Conference Coverage

Crystal bone algorithm predicts early fractures, uses ICD codes


 

FROM ASBMR 2022

Algorithm validated in 106,328 patients aged 50 and older

Despite guidelines that recommend screening for osteoporosis in women aged 65 and older, men older than 70, and adults aged 50-79 with risk factors, real-world data suggest such screening is low, the researchers note.

The current validation study identified 106,328 patients aged 50 and older who had at least 2 years of consecutive medical history with the Reliant Medical Group from December 2014 to November 2020 as well as at least two EHR codes.

The accuracy of predicting a fracture within 2 years, expressed as area under the receiver operating characteristic (AUROC), was 0.77, where 1 is perfect, 0.5 is no better than random selection, 0.7 to 0.8 is acceptable, and 0.8 to 0.9 indicates excellent predictive accuracy.

In the entire Optum Reliant population older than 50, the risk of fracture within 2 years was 1.95%.

The algorithm identified four groups with a greater risk: 19,100 patients had a threefold higher risk of fracture within 2 years, 9,246 patients had a fourfold higher risk, 3,533 patients had a sevenfold higher risk, and 1,735 patients had a ninefold higher risk.

Many of these patients had no prior diagnosis of osteoporosis

For example, in the 19,100 patients with a threefold greater risk of fracture in 2 years, 69% of patients had not been diagnosed with osteoporosis (49% of them had no history of fracture and 20% did have a history of fracture).

The algorithm had a positive predictive value of 6%-18%, a negative predictive value of 98%-99%, a specificity of 81%-98%, and a sensitivity of 18%-59%, for the four groups.

The study was funded by Amgen. Dr. Mody and another author are Reliant Medical Group employees. Ms. Kelley and another author are Optum Life Sciences employees. One author is an employee at Landing AI. Two authors are Amgen employees and own Amgen stock. Dr. Ebeling has disclosed receiving research funding from Amgen, Sanofi, and Alexion, and his institution has received honoraria from Amgen and Kyowa Kirin. Dr. Compston has disclosed receiving speaking and consultancy fees from Amgen and UCB.

A version of this article first appeared on Medscape.com.

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