Back to Authors

Amin, Shreyasee

https://orcid.org/0000-0002-8940-2449

Mayo Clinic

Mayo Clinic

Citations 50

Assessing fracture risk using gradient boosting machine (GBM) models
Atkinson, Elizabeth J. , Therneau, Terry M. , Melton, L. Joseph, Camp, Jon J. , Achenbach, Sara J., Amin, Shreyasee , Khosla, Sundeep , Khosla, Sundeep

Journal of Bone and Mineral Research | February 24, 2012 | Volume: 27 | Issue: 6 | Pages: 1397-1404

10.1002/jbmr.1577 Get It

Abstract Advanced bone imaging with quantitative computed tomography (QCT) has had limited success in significantly improving fracture prediction beyond standard areal bone mineral density (aBMD) measurements. Thus, we examined whether a machine learning paradigm, gradient boosting machine (GBM) modeling, which can incorporate diverse measurements of bone density and geometry from central QCT imaging and of bone microstructure from high-resolution peripheral QCT imaging, can improve fracture prediction. We studied two cohorts of postmenopausal women: 105 with and 99 without distal forearm fractures (Distal Forearm Cohort) and 40 with at least one grade 2 or 3 vertebral deformity and 78 with no vertebral fracture (Vertebral Cohort). Within each cohort, individual bone density, structure, or strength variables had areas under receiver operating characteristic curves (AUCs) ranging from 0.50 to 0.84 (median 0.61) for discriminating women with and without fracture. Using all possible variables in the GBM model, the AUCs were close to 1.0. Fracture predictions in the Vertebral Cohort using the GBM models built with the Distal Forearm Cohort had AUCs of 0.82–0.95, whereas predictions in the Distal Forearm Cohort using models built with the Vertebral Cohort had AUCs of 0.80–0.83. Attempts at capturing a comparable parametric model using the top variables from the Distal Forearm Cohort resulted in resulted in an AUC of 0.81. Relatively high AUCs for differing fracture types suggest that an underlying fracture propensity is being captured by this modeling approach. More complex modeling, such as with GBM, creates stronger fracture predictions and may allow deeper insights into information provided by advanced bone imaging techniques. © 2012 American Society for Bone and Mineral Research.
Sex- and Age-Related Differences in Bone Microarchitecture in Men Relative to Women Assessed by High-Resolution Peripheral Quantitative Computed Tomography
Amin, Shreyasee , Khosla, Sundeep , Khosla, Sundeep

Journal of Osteoporosis | February 16, 2012 | Volume: 2012 | Issue: No issue available | Pages: 1-6

10.1155/2012/129760 Get It

The trabecular and cortical compartments of bone each contributes to bone strength. Until recently, assessment of trabecular and cortical microstructure has required a bone biopsy. Now, trabecular and cortical microstructure of peripheral bone sites can be determined noninvasively using high-resolution peripheral quantitative computed tomography (HR-pQCT). Studies that have used HR-pQCT to evaluate cohorts of both men and women have provided novel insights into the changes in bone microarchitecture that occur with age between the sexes, which may help to explain the lower fracture incidence in older men relative to women. This review will highlight observations from these studies on both the sex- and age-related differences in trabecular and cortical microstructure that may underlie the differences in bone strength, and thereby fracture risk, between men and women.
Relationship of age to bone microstructure independent of areal bone mineral density
Nicks, Kristy M., Amin, Shreyasee , Atkinson, Elizabeth J. , Riggs, B. Lawrence, Melton, L. Joseph , Khosla, Sundeep , Khosla, Sundeep

Journal of Bone and Mineral Research | November 17, 2011 | Volume: 27 | Issue: 3 | Pages: 637-644

10.1002/jbmr.1468 Get It

Abstract Previous studies using dual-energy X-ray absorptiometry (DXA) have demonstrated that age is a major predictor of bone fragility and fracture risk independent of areal bone mineral density (aBMD). Although this aBMD-independent effect of age has been attributed to poor bone “quality,” the structural basis for this remains unclear. Because high-resolution peripheral quantitative computed tomography (HRpQCT) can assess bone microarchitecture, we matched younger and older subjects for aBMD at the ultradistal radius and assessed for possible differences in trabecular or cortical microstructure by HRpQCT. From an age-stratified, random sample of community adults, 44 women aged <50 years (mean age 41.0 years) were matched to 44 women aged ≥50 years (mean age 62.7 years) by ultradistal radius aBMD (mean ± SEM, younger and older aBMD 0.475 ± 0.011 and 0.472 ± 0.011 g/cm2, respectively), and 57 men aged <50 years (mean age 41.3 years) were matched to 57 men aged ≥50 years (mean age 68.1 years; younger and older aBMD both 0.571 ± 0.008 g/cm2). In these matched subjects, there were no sex-specific differences in trabecular microstructural parameters. However, significant differences were noted in cortical microstructure (all p < 0.05): Older women and men had increased cortical porosity (by 91% and 56%, respectively), total cortical pore volume (by 77% and 61%, respectively), and mean cortical pore diameter (by 9% and 8%, respectively) compared with younger subjects. These findings indicate that younger and older women and men matched for DXA aBMD have similar trabecular microarchitecture but clearly different cortical microstructure, at least at an appendicular site represented by the radius. Further studies are needed to define the extent to which this deterioration in cortical microstructure contributes to the aBMD-independent effect of age on bone fragility and fracture risk at the distal radius and other sites of osteoporotic fractures. © 2012 American Society for Bone and Mineral Research
What Accounts for Rib Fractures in Older Adults?
Wuermser, Lisa‐Ann, Achenbach, Sara J., Amin, Shreyasee , Melton, L. Joseph , Khosla, Sundeep

Journal of Osteoporosis | October 19, 2011 | Volume: 2011 | Issue: No issue available | Pages: 1-6

10.4061/2011/457591 Get It

To address the epidemiology of rib fractures, an age- and sex-stratified random sample of 699 Rochester, Minnesota, adults age 21–93 years was followed in a long-term prospective study. Bone mineral density (BMD) was assessed at baseline, and fractures were ascertained by periodic interview and medical record review. During 8560 person-years of followup (median, 13.9 years), 56 subjects experienced 67 rib fracture episodes. Risk factors for falling predicted rib fractures as well as BMD, but both were strongly age-related. After age-adjustment, BMD was associated with rib fractures in women but not men. Importantly, rib fractures attributed to severe trauma were associated with BMD in older individuals of both sexes. Self-reported heavy alcohol use doubled fracture risk but did not achieve significance due to limited statistical power. Bone density, along with heavy alcohol use and other risk factors for falling, contributes to the risk of rib fractures, but no one factor predominates. Older women with rib fractures, regardless of cause, should be considered for an osteoporosis evaluation, and strategies to prevent falling should be considered in both sexes.
Is vitamin D a determinant of muscle mass and strength?
Marantes, Isabel, Achenbach, Sara J., Atkinson, Elizabeth J. , Khosla, Sundeep , Melton, L. Joseph, Amin, Shreyasee , Khosla, Sundeep

Journal of Bone and Mineral Research | September 13, 2011 | Volume: 26 | Issue: 12 | Pages: 2860-2871

10.1002/jbmr.510 Get It

Abstract There remains little consensus on the link between vitamin levels and muscle mass or strength. We therefore investigated the association of serum 25-hydroxyvitamin D (25(OH)D), 1,25-dihydroxyvitamin D (1,25(OH)2D), and parathyroid hormone (PTH) levels with skeletal muscle mass and strength. We studied 311 men (mean age, 56 years; range, 23–91 years) and 356 women (mean age, 57 years; range, 21–97 years) representing an age-stratified, random sample of community adults. Multivariate linear regression models were used to examine the association of skeletal muscle mass (by total body dual-energy X-ray absorptiometry) and strength (handgrip force and isometric knee extension moment) with each of 25(OH)D, 1,25(OH)2D, and PTH quartiles, adjusted for age, physical activity, fat mass, and season. We found no consistent association between 25(OH)D or PTH and any of our measurements of muscle mass or strength, in either men or women. However, in subjects younger than 65 years, there was a statistically significant association between low 1,25(OH)2D levels and low skeletal mass in both men and women and low isometric knee extension moment in women, after adjustment for potential confounders. Modestly low 25(OH)D or high PTH levels may not contribute significantly to sarcopenia or muscle weakness in community adults. The link between low 25(OH)D and increased fall risk reported by others may be due to factors that affect neuromuscular function rather than muscle strength. The association between low 1,25(OH)2D and low skeletal mass and low knee extension moment, particularly in younger people, needs further exploration. © 2011 American Society for Bone and Mineral Research
Relationship of testosterone and osteocalcin levels during growth
Kirmani, Salman , Atkinson, Elizabeth J. , Melton, L. Joseph, Riggs, B. Lawrence, Amin, Shreyasee , Khosla, Sundeep , Khosla, Sundeep

Journal of Bone and Mineral Research | May 16, 2011 | Volume: 26 | Issue: 9 | Pages: 2212-2216

10.1002/jbmr.421 Get It

Abstract Recent studies in mice have demonstrated that osteocalcin (OCN) regulates testosterone (T) production in males but not in females. We hypothesized that this novel bone-testis axis may be most relevant during rapid skeletal growth to help maximize bone size. Thus we measured serum T, total and undercarboxylated (UC) OCN, and periosteal circumference at the radius in 56 boys (bone age 4 to 20 years). T was correlated with OCN (bone-age-adjusted r = 0.30, p = .024), with a similar trend for UC OCN. T began to increase in the boys at bone age 11 years, and OCN peaked at bone age 14 years. Thus we divided the boys into three groups: 4 to 10 years (n = 16), 11 to 14 years (n = 18), and 15 to 20 years (n = 22). In boys of bone age 11 to 14 years (but not the other two groups), OCN was correlated with T (r = 0.57, p = .013), with a similar trend for UC OCN; T, in turn, was correlated with periosteal circumference (r = 0.75, p < .001). Collectively, these findings support the recent observations in mice of a novel bone-testis axis. Moreover, our data suggest that in human males, this axis may be most relevant during rapid skeletal growth, when T levels are rising under the influence of the hypothalamic-pituitary axis and OCN is increasing due to skeletal growth. During this phase, OCN may further stimulate testicular T production, which, in turn, contributes to an increase in bone size. © 2011 American Society for Bone and Mineral Research
Association of hip strength estimates by finite-element analysis with fractures in women and men
Amin, Shreyasee , Kopperdhal, David L, Melton, L. Joseph, Achenbach, Sara J., Therneau, Terry M. , Riggs, B. Lawrence, Keaveny, Tony M. , Khosla, Sundeep , Khosla, Sundeep

Journal of Bone and Mineral Research | February 9, 2011 | Volume: 26 | Issue: 7 | Pages: 1593-1600

10.1002/jbmr.347 Get It

Abstract Finite-element analysis (FEA) of quantitative computed tomography (QCT) scans can estimate site-specific whole-bone strength. However, it is uncertain whether the site-specific detail included in FEA-estimated proximal femur (hip) strength can determine fracture risk at sites with different biomechanical characteristics. To address this question, we used FEA of proximal femur QCT scans to estimate hip strength and load-to-strength ratio during a simulated sideways fall and measured total hip areal and volumetric bone mineral density (aBMD and vBMD) from QCT images in an age-stratified random sample of community-dwelling adults age 35 years or older. Among 314 women (mean age ± SD: 61 ± 15 years; 235 postmenopausal) and 266 men (62 ± 16 years), 139 women and 104 men had any prevalent fracture, whereas 55 Women and 28 men had a prevalent osteoporotic fracture that had occurred at age 35 years or older. Odds ratios by age-adjusted logistic regression analysis for prevalent overall and osteoporotic fractures each were similar for FEA hip strength and load-to-strength ratio, as well as for total hip aBMD and vBMD. C-statistics (estimated areas under ROC curves) also were similar [eg, 0.84 to 0.85 (women) and 0.75 to 0.78 (men) for osteoporotic fractures]. In women and men, the association with prevalent osteoporotic fractures increased below an estimated hip strength of approximately 3000 N. Despite its site-specific nature, FEA-estimated hip strength worked equally well at predicting prevalent overall and osteoporotic fractures. Furthermore, an estimated hip strength below 3000 N may represent a critical level of systemic skeletal fragility in both sexes that warrants further investigation. © 2011 American Society for Bone and Mineral Research.
Malignancy Risk in Vasculitis
Kermani, Tanaz A. , Warrington, Kenneth J. , Amin, Shreyasee , Warrington, Kenneth J

Therapeutic Advances in Musculoskeletal Disease | November 22, 2010 | Volume: 3 | Issue: 1 | Pages: 55-63

10.1177/1759720x10387460 Get It

The vasculitides encompass a rare subset of autoimmune diseases. Reports of the concurrent association of malignancies with some forms of vasculitis raise the possibility that patients with certain types of vasculitis may be at increased risk of cancer. Conversely, some forms of vasculitis may be a manifestation of malignancy. We review cancer risk in patients with large vessel vasculitis (giant cell arteritis and Takayasu arteritis), polyarteritis nodosa, and the circulating antineutrophil cytoplasmic antibodies (ANCA)-associated vasculitides. In addition we discuss vasculitis as a paraneoplastic phenomenon, highlighting polyarteritis nodosa in association with hairy cell leukemia and reviewing the most common vasculitic manifestation of cancer, cutaneous vasculitis.
Relation of age, gender, and bone mass to circulating sclerostin levels in women and men
Mödder, Ulrike I., Hoey, Kelley A., Amin, Shreyasee , McCready, Louise K., Achenbach, Sara J., Riggs, B. Lawrence, Melton, L. Joseph, Khosla, Sundeep , Khosla, Sundeep

Journal of Bone and Mineral Research | August 18, 2010 | Volume: 26 | Issue: 2 | Pages: 373-379

10.1002/jbmr.217 Get It

Abstract Sclerostin is a potent inhibitor of Wnt signaling and bone formation. However, there is currently no information on the relation of circulating sclerostin levels to age, gender, or bone mass in humans. Thus we measured serum sclerostin levels in a population-based sample of 362 women [123 premenopausal, 152 postmenopausal not on estrogen treatment (ET), and 87 postmenopausal on ET] and 318 men, aged 21 to 97 years. Sclerostin levels (mean ± SEM) were significantly higher in men than women (33.3 ± 1.0 pmol/L versus 23.7 ± 0.6 pmol/L, p < .001). In pre- and postmenopausal women not on ET combined (n = 275) as well as in men, sclerostin levels were positively associated with age (r = 0.52 and r = 0.64, respectively, p < .001 for both). Over life, serum sclerostin levels increased by 2.4- and 4.6-fold in the women and men, respectively. Moreover, for a given total-body bone mineral content, elderly subjects (age ≥ 60 years) had higher serum sclerostin levels than younger subjects (ages 20 to 39 years). Our data thus demonstrate that (1) men have higher serum sclerostin levels than women, (2) serum sclerostin levels increase markedly with age, and (3) compared with younger subjects, elderly individuals have higher serum sclerostin levels for a given amount of bone mass. Further studies are needed to define the cause of the age-related increase in serum sclerostin levels in humans as well as the potential role of this increase in mediating the known age-related impairment in bone formation. © 2011 American Society for Bone and Mineral Research.
Relation of vertebral deformities to bone density, structure, and strength
Melton, L. Joseph, Riggs, B. Lawrence, Keaveny, Tony M. , Achenbach, Sara J., Kopperdahl, David L. , Camp, Jon J. , Rouleau, P, Amin, Shreyasee , Atkinson, Elizabeth J. , Robb, Richard A., Therneau, Terry M. , Khosla, Sundeep , Khosla, Sundeep

Journal of Bone and Mineral Research | June 8, 2010 | Volume: 25 | Issue: 9 | Pages: 1922-1930

10.1002/jbmr.150 Get It

Abstract Because they are not reliably discriminated by areal bone mineral density (aBMD) measurements, it is unclear whether minimal vertebral deformities represent early osteoporotic fractures. To address this, we compared 90 postmenopausal women with no deformity (controls) with 142 women with one or more semiquantitative grade 1 (mild) deformities and 51 women with any grade 2–3 (moderate/severe) deformities. aBMD was measured by dual-energy X-ray absorptiometry (DXA), lumbar spine volumetric bone mineral density (vBMD) and geometry by quantitative computed tomography (QCT), bone microstructure by high-resolution peripheral QCT at the radius (HRpQCT), and vertebral compressive strength and load-to-strength ratio by finite-element analysis (FEA) of lumbar spine QCT images. Compared with controls, women with grade 1 deformities had significantly worse values for many bone density, structure, and strength parameters, although deficits all were much worse for the women with grade 2–3 deformities. Likewise, these skeletal parameters were more strongly associated with moderate to severe than with mild deformities by age-adjusted logistic regression. Nonetheless, grade 1 vertebral deformities were significantly associated with four of the five main variable categories assessed: bone density (lumbar spine vBMD), bone geometry (vertebral apparent cortical thickness), bone strength (overall vertebral compressive strength by FEA), and load-to-strength ratio (45-degree forward bending ÷ vertebral compressive strength). Thus significantly impaired bone density, structure, and strength compared with controls indicate that many grade 1 deformities do represent early osteoporotic fractures, with corresponding implications for clinical decision making. © 2010 American Society for Bone and Mineral Research