Recovery of Wrist Function after Volar Locking Plate Fixation for Distal Radius Fractures

Development of numerical model-based machine learning algorithms for different healing stages of distal radius fracture healing

BACKGROUND AND OBJECTIVES

Early therapeutic exercises are vital for the healing of distal radius fractures (DRFs) treated with the volar locking plate. However, current development of rehabilitation plans using computational simulation is normally time-consuming and requires high computational power. Thus, there is a clear need for developing machine learning (ML) based algorithms that are easy for end-users to implement in daily clinical practice. The purpose of the present study is to develop optimal ML algorithms for designing effective DRF physiotherapy programs at different stages of healing.

METHOD

First, a three-dimensional computational model for the healing of DRF was developed by integrating mechano-regulated cell differentiation, tissue formation and angiogenesis. The model is capable of predicting time-dependant healing outcomes based on different physiologically relevant loading conditions, fracture geometries, gap sizes, and healing time. After being validated using available clinical data, the developed computational model was implemented to generate a total of 3600 clinical data for training the ML models. Finally, the optimal ML algorithm for each healing stage was identified.

RESULTS

The selection of the optimal ML algorithm depends on the healing stage. The results from this study show that cubic support vector machine (SVM) has the best performance in predicting the healing outcomes at the early stage of healing, while trilayered ANN outperforms other ML algorithms in the late stage of healing. The outcomes from the developed optimal ML algorithms indicate that Smith fractures with medium gap sizes could enhance the healing of DRF by inducing larger cartilaginous callus, while Colles fractures with large gap sizes may lead to delayed healing by bringing excessive fibrous tissues.

CONCLUSIONS

ML represents a promising approach for developing efficient and effective patient-specific rehabilitation strategies. However, ML algorithms at different healing stages need to be carefully chosen before being implemented in clinical applications.

Factors Affecting Functional Recovery After Volar Locking Plate Fixation for Distal Radius Fractures

BACKGROUND

There is still no certainty about factors delaying functional recovery after surgery, although volar locking plate (VLP) fixation is the mainstay of treatment for distal radius fractures (DRFs), and several good postoperative recoveries have been reported. The purpose of this study was to investigate factors affecting functional recovery after VLP fixation for DRF.

METHODS

The subjects included 104 patients (84 females, 20 males, mean age: 63.2 ± 13.8 years) treated with VLP fixation for DRF, who could be followed for 1 year. The Quick Disabilities of the Arm, Shoulder, and Hand (QuickDASH) score, grip strength, and range of motion of the wrist joint were measured at 3, 6, and 12 months postoperatively, and the primary outcome was the QuickDASH score. A multiple regression analysis adjusted for age and sex was used to analyze factors affecting functional recovery at 12 months.

RESULTS

A multiple regression analysis showed that the factors that significantly influenced the QuickDASH score at 1 year postoperatively were the grip strength ratio to the uninjured side, dominancy of the injured hand, and postoperative ulnar variance, in descending order of involvement. Trauma energy, history of diabetes, fracture type, complications, and range of motion were not included in the model.

CONCLUSIONS

Smaller grip strength, dominant-hand injury, and larger postoperative ulnar variance significantly worsened the QuickDASH score at 1 year postoperatively. In order to achieve satisfactory functional recovery at 1 year after surgery, we confirmed that it is important to surgically achieve smaller postoperative ulnar variance and increase grip strength.

Management of Comminuted Distal Radius Fractures: A Critical Analysis Review

Distal radius fractures occur in a bimodal age and sex distribution. Their incidence continues to rise with an increasingly active aging population. The current American Academy of Orthopaedic Surgeons guidelines for operative intervention are radial shortening of >3 mm, dorsal tilt of >10[degrees], or intra-articular displacement or step-off of >2 mm. The method of reduction and fixation should be selected on a case-by-case basis with a focus on patient factors, fracture behavior, surgical proficiency, and functional outcomes.