scholarly journals Automated bone mineral density prediction and fracture risk assessment using plain radiographs via deep learning

2021 ◽  
Vol 12 (1) ◽  
Author(s):  
Chen-I Hsieh ◽  
Kang Zheng ◽  
Chihung Lin ◽  
Ling Mei ◽  
Le Lu ◽  
...  

AbstractDual-energy X-ray absorptiometry (DXA) is underutilized to measure bone mineral density (BMD) and evaluate fracture risk. We present an automated tool to identify fractures, predict BMD, and evaluate fracture risk using plain radiographs. The tool performance is evaluated on 5164 and 18175 patients with pelvis/lumbar spine radiographs and Hologic DXA. The model is well calibrated with minimal bias in the hip (slope = 0.982, calibration-in-the-large = −0.003) and the lumbar spine BMD (slope = 0.978, calibration-in-the-large = 0.003). The area under the precision-recall curve and accuracy are 0.89 and 91.7% for hip osteoporosis, 0.89 and 86.2% for spine osteoporosis, 0.83 and 95.0% for high 10-year major fracture risk, and 0.96 and 90.0% for high hip fracture risk. The tool classifies 5206 (84.8%) patients with 95% positive or negative predictive value for osteoporosis, compared to 3008 DXA conducted at the same study period. This automated tool may help identify high-risk patients for osteoporosis.

2021 ◽  
Author(s):  
Chen-I Hsieh ◽  
Kang Zheng ◽  
Chihung Lin ◽  
Le Lu ◽  
Weijian Li ◽  
...  

Abstract Dual-energy X-ray absorptiometry (DXA) and the Fracture Risk Assessment Tool are recommended tools for osteoporotic fracture risk evaluation, but are underutilized. We present a novel and fully-automated tool to identify fractures, predict bone mineral density (BMD), and evaluate fracture risk using plain pelvis and lumbar spine radiographs. The performance of this tool were evaluated in 1639 and 11908 patients with pelvis or lumbar spine radiographs and DXA, respectively. The model was well calibrated for hip and spine BMD assessments with minimal or no bias. The area under the curve and accuracy were 0.89 and 92.4% for hip osteoporosis, 0.87 and 86.8% for spine osteoporosis, 0.92 and 94.6% for high 10-year major fracture risk, and 0.92 and 92.2% for high hip fracture risk, respectively. The success rates of our automated algorithm a real-world test were 85.3% and 90.4% for hip and spine, respectively. The clinical use of this automated tool may increase the likelihood of identifying high-risk patients in previously unscreened populations.


2021 ◽  
Vol 80 (Suppl 1) ◽  
pp. 833.2-834
Author(s):  
S. Garcia ◽  
B. M. Fernandes ◽  
M. Rato ◽  
F. Oliveira Pinheiro ◽  
D. Fonseca ◽  
...  

Background:Teriparatide has been shown to increase spine and hip bone mineral density (BMD) and to reduce vertebral and non-vertebral fractures. (1) It is currently not clear whether the effect of teriparatide is dependent on the baseline risk of fracture or osteoporosis (OP) type, a finding that could have an impact on our therapeutic decision.Objectives:Investigate if there is a relationship between teriparatide effect in BMD and baseline 10-year fracture probability, assessed using FRAX®, in primary and secondary OP patients.Methods:This is a longitudinal, retrospective study including consecutive patients with the diagnosis of OP treated with teriparatide for 24 months, with a ten-year follow-up period, at our rheumatology department. Demographic, clinical, laboratorial, BMD and occurrence of fracture data were collected. The 10-year risk of osteoporotic fracture was estimated using the fracture risk assessment tool (FRAX) v 4.1 with the Portuguese population reference. Statistical analysis was performed using the software SPSS 23.0. Correlations between continuous variables were evaluated with spearman coefficient. p<0.05 was considered statistically significant.Results:Eighty patients (88.8% female, median age 65.00 (59; 75)) were included. Forty-nine patients (61.3%) has secondary OP, mainly of cortisonic etiology (61.2%, n=30). Before treatment, median lumbar spine BMD was 0.870 [0.767, 0.964] g/cm2, median T-score of -2.60 (-3.30, -1.90); median total femur BMD was 0.742 [0.667, 0.863] g/cm2, median T-score of -2.10 (-2.80, -1.30); median femoral neck BMD was 0.671 [0.611, 0.787] g/cm2, median T-score of -2.50 [-3.20, -1.85]. Regarding fracture risk, median FRAX-based 10-year major fracture risk (with BMD) at baseline was 16% [10.0; 23], and median hip fracture risk was 7.2% [3.4; 13.8].The median variation of BMD, after finishing teriparatide treatment, in the spine was 0.107 [0.029; 0.228]; median BMD variation in total femur was 0.013 [-0.013; 0.068] and median BMD femoral neck was 0.046 [-0.002; 0.109]. We observed a numerically superior effect, albeit without any statistical significance, of teriparatide on bone mineral density gain in secondary OP (versus primary OP) at lumbar spine, total femur and femoral neck.Most patients continued anti-osteoporotic treatment with a bisphosphonate (81.2%, n=65) and, during follow-up, 17 patients had an incident fracture (8 hip fractures and 6 vertebral fractures), median of 5 [1.75, 8.25] years after ending teriparatide.We found a discrete correlation between FRAX-based hip fracture probability and the variation of bone mineral density in total femur (Spearman’s coefficient 0.248, p = 0.04). There was no correlation between FRAX-based major fracture probability and and the variation of bone mineral density in the spine or femur. When we separately analyze the relationship between the variation in total hip BMD and the FRAX-based fracture risk, depending on whether it is a secondary or primary OP, we find that the correlation is stronger and only remains in secondary OP (Spearman’s coefficient 0.348, p = 0.03).Conclusion:Our data suggest that teriparatide could be an important weapon in the treatment of secondary cause OP, particularly cortisonic, and in patients at high fracture risk, although further larger studies are needed to confirm these findings.References:[1]Kendler DL, Marin F, Zerbini CAF, Russo LA, Greenspan SL, Zikan V, Bagur A, Malouf-Sierra J, Lakatos P, Fahrleitner-Pammer A, Lespessailles E, Minisola S, Body JJ, Geusens P, Möricke R, López-Romero P. Effects of teriparatide and risedronate on new fractures in post-menopausal women with severe osteoporosis (VERO): a multicentre, double-blind, double-dummy, randomised controlled trial. Lancet. 2018 Jan 20;391(10117):230-240. doi: 10.1016/S0140-6736(17)32137-2.Disclosure of Interests:None declared.


2022 ◽  
Vol 11 (2) ◽  
pp. 330
Author(s):  
Alicia R. Jones ◽  
Koen Simons ◽  
Susan Harvey ◽  
Vivian Grill

Individuals with primary hyperparathyroidism (PHPT) have reduced bone mineral density (BMD) according to dual X-ray absorptiometry at cortical sites, with relative sparing of trabecular BMD. However, fracture risk is increased at all sites. Trabecular bone score (TBS) may more accurately describe their bone quality and fracture risk. This study compared how BMD and TBS describe bone quality in PHPT. We conducted a retrospective cross-sectional study with a longitudinal component, of adults with PHPT, admitted to a tertiary hospital in Australia over ten years. The primary outcome was the TBS at the lumbar spine, compared to BMD, to describe bone quality and predict fractures. Secondary outcomes compared changes in TBS after parathyroidectomy. Of 68 included individuals, the mean age was 65.3 years, and 79% were female. Mean ± SD T-scores were −1.51 ± 1.63 at lumbar spine and mean TBS was 1.19 ± 0.12. Only 20.6% of individuals had lumbar spine BMD indicative of osteoporosis, while 57.4% of TBS were ≤1.20, indicating degraded architecture. There was a trend towards improved fracture prediction using TBS compared to BMD which did not reach statistical significance. Comparison of 15 individuals following parathyroidectomy showed no improvement in TBS.


2021 ◽  
Vol 5 (Supplement_1) ◽  
pp. A279-A280
Author(s):  
Maria Chang Villacreses ◽  
Panadeekarn Panjawatanan ◽  
Rudruidee Karnchanasorn ◽  
Horng-Yih Ou ◽  
Wei Feng ◽  
...  

Abstract It is generally acknowledged that fracture rate is higher in diabetic subjects than non-diabetic subjects. However, the impact of diabetes on bone is less clear due to contradictory results of bone mineral density (BMD) and fracture rate. To date, most of reports were based on the studies from relatively small sample sizes. To clarify the issues, we examined the fracture rates and BMD across a spectrum of glucose tolerance in a representative US population. The participants of the National Health and Nutrition Survey 2005–2010 were used in this study. Among adult subjects (age≥20 years old) with reported BMI, we were able to define the states of glucose tolerance in 31,073 subjects cording to the diagnostic criteria based on HbA1c, fasting glucose, and/or 2-h post-changed glucose with established diabetes and using diabetes medications, into normal glucose tolerance (NGT), abnormal glucose tolerance (AGT), and diabetes mellitus (DM). Those who received osteoporosis medications were excluded from BMD analysis. Fracture information was available in 15,547 subjects; validated hip BMD was available in 12,317 subjects; and validated lumbar spine BMD was available in 10,329 subjects. Fracture rates were compared among 3 groups of glucose tolerance states and odds ratio (OR) with 95% confidence intervals (95% CI) were calculated in reference to the NGT group with sample weighting. BMD was compared among 3 groups of glucose tolerance with consideration of covariates. The reported osteoporosis diagnosed rate differed among 3 groups of glucose tolerances (3.99%, 5.77%, and 8.41%, P&lt;0.001, for NGT, AGT, and DM respectively). Worsening states of glucose tolerance were associated increased fracture OR at Hip [AGT, 2.1770 (95% CI: 2.1732–2.1807) and DM, 2.7369 (95% CI: 2.7315–2.7423)], spine [AGT, 0.9924 (95% CI: 0.9912–0.9936); DM, 1.2405 (95% CI: 1.2387–1.2423)]. In contrast, a different trend was observed on the wrist fracture rate [AGT, 0.9556 (95% CI: 0.9551–0.9562); DM, 0.9053 (95% CI: 0.9045–0.9060)]. After adjustment for covariates, higher BMD was noted in AGT and DM when compared to NGT at total femur (NGT, 0.9760±0.0015 gm/cm2; AGT, 0.9853±0.0021 gm/cm2; DM 0.9847±0.0034 gm/cm2, mean±SE, P=0.001) and femoral neck (NGT, 0.8388±0.0015 gm/cm2; AGT, 0.8474±0.0020 gm/cm2; DM, 0.8496±0.0032 gm/cm2, P=0.0007) while no difference was found in lumbar spine BMD (NGT, 0.1.0441±0.0018 gm/cm2; AGT, 1.0406±0.0025 gm/cm2; DM, 1.0464±0.0041 gm/cm2, P=0.35). Our observed significant increased fracture risk at hip (OR: 2.7369) and lumbar spine (OR: 1.2405) in DM subjects when compared to NGT subjects. DM subjects had higher BMD at total femur and femoral neck than NGT subjects while no difference was noted at lumbar spine BMD when compared to NGT subjects. Further studies are required to explore the discrepancy between the increased fracture risk with higher BMDs in diabetes.


2020 ◽  
Vol 79 (Suppl 1) ◽  
pp. 1749.2-1749
Author(s):  
A. Catalano ◽  
F. Bellone ◽  
A. Gaudio ◽  
M. C. Sottile ◽  
S. A. Stoian ◽  
...  

Background:Vitamin D repletion is known to maximize the response to bisphosphonates (BPs) in terms of both bone mineral density (BMD) changes and anti-fracture efficacy. The contribute of vitamin to BMD after discontinuation of BPs has been poorly investigated.Objectives:To explore whether change of vitamin D status may contribute to the tail effect of alendronate (ALE) on BMD.Methods:Participants in this retrospective study were postmenopausal osteoporotic women exposed to ALE. Either cholecalciferol or calcifediol have been administered, as vitamin D supplementation in accordance to good clinical practice, during ALE treatment and after ALE discontinuation. BMD was evaluated by Dual-energy X-ray absorptiometry (DXA) at lumbar spine and femoral site. Vitamin D status has been checked by measuring 25(OH)D serum levels through HPLC. Surrogate bone formation and resorption markers (i.e. C-terminal telopeptide of type I collagen (CTX) and alkaline phosphatase (ALP), respectively) were also evaluated. The Fracture Risk Assessment Tool (FRAX) served to estimate the participants’ 10-year fracture risk for major osteoporotic and hip fracture.Results:88 postmenopausal osteoporotic women (age 61.14 ± 6.96 yr.) were included in the final analysis. The 10-year probability of major and hip fractures was 18.31±11.51 and 8.60 ± 10.55 %, respectively. Participants were exposed to ALE treatment for 31.27 ± 20.69 months; then they stopped treatment for 33.33 ± 18.97 months. Change of BMD was inversely related to drug holiday (r=-0.27, p=0.005). Modification of 25(OH)D was inversely associated with change of ALP (r=-0.22, p=0.018) and CTX levels (r=-0.3, p=0.06). By distributing participants in tertiles according to variation of 25(OH)D levels over time, women allocated in the tertile with the higher increase of 25(OH)D showed a 5.7% BMD gain that was two times larger in comparison with participants with lower increase of 25(OH)D. At a multiple regression analysis, after correcting for ALE treatment duration, bone turn-over marker modifications, BMI and age at menopause, BMD change at lumbar spine was significantly associated with time since menopause (ß=2.28, SE 0.44, p<0.0001), FRAX score (ß=-0.65, SE 0.29, p=0.03), drug holiday duration (ß=-2.17, SE 0.27, p<0.0001) and change of 25(OH)D levels (ß=0.15 SE 0.03, p=0.0007).Conclusion:After ALE discontinuation, modification of BMD are strictly associated with change of vitamin D status.Disclosure of Interests:None declared


2013 ◽  
Author(s):  
Julie Pasco ◽  
Stephen Lane ◽  
Sharon Brennan ◽  
Elizabeth Timney ◽  
Gosia Bucki-Smith ◽  
...  

2021 ◽  
Vol 80 (Suppl 1) ◽  
pp. 227.2-228
Author(s):  
D. Claire ◽  
M. Geoffroy ◽  
L. Kanagaratnam ◽  
C. Isabelle ◽  
A. Hittinger ◽  
...  

Background:Dual energy X-ray absoprtiometry is the reference method to mesure bone mineral density (1). Loss of bone mineral density is significant if it exceeds the least significant change. The threshold value used in general population is 0,03 g/cm2 (2). Patients with obesity are known for having a higher bone mineral density due to metabolism and physiopathology characteristics (3,4).Objectives:The aim of our study was to determine the least significant change in bone densitometry in patients with obesity.Methods:We conducted an interventionnal study in 120 patients with obesity who performed a bone densitometry. We measured twice the bone mineral density at the lumbar spine, the femoral neck and the total hip in the same time (5,6). We determined the least significant change in bone densitometry from each pair of measurements, using the Bland and Altman method. We also determined the least significant change in bone densitometry according to each stage of obesity.Results:The least significant change in bone densitometry in patients with obesity is 0,046g/cm2 at the lumbar spine, 0.069 g/cm2 at the femoral neck and 0.06 g/cm2 at the total hip.Conclusion:The least significant change in bone densitometry in patients with obesity is higher than in general population. These results may improve DXA interpretation in this specific population, and may personnalize their medical care.References:[1]Lees B, Stevenson JC. An evaluation of dual-energy X-ray absorptiometry and comparison with dual-photon absorptiometry. Osteoporos Int. mai 1992;2(3):146-52.[2]Briot K, Roux C, Thomas T, Blain H, Buchon D, Chapurlat R, et al. Actualisation 2018 des recommandations françaises du traitement de l’ostéoporose post-ménopausique. Rev Rhum. oct 2018;85(5):428-40.[3]Shapses SA, Pop LC, Wang Y. Obesity is a concern for bone health with aging. Nutr Res N Y N. mars 2017;39:1-13.[4]Savvidis C, Tournis S, Dede AD. Obesity and bone metabolism. Hormones. juin 2018;17(2):205-17.[5]Roux C, Garnero P, Thomas T, Sabatier J-P, Orcel P, Audran M, et al. Recommendations for monitoring antiresorptive therapies in postmenopausal osteoporosis. Jt Bone Spine Rev Rhum. janv 2005;72(1):26-31.[6]Ravaud P, Reny JL, Giraudeau B, Porcher R, Dougados M, Roux C. Individual smallest detectable difference in bone mineral density measurements. J Bone Miner Res. août 1999;14(8):1449-56.Disclosure of Interests:None declared.


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