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Saris, Daniël B.F.

https://orcid.org/0000-0002-2176-3029

Mayo Clinic

Mayo Clinic

Citations 56

Early ACLR and Risk and Timing of Secondary Meniscal Injury Compared With Delayed ACLR or Nonoperative Treatment: A Time-to-Event Analysis Using Machine Learning
Lu, Yining , Jurgensmeier, Kevin , Till, Sara E., Reinholz, Anna K., Saris, Daniël B.F. , Krych, Aaron J. , Reinholz, Anna, Krych, Aaron J , Lu, Yining , Jurgensmeier, Kevin , Camp, Christopher L.

The American Journal of Sports Medicine | September 30, 2022 | Volume: 50 | Issue: 13 | Pages: 3544-3556

10.1177/03635465221124258 Get It

Background: Surgical and nonoperative management of anterior cruciate ligament (ACL) injuries seek to mitigate the risk of knee instability and secondary meniscal injury. However, the associated risk and timing of secondary meniscal tears have not been completely elucidated. Purpose: To compare risk and timing of secondary meniscal injury between patients receiving nonoperative management, delayed ACL reconstruction (ACLR), and early ACLR using a machine learning survival analysis. Study Design: Cohort study; Level of evidence, 3. Methods: A geographic database was used to identify and review records of patients with a diagnosis of ACL rupture between 1990 and 2016 with minimum 2-year follow-up. Patients undergoing ACLR were matched 1:1 with nonoperatively treated controls. Rate and time to secondary meniscal tear were compared using random survival forest algorithms; independent models were developed and internally validated for predicting injury-free duration in both cohorts. Performance was measured using out-of-bag c-statistic, calibration, and Brier score. Model interpretability was enhanced using global variable importance and partial dependence curves. Results: The study included 1369 patients who underwent ACLR and 294 patients who had nonoperative treatment. After matching, no significant differences in rates of secondary meniscal tear were found ( P = .09); subgroup analysis revealed the shortest periods of meniscal survival in patients undergoing delayed ACLR. The random survival forest algorithm achieved excellent predictive performance for the ACLR cohort, with an out-of-bag c-statistic of 0.80 and a Brier score of 0.11. Significant variables for risk of meniscal tear for the ACLR cohort included time to return to sports or activity ≤350 days, time to surgery ≥50 days, age at injury ≤40 years, and high-impact or rotational landing sports, whereas those in the nonoperative cohort model included time to RTS ≤200 days, visual analog scale pain score >3 at consultation, hypermobility, and noncontact sports. Conclusion: Delayed ACLR demonstrated the greatest long-term risk of meniscal injury compared with nonoperative treatment or early ACLR. Risk factors for decreased meniscal survival after ACLR included increased time to surgery, shorter time to return to sports or activity, older age at injury, and involvement in high-impact or rotational landing sports. Pending careful external validation, these models may be deployed in the clinical space to provide real-time insights and enhance decision making.
Risk factors for secondary meniscus tears can be accurately predicted through machine learning, creating a resource for patient education and intervention
Jurgensmeier, Kevin , Till, Sara E., Arguello, Alexandra M. , Saris, Daniël B.F. , Krych, Aaron J. , Krych, Aaron J , Jurgensmeier, Kevin , Lu, Yining , Stuart, Michael J. , Camp, Christopher L.

Knee Surgery, Sports Traumatology, Arthroscopy | August 16, 2022 | Volume: 31 | Issue: 2 | Pages: 518-529

10.1007/s00167-022-07117-w Get It

AbstractPurposeThis study sought to develop and internally validate a machine learning model to identify risk factors and quantify overall risk of secondary meniscus injury in a longitudinal cohort after primary ACL reconstruction (ACLR).MethodsPatients with new ACL injury between 1990 and 2016 with minimum 2‐year follow‐up were identified. Records were extensively reviewed to extract demographic, treatment, and diagnosis of new meniscus injury following ACLR. Four candidate machine learning algorithms were evaluated to predict secondary meniscus tears. Performance was assessed through discrimination using area under the receiver operating characteristics curve (AUROC), calibration, and decision curve analysis; interpretability was enhanced utilizing global variable importance plots and partial dependence curves.ResultsA total of 1187 patients underwent ACLR; 139 (11.7%) experienced a secondary meniscus tear at a mean time of 65 months post‐op. The best performing model for predicting secondary meniscus tear was the random forest (AUROC = 0.790, 95% CI: 0.785–0.795; calibration intercept = 0.006, 95% CI: 0.005–0.007, calibration slope = 0.961 95% CI: 0.956–0.965, Brier’s score = 0.10 95% CI: 0.09–0.12), and all four machine learning algorithms outperformed traditional logistic regression. The following risk factors were identified: shorter time to return to sport (RTS), lower VAS at injury, increased time from injury to surgery, older age at injury, and proximal ACL tear.ConclusionMachine learning models outperformed traditional prediction models and identified multiple risk factors for secondary meniscus tears after ACLR. Following careful external validation, these models can be deployed to provide real‐time quantifiable risk for counseling and timely intervention to help guide patient expectations and possibly improve clinical outcomes.Level of evidenceIII.
Total Knee Arthroplasty Function at 25 Years Following Proximal Tibial Osteotomy
Hevesi, Mario , Wilbur, Ryan R. , Keyt, Lucas K. , Abdel, Matthew P. , Levy, Bruce A. , Saris, Daniël B.F. , Stuart, Michael J. , Krych, Aaron J. , Krych, Aaron J , Abdel, Matthew P , Stuart, Michael J , Hevesi, Mario , Wilbur, Ryan R. , Keyt, Lucas K. , Levy, Bruce A , Saris, Daniël B.F.

Journal of Bone and Joint Surgery | March 16, 2022 | Volume: 104 | Issue: 6 | Pages: 552-558

10.2106/jbjs.21.00761 Get It

Background: Proximal tibial osteotomy (PTO) is a well-established treatment for coronal deformity and focal cartilage defects. However, the utility of joint-preserving interventions must be weighed against potential effects on subsequent total knee arthroplasty (TKA). The purpose of this study was to determine the effect of PTO on subsequent TKA by comparing outcomes in patients with bilateral TKAs following unilateral PTO. Methods: Patients who underwent bilateral TKAs from 2000 to 2015 at a single institution and had previously undergone a unilateral valgus-producing PTO were reviewed. We evaluated 140 TKAs performed in 70 patients (24 female, 46 male) with a mean age at PTO of 50 ± 8 years. The patients underwent conversion to TKA at a mean of 14 ± 7 years following ipsilateral PTO and were followed for a mean of 25 ± 7 years (range, 6 to 40 years) following PTO. The Knee Society Score (KSS), Forgotten Joint Score-12 (FJS-12), subjective knee preference, and revision were compared between the PTO-TKA and contralateral TKA-only sides. Results: The PTO side demonstrated similar KSS Knee subscores (41 ± 16) compared with the contralateral side (39 ± 16, p = 0.67) immediately prior to arthroplasty. Patients had significant improvements in KSS (p < 0.001) after TKA, with clinically similar KSS values at 2 to 15 years of follow-up when knees were compared in a pairwise fashion (p = 0.10 to 0.83). Five PTO-TKA knees (7%) and 4 control TKA-only knees (6%) underwent revision at a mean of 5 years postoperatively (p = 0.76). The number of all-cause reoperations was approximately twice as high in PTO-TKA knees (13% compared with 6% in TKA-only knees, p = 0.24). At the time of final follow-up, PTO-TKA knees demonstrated similar FJS-12 scores (72 ± 26) compared with the contralateral knees (70 ± 28, p = 0.57). Nineteen percent of patients preferred the PTO-TKA knee, 19% preferred the contralateral TKA-only knee, and 62% stated that their knees were equivalent (p > 0.99). The final Tegner activity score was 2.5 ± 1.4. Conclusions: Long-term clinical function of TKA following PTO was excellent, with patients demonstrating comparable subjective outcomes and equivalent knee preference compared with the contralateral TKA-only knees. Further, well-matched studies are needed to evaluate long-term revision and reoperation rates following PTO-TKA. Level of Evidence: Therapeutic Level III . See Instructions for Authors for a complete description of levels of evidence.
Securing Transplanted Meniscal Allografts Using Bone Plugs Results in Lower Risks of Graft Failure and Reoperations: A Meta-analysis
Ow, Zachariah Gene Wing , Cheong, Chin Kai , Hai, Hao Han, Wang, Dean , Krych, Aaron J. , Saris, Daniël B.F. , Wong, Keng Lin , Lin, Heng An , Wang, Dean , Krych, Aaron J , Hai, Hao-Han, Ng, Cheng Han

The American Journal of Sports Medicine | October 11, 2021 | Volume: 50 | Issue: 14 | Pages: 4008-4018

10.1177/03635465211042014 Get It

Background: Meniscal allograft transplant (MAT) is an important treatment option for young patients with deficient menisci; however, there is a lack of consensus on the optimal method of allograft fixation. Hypothesis: The various methods of MAT fixation have measurable and significant differences in outcomes. Study Design: Meta-analysis; Level of evidence, 4. Methods: A single-arm meta-analysis of studies reporting graft failure, reoperations, and other clinical outcomes after MAT was performed. Studies were stratified by suture-only, bone plug, and bone bridge fixation methods. Proportionate rates of failure and reoperation for each fixation technique were pooled with a mixed-effects model, after which reconstruction of relative risks with confidence intervals was performed using the Katz logarithmic method. Results: A total of 2604 patients underwent MAT. Weighted mean follow-up was 4.3 years (95% CI, 3.2-5.6 years). During this follow-up period, graft failure rates were 6.2% (95% CI, 3.2%-11.6%) for bone plug fixation, 6.9% (95% CI, 4.5%-10.3%) for suture-only fixation, and 9.3% (95% CI, 6.2%-13.9%) for bone bridge fixation. Transplanted menisci secured using bone plugs displayed a lower risk of failure compared with menisci secured via bone bridges (RR = 0.97; 95% CI, 0.94-0.99; P = .02). Risks of failure were not significantly different when comparing suture fixation to bone bridge (RR = 1.02; 95% CI, 0.99-1.06; P = .12) and bone plugs (RR = 0.99; 95% CI, 0.96-1.02; P = .64). Allografts secured using bone plugs were at a lower risk of requiring reoperations compared with those secured using sutures (RR = 0.91; 95% CI, 0.87-0.95; P < .001), whereas allografts secured using bone bridges had a higher risk of reoperation when compared with those secured using either sutures (RR = 1.28; 95% CI, 1.19-1.38; P < .001) or bone plugs (RR = 1.41; 95% CI, 1.32-1.51; P < .001). Improvements in Lysholm and International Knee Documentation Committee scores were comparable among the different groups. Conclusion: This meta-analysis demonstrates that bone plug fixation of transplanted meniscal allografts carries a lower risk of failure than the bone bridge method and has a lower risk of requiring subsequent operations than both suture-only and bone bridge methods of fixation. This suggests that the technique used in the fixation of a transplanted meniscal allograft is an important factor in the clinical outcomes of patients receiving MATs.
The Sound of Cartilage Repair: The Importance of Using Pitch and Volume Cues in Cartilage Restoration Surgery
Hevesi, Mario , Genechten, Wouter Van , Krych, Aaron J. , Saris, Daniël B.F. , Krych, Aaron J , Van Genechten, Wouter , Hevesi, Mario

Arthroscopy Techniques | August 2, 2021 | Volume: 10 | Issue: 9 | Pages: No page available

10.1016/j.eats.2021.05.007 Get It

Abstract Articular cartilage defects are common and can result in substantial pain and disability, prompting operative intervention, which commonly includes chondral debridement. Controlled defect preparation up to but not beyond the calcified cartilage layer is key to clinical success, but this remains technically challenging. We present a technique highlighting the substantial decrease in curette stroke volume and associated shift to a lower pitch when achieving satisfactory open cartilage defect debridement. These audiologic cues correlate well with histologic accuracy of debridement. Therefore, quantifiable pitch and volume changes serve as valuable technical cues for precise defect preparation at the time of joint preservation surgery. Classifications I: knee, II: cartilage. Technique Video video See video under supplementary data.
All‐Cause Failure Rates Increase With Time Following Meniscal Repair Despite Favorable Outcomes: A Systematic Review and Meta‐analysis
Ow, Zachariah Gene Wing , Law, Michelle Shi Ni , Krych, Aaron J. , Saris, Daniël B.F. , Wong, Keng Lin , Lin, Heng An , Krych, Aaron J , Ng, Cheng Han , Debieux, Pedro

Arthroscopy | May 28, 2021 | Volume: 37 | Issue: 12 | Pages: 3518-3528

10.1016/j.arthro.2021.05.033 Get It

Purpose The purpose of this review is to perform a meta‐analysis of studies reporting meniscus repair outcomes. Pooled analyses of such studies will provide an accurate estimate of the outcomes that can be expected following meniscal repair at various postoperative time points. Methods A meta‐analysis of meniscal repair failure (defined as persistent symptoms, lack of healing on magnetic resonance imaging or revision surgery) and other clinical outcomes was performed following meniscal repair. Patients included had traumatic, nondegenerative meniscal tears, were skeletally mature, and had specific time‐points after surgery. Repairs included were performed either in isolation, or with concomitant ACL reconstruction. Because of the inherent heterogeneity of single‐arm meta‐analyses, pooled analyses were performed using a random‐effects model. Results Rates of all‐cause meniscal repair failure was pooled to be 12% at 0‐1 years (95% CI: .09‐.16), 15% at 2‐3 years (95% CI: .11‐.20), and 19% at 4‐6 years (95% CI: .13‐.24). Sensitivity analysis for studies performing meniscal repair entirely on patients with concomitant ACL reconstruction (ACLR) showed comparable rates of failure at similar time intervals. Development of osteoarthritis, in patients with knees previously free from articular pathologies, was 4% at 2‐3 years (95% CI: .02‐.07), and 10% at 4‐6 years (95% CI: .03‐.25). Conclusion Meniscus repair for traumatic injuries have an all‐cause failure rate that increases from 12% to 19% through a time period ranging from 1‐6 years following surgery. The failure rates were comparable for patients with meniscal repairs performed with concomitant ACLRs. Level of Evidence IV; Systematic Review of Level II‐IV Studies.
The regenerative effect of different growth factors and platelet lysate on meniscus cells and mesenchymal stromal cells and proof of concept with a functionalized meniscus implant
Hagmeijer, Michella H., Korpershoek, Jasmijn V. , Crispim, João F. , Chen, Li‐Ting , Krych, Aaron J. , Saris, Daniël B.F. , Vonk, Luciënne A. , Krych, Aaron J , Vonk, Lucienne A , Korpershoek, Jasmijn V , Jonkheijm, Pascal

Journal of Tissue Engineering and Regenerative Medicine | May 13, 2021 | Volume: 15 | Issue: 7 | Pages: 648-659

10.1002/term.3218 Get It

Human meniscus allograft augmentation by allogeneic mesenchymal stromal/stem cell injections
Struijk, Caroline , Genechten, Wouter Van , Verdonk, Peter , Krych, Aaron J. , Dietz, Allan B. , Wijnen, André J. van , Saris, Daniël B.F. , Van Genechten, Wouter , van Wijnen, Andre J , Krych, Aaron J , Dietz, Allan B

Journal of Orthopaedic Research | May 10, 2021 | Volume: 40 | Issue: 3 | Pages: 712-726

10.1002/jor.25074 Get It

AbstractMeniscus allograft transplantations (MATs) represent established surgical procedures with proven outcomes. Yet, storage as frozen specimens and limited cellular repopulation may impair graft viability. This proof‐of‐concept study tests the feasibility of injecting allogeneic mesenchymal stromal/stem cells (MSCs) in meniscus allograft tissue. We investigated the injectable cell quantity, survival rate, migration, and proliferation ability of MSCs up to 28 days of incubation. In this controlled laboratory study, seven fresh‐frozen human allografts were injected with human allogeneic MSCs. Cells were labeled and histological characteristics were microscopically imaged up to 28 days. Mock‐injected menisci were included as negative controls in each experiment. Toluidine blue staining demonstrated that a 100‐µl volume can be injected while retracting and rotating the inserted needle. Immediately after injection, labeled MSCs were distributed throughout the injection channel and eventually migrated into the surrounding tissues. Histological assessment revealed that MSCs cluster in disc‐like shapes, parallel to the intrinsic lamination of the meniscus and around the vascular network. Quantification showed that more than 60% of cells were present in horizontally injected grafts and more than 30% were observed in vertically injected samples. On Day 14, cells adopted a spindle‐shaped morphology and exhibited proliferative and migratory behaviors. On Day 28, live/dead ratio assessment revealed an approximately 80% cell survival. The study demonstrated the feasibility of injecting doses of MSCs (>0.1 million) in meniscus allograft tissue with active cell proliferation, migration, and robust cell survival.
Post‐arthroscopic Subchondral Insufficiency Fractures of the Knee Yield High Rate of Conversion to Arthroplasty
Barras, Laurel A. , Pareek, Ayoosh , Parkes, Chad W. , Song, Bryant M. , Saris, Daniël B.F. , Stuart, Michael D. , Krych, Aaron J. , Krych, Aaron J , Camp, Christopher L.

Arthroscopy | March 25, 2021 | Volume: 37 | Issue: 8 | Pages: 2545-2553

10.1016/j.arthro.2021.03.029 Get It

Purpose To evaluate both the potential causes and resultant outcomes in patients in whom subchondral insufficiency fracture of the knee (SIFK) develops after arthroscopy. Methods We performed a retrospective review of all patients with a magnetic resonance imaging diagnosis of SIFK after arthroscopic meniscectomy and chondroplasty over a 12‐year period. Results A total of 28 patients were included, with a mean age of 61 years and mean follow‐up period of 5.7 years. SIFK showed a predilection for the medial compartment (n = 25, 89%), specifically the medial femoral condyle (n = 21, 75%). In 7 patients (25%), SIFK developed in both the femoral condyle and tibial plateau in the ipsilateral compartment. Fifteen patients (54%) went on to conversion to arthroplasty at a mean of 0.72 years. The rate of survival free of conversion to arthroplasty was 57%, 45%, and 40% at 1 year, 2 years, and 5 years, respectively. Furthermore, 63% of patients with a meniscal tear and SIFK in the same compartment went on to arthroplasty ( P = .04). There was an increased risk of conversion to arthroplasty if SIFK was present in both the femur and tibia in the same compartment ( P = .04). A higher Kellgren‐Lawrence grade at the time of the SIFK diagnosis increased the likelihood of eventual arthroplasty ( P = .03). The presence of SIFK in both the femur and tibia in the ipsilateral compartment, an increased Kellgren‐Lawrence grade, and a meniscal tear or prior meniscectomy in the same compartment as SIFK were associated with an increased risk of eventual arthroplasty. Conclusions Post‐arthroscopic SIFK most commonly occurs in the medial compartment, particularly in patients who underwent a prior meniscectomy. The presence of meniscal root and radial tears in these patients is notable (75%). Ultimately, there is a high rate of progression of arthrosis (33%) and eventual conversion to arthroplasty. Level of Evidence Level IV, case series.
In vivo biochemical assessment of cartilage with gagCEST MRI: Correlation with cartilage properties
Brinkhof, Sander , Nizak, Razmara, Sim, Sotcheadt, Khlebnikov, Vitaliy, Quenneville, É. , Garon, M. , Klomp, Dennis W. J. , Saris, Daniël B.F. , Saris, Daniel

NMR in Biomedicine | December 23, 2020 | Volume: 34 | Issue: 3 | Pages: No page available

10.1002/nbm.4463 Get It

To assess articular cartilage in vivo, a noninvasive measurement is proposed to evaluate damage of the cartilage. It is hypothesized that glycosaminoglycan chemical exchange saturation transfer (gagCEST) can be applied as a noninvasive imaging technique as it would relate to electromechanical indentation and GAG content as measured with biochemical assays. This pilot study applies gagCEST MRI in total knee arthroplasty (TKA) patients to assess substantially damaged articular cartilage. The outcome was verified against electromechanical indentation and biochemical assays to assess the potential of gagCEST MRI. Five TKA patients were scanned on a 7.0 T MRI with a gagCEST sequence. Articular resurfacing cuts after TKA were obtained for electromechanical and biochemical analyses. The gagCEST MRI measurements on the medial condyle showed a moderate correlation with the GAG content, although sensitivity on the lateral condyle was lacking. Additionally, a strong negative correlation of gagCEST MRI with the electromechanical measurements was observed in the regression analysis. Correlation of gagCEST MRI with electromechanical measurements was shown, but the correlation of gagCEST MRI with GAG content was not convincing. In conclusion, gagCEST could be a useful tool to assess the GAG content in articular cartilage noninvasively, although the mismatch in heterogeneity requires further investigation.