments the anterior glenoid. Purpose/Hypothesis: The main objective was to report the clinical outcomes of patients undergoing a Latarjet procedure after 1 dislocation versus multiple (≥2) dislocations. The hypothesis was that the preoperative number of dislocations would not influence clinical results. Study Design: Cohort study; Level of evidence, 3. Methods: Patients older than 18 years who had undergone a primary Latarjet procedure for shoulder instability with at least 2 years of follow-up were included. Three different techniques were used: a mini-open technique using 2 screws, an arthroscopic technique using 2 screws, and an arthroscopic technique using 2 cortical buttons. Patients were evaluated and answered a questionnaire to assess the number of episodes of dislocation before surgery, the time between the first dislocation and surgery, recurrence of the dislocation, revision surgery, the Walch-Duplay score, the Simple Shoulder Test score, and the visual analog scale (VAS) score for pain. Results: A total of 308 patients were included for analysis with a mean follow-up of 3.4 ± 0.8 years. Of that, 83 patients were included in the first-time dislocation group and 225 in the recurrent dislocation group. At last follow-up, the rates of recurrence and reoperation were not significantly different between groups: 4.8% in the first-time dislocation group versus 3.65% in the recurrent dislocation group and 6.1% versus 4.0%, respectively. The overall Walch-Duplay scores at last follow-up were also comparable between the 2 groups, 67.3 ± 24.85 and 71.8 ± 25.1, even though the first-time dislocation group showed a lower pain subscore (15.0 ± 8.6 vs 18.0 ± 7.5; P = .003). The VAS for pain was also significantly higher in the first-time dislocation group compared with the recurrent dislocation group (1.8 ± 2.3 vs 1.2 ± 1.7; P = .03). Conclusion: The number of episodes of dislocation before surgery does not affect postoperative instability rates and reoperation rates after the Latarjet procedure. However, patients with first-time dislocations had more postoperative pain compared with patients with recurrent dislocations before surgery.