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Declining incidence of amputation for arterial disease in Scotland.

OBJECTIVES: To determine time trends and geographical variations in the incidence of major amputation for peripheral arterial disease and whether lower rates of amputation were related to higher rates of arterial reconstruction. DESIGN: Analysis of Scottish hospital discharge data. SETTING: Scotland 1981-1990. MATERIALS: Patients undergoing major amputation or arterial reconstruction for peripheral arterial disease. CHIEF OUTCOME MEASURES: Time trends in age-sex standardised rates of major amputation and arterial reconstruction, and correlation between the rates of these operations by health board. MAIN RESULTS: In Scotland, between 1981 and 1990, the incidence of major amputation fell by 22% (p < 0.001). Inconsistencies were observed within different age-sex groups. In the population under 65 years of age the incidence of amputation fell by 45% (p < 0.001), whereas in those over 65 years the incidence increased by 54% (p < 0.001). Amputation rates fell in men but a paradoxical increase was observed in women. Between 1981 and 1990, rates of arterial reconstruction doubled (p < 0.001), with an increase in all age-sex groups. Rates of amputation and reconstruction varied between health boards of residence, with a positive correlation (r = 0.5) between rates of operations within health board. Therefore areas with higher reconstruction rates tended to have higher amputation rates. CONCLUSIONS: In Scotland, the incidence of amputation has fallen during a period when reconstruction rates have risen greatly. However inconsistencies in time trends by age-sex groups, and the lack of an inverse correlation by health board of residence, suggest that fewer amputations are unlikely to be due solely to an increase in reconstructive surgery.

Adult↗

The natural history of great toe amputations.

The purpose of this study is to report the prevalence of reamputation following resection of the great toe and first ray in adults with diabetes. We abstracted the medical records of 90 diabetic great-toe and first-ray amputees admitted between 1981 and 1991. The most common etiologies of initial amputations were ulcer with soft tissue infection (39%), ulcer with osteomyelitis (32%), and puncture wounds (12%). Sixty percent of all patients had a second amputation, 21% had a third, and 7% had a fourth. Fifteen percent of the patients who had a second amputation had it contralaterally. Seventeen percent subsequently underwent a below-knee amputation and 11% had a Transmetatarsal amputation on the same extremity, 3% had a below-knee amputation, and 2% a transmetatarsal amputation contralaterally. The mean time from the first to the second amputation was approximately 10 months. The results of this study suggest that a large proportion of patients undergoing an amputation at the level of the great toe or first ray have subsequent amputations in the first year following the initial procedure. Additionally, it appears that the contralateral foot may be at significant risk for distal amputation following resection of the hallux or first day.

Adult↗

Desire for amputation of a limb: paraphilia, psychosis, or a new type of identity disorder.

BACKGROUND: The objective of this paper is to describe and conceptualize an unusual and probably rare condition: the intense longstanding desire to have an amputation. METHOD: Structured interviews were conducted by telephone of 52 subjects (mean age: 48.6, range 23-77 years; 47 male, 4 female, 1 intersexed) self-identified as having had a desire to have an amputation. RESULTS: Seventeen per cent (n = 9) had an arm or leg amputated with two-thirds using methods that put the subject at risk of death and one-third enlisting a surgeon to amputate their healthy limb. The most common reported reason for wanting an amputation was the subject's feeling that it would correct a mismatch between the person's anatomy and sense of his or her 'true' self (identity). None were delusional. For all but one subject age at onset was during childhood or early adolescence. For those who had psychotherapy or medication there was no change in the intensity of the desire for amputation. The six subjects who had an amputation at their desired site reported that following the amputation they felt better than they ever had and no longer had a desire for an amputation. CONCLUSIONS: These preliminary results suggest the existence of an extremely unusual clinically distinct condition characterized by a lifelong desire to have an amputation of a particular limb. The condition is associated with serious negative consequences: amputation attempts, impairment and marked distress. Reflecting similarities between Gender Identity Disorder and this condition, the author suggests that it may be conceptualized as an unusual dysfunction in the development one's fundamental sense of anatomical (body) identity.

Adult↗

Factors associated with future amputation among patients undergoing hemodialysis: results from the Dialysis Morbidity and Mortality Study Waves 3 and 4.

BACKGROUND: Amputation is more common in hemodialysis patients than in the general population, but risk factors for amputation in this population have not been studied extensively. METHODS: We used the US Renal Data System Dialysis Morbidity and Mortality Study Waves 3 and 4 in combination with Medicare discharge data to identify factors associated with lower-extremity amputation (excluding toe amputations) in hemodialysis patients. We used stepwise multivariable logistic regression analysis to identify variables most strongly associated with amputation within 2 years of the study start date. RESULTS: Male sex, diabetes, previous diagnosis of peripheral vascular disease (PVD), mean systolic blood pressure, and elevated serum phosphorus level were associated with the outcome of amputation within 2 years of the study start date. Among patients without diabetes, a previous diagnosis of cardiac disease, longer time from initiation of dialysis therapy (vintage), and previous hospitalization for limb ischemia were associated with increased risk for future amputation. CONCLUSION: The importance of preventing amputation in this population cannot be overemphasized. The strength of the association of amputation with PVD makes a strong case for screening all dialysis patients for this disease. The association of amputation with serum phosphorus level reported here should be explored further because this may offer an avenue for future intervention to reduce amputation rates.

Amputation, Surgical↗

Functional testing of elderly subjects after lower limb amputation.

The aim of the present study was to find out if it is possible to use the same functional tests for elderly subjects after lower limb amputation who live independently at their homes as for healthy ones. Will these tests discriminate among different problems in subjects with different levels and different causes of amputation and will they discriminate between active and sedentary subjects? The study examined 83 volunteers who lived independently at their homes (55 healthy sedentary, 17 after trans-tibial amputation, 11 after trans-femoral amputation). All subjects were aged 60 or older. All subjects after lower limb amputation were found to have significantly worse results in almost all tests in comparison with the healthy sedentary men. The subjects after transfemoral amputation needed significantly more time at the "up and go" test, walked a shorter distance in 9 minutes. and performed fewer stand-ups from a chair and fewer steps in two minutes than the subjects after trans-tibial amputation. The active subjects after lower limb amputation had better balance, were quicker at the "up and go" test and walked longer in a minute than the sedentary subjects after lower limb amputation. It can be concluded that this test battery can also be used to test subjects after lower limb amputation because it discriminates among different severity of problems in subjects with different level and cause of amputation as well as between active and sedentary ones.

Aged↗

Factors contributing to delayed extremity amputation in burn patients.

BACKGROUND: Previous series of traumatic amputations have noted that delay in amputation results in prolonged hospital stay and delayed rehabilitation. A series of major extremity amputations after burn injury was analyzed to identify the frequency of delayed amputation and to identify factors resulting in the delay. METHODS: Chart review of burn admissions between January of 1991 and December of 1995. RESULTS: Twenty-eight patients underwent a total of 44 major extremity amputations. Thirty-five amputations in 22 patients were performed by postburn day 16 (mean 4.3). Nine amputations in six patients were delayed beyond postburn day 26 (mean, 48.3). Delayed amputations occurred in the subgroups of deep thermal burns with extensive necrosis and thermal burns complicated by infections. Early amputation was associated with a 13.6% mortality rate, delayed amputation with a 50% mortality rate. CONCLUSION: There is a bimodal distribution of time to amputation determined by mechanism of injury, severity of burn, and infectious complications. Earlier identification of nonsalvageable limbs may decrease infectious complications and improve the chances of patient survival.

Adult↗

Physiologic amputation prevents myoglobinuria from lower extremity myonecrosis.

Myoglobinuria secondary to myonecrosis is a proven cause of renal failure, especially in critically ill patients. Physiologic amputation or cryoamputation has been used at our institution for the past two decades as a safe and effective treatment for lower extremity infection, intractable rest pain, and irreversible myonecrosis. We retrospectively studied five critically ill patients with myonecrosis of lower extremities associated with myoglobinuria. The etiology of myonecrosis included preexisting peripheral vascular disease or crush injury to the lower extremities. It was determined that all five patients were too ill to undergo emergency amputation. Myoglobinuria was documented in all five patients and cleared within 24 hours of physiologic amputation in four patients. All five patients had elevated creatine phosphokinase levels (mean 20,270 mU/mL, range 12,090 to 43,164 mU/mL) that significantly decreased within 48 hours of physiologic amputation (mean 6,488 mU/mL, range 2,250 to 13,580 mU/mL). Mechanical ventilation and cardiovascular support were required in four patients. All patients had transient episodes of renal insufficiency with two progressing to anuric renal failure and requiring dialysis. One patient's renal failure resolved after 56 days, but the other patient died of a cerebrovascular accident 22 days after initiation of physiologic amputation. The mean duration of physiologic amputation was 15.6 days (range 5 to 32 days) with no significant complication due to physiologic amputation. All five patients had surgical amputation successfully. Three patients survived. The two deaths in the study were due to a cerebrovascular accident in one patient and a cardiopulmonary arrest in another. Physiologic amputation is a treatment option that halts myonecrosis, prevents myoglobinuria, and lessens the risk of associated acute renal failure. Physiologic amputation may be appropriately used in patients with myoglobinuria due to extremity myonecrosis who are deemed too critically ill to survive emergency amputation.

Acute Kidney Injury↗

Decreasing incidence of major amputation in diabetic patients: a consequence of a multidisciplinary foot care team approach?

The purpose of this retrospective study was to evaluate the changes in diabetes-related lower extremity amputations following the implementation of a multidisciplinary programme for prevention and treatment of diabetic foot ulcers in a 0.2 million population with a 2.4% prevalence of diabetes. All diabetes-related primary amputations from toe to hip from 1 January 1982 to 31 December 1993 were included. In 294 diabetic patients, 387 primary major (above the ankle) or minor (through or below the ankle) amputations were performed, constituting 48% of all lower extremity amputations. The annual number of amputations at all levels decreased from 38 to 21, equalling a decrease of incidence from 19.1 to 9.4/100,000 inhabitants (p = 0.001). The incidence of major amputations decreased by 78% from 16/1 to 3.6/100,000 inhabitants (p < 0.001). The absolute number of amputations with a final level below the ankle showed no increase, but their proportion increased from 28 to 53% (p < 0.001) and the reamputation rate decreased from 36 to 22% (p < 0.05) between the first and last 3-year period. Thus, a substantial long-term decrease in the incidence of major amputations was seen as well as a decrease in the total incidence of amputations in diabetic patients. Seventy-one per cent of the amputations were precipitated by a foot ulcer. These findings indicate that a multidisciplinary approach plays an important role to reduce and maintain a low incidence of major amputations in diabetic patients.

Adult↗

Retrospective review of eighteen patients who underwent transtibial amputation for intractable pain.

BACKGROUND: Amputations are rarely performed solely for pain relief because of concerns regarding the persistence of pain and disability after the procedure. The purpose of this study was to assess the outcome of below-the-knee amputations performed to relieve intractable foot and ankle pain. METHODS: A chart review was conducted to identify all below-the-knee amputations that had been performed for the treatment of chronic foot and ankle pain by three orthopaedic foot and ankle specialists at three institutions. The inclusion criteria included (1) intractable foot or ankle pain as the surgical indication, (2) failure of maximal medical therapy, (3) failure of prior surgical reconstruction, and (4) a minimum follow-up period of twenty-four months after below-the-knee amputation. Patients with diabetes mellitus, peripheral vascular occlusive disease, or peripheral neuropathy were excluded. Each participant completed a two-part questionnaire with regard to the levels of disability, function, pain, and recreational activity both before and after the amputation. RESULTS: Twenty patients met the inclusion criteria, and eighteen completed the study. The study group included four women and fourteen men who had an average age of forty-two years (range, twenty-six to sixty-one years) and were followed for an average of forty-one months (range, twenty-five to eighty-five months) after the amputation. When asked whether they would have the below-the-knee amputation done again under similar circumstances, sixteen patients said yes, one was unsure, and one said no. The same distribution was observed when the patients were asked whether they were satisfied with the outcome: sixteen said yes, one was unsure, and one said no. Disability, pain, and recreational status were assessed with a 10-cm visual analog scale. After the amputation, the patients reported a decrease in both pain frequency (with the average score improving from 9.8 to 1.7; p < 0.0001) and pain intensity (with the average score improving from 8.4 to 2.6; p < 0.0001). Ten patients discontinued the use of narcotics, and seven decreased the level and/or dosage. Three patients worked before the amputation, and eight worked after the amputation. The average walking distance increased from 0.3 to 0.8 mile (p = 0.0034). CONCLUSION: In selected patients, a below-the-knee amputation may be a good salvage procedure for intractable foot and ankle pain that is unresponsive to all medical and local surgical reconstructive techniques.

Adult↗

Above-the-knee amputation after a total knee replacement: prevalence, etiology, and functional outcome.

BACKGROUND: Despite modern surgical techniques, salvage of a failed total knee replacement remains a challenge. In certain situations, when other treatment options have been exhausted, patients with a failed total knee replacement may become candidates for above-the-knee amputation. The objective of this study was to assess the prevalence, etiology, and functional outcome of above-the-knee amputation performed proximal to an ipsilateral total knee replacement. METHODS: From 1970 to 2000, 18,443 primary total knee replacements were performed at our institution; sixty-seven (0.36%) were eventually followed by above-the-knee amputation. Forty-two of the amputations were performed for a cause unrelated to the total knee replacement, most commonly peripheral vascular disease (twenty-four knees). The remaining twenty-five above-the-knee amputations were performed for causes related to the total knee replacement: nineteen were done for uncontrollable infection; two, for periprosthetic fracture; two, for pain; one, for severe bone loss; and one, for a vascular complication. RESULTS: The twenty-five above-the-knee amputations performed for causes related to the total knee replacement were done at an average of 8.6 years (range, eight days to 23.6 years) after the replacement. The prevalence of above-the-knee amputations done for causes related to total knee replacement was 0.14%. Complications after the above-the-knee amputation included deep infection in five patients and superficial infection and skin necrosis in one each; there was also one perioperative death. Nine of the twenty-five limbs were fitted with an above-the-knee prosthesis, but only five patients were walking even to a limited degree with the prosthesis at the time of the last follow-up. CONCLUSIONS: The overall prevalence of amputation after total knee arthroplasty at our tertiary care center was 0.36%. The majority (63%) of the amputations were performed for reasons not attributable to complications of the arthroplasty. The functional outcome after amputation performed above a total knee replacement is poor. A substantial percentage of the patients were never fitted with a prosthesis, and those who were seldom obtained functional independence.

Aged↗

Risk factors predicting lower extremity amputations in patients with NIDDM.

OBJECTIVE: To examine the predictors of lower extremity amputation in patients with NIDDM. RESEARCH DESIGN AND METHODS: At baseline, risk factors for amputation were determined in 1,044 NIDDM patients (571 men, 473 women) aged 45 to 64 years. These patients were followed up to 7 years with respect to amputation. RESULTS: The incidence of amputation was 5.6% in men and 5.3% in women. High fasting plasma glucose at baseline examination and the duration of diabetes were associated with a twofold risk for amputation. Similarly, glycemic control measured at baseline by HbA1 was an important predictor of amputation. There was a dose-response relationship between plasma glucose or HbA1 and the risk for amputation. The effect of hyperglycemia on the risk of amputation was seen clearly even after the adjustment for other cardiovascular risk factors. Signs of peripheral neuropathy and bilateral absence of Achilles tendon reflexes and vibration sense were important predictors for amputation. Furthermore, absent peripheral artery pulses and femoral artery bruit on auscultation predicted amputation. CONCLUSIONS: Our 7-year follow-up study gives strong evidence that poor glycemic control is an important predictor of amputation in patients with NIDDM in addition to clinically detectable peripheral arterial disease and peripheral neuropathy.

Achilles Tendon↗

A foot risk classification system to predict diabetic amputation in Pima Indians.

OBJECTIVE: To quantify the contribution of various risk factors to the risk of amputation in diabetic patients and to develop a foot risk scoring system based on clinical data. RESEARCH DESIGN AND METHODS: A population case-control study was undertaken. Eligible subjects were 1) 25-85 years of age, 2) diabetic, 3) 50% or more Pima or Tohono O'odham Indian, 4) lived in the Gila River Indian Community, and 5) had had at least one National Institutes of Health research examination. Case patients had had an incident lower extremity amputation between 1983 and 1992; control subjects had no amputation by 1992. Medical records were reviewed to determine risk conditions and health status before the pivotal event that led to the amputation. RESULTS: Sixty-one people with amputations were identified and compared with 183 control subjects. Men were more likely to suffer amputation than women (odds ratio [OR] 6.5, 95% CI 2.6-15), and people with diabetic eye, renal, or cardiovascular disease were more likely to undergo amputation than those without (OR 4.6, 95% CI 1.7-12). The risk of amputation was almost equally associated with these foot risk factors: peripheral neuropathy, peripheral vascular disease, bony deformities, and a history of foot ulcers. After controlling for demographic differences and diabetes severity, the ORs for amputation with one foot risk factor was 2.1 (95% CI 1.4-3.3), with two risk factors, 4.5 (95% CI 2.9-6.9), and with three or four risk factors, 9.7 (95% CI 6.3-14.8). CONCLUSIONS: Male Sex, end-organ complications of eye, heart, and kidney, and poor glucose control were associated with a higher amputation rate. Peripheral neuropathy, peripheral vascular disease, deformity, and a prior ulcer were similarly equally associated with an increased risk of lower extremity amputation.

Adult↗

Effects of ethnicity and nephropathy on lower-extremity amputation risk among diabetic veterans.

OBJECTIVE: To describe ethnic differences in the risk of amputation in diabetic patients with diabetic nephropathy. RESEARCH DESIGN AND METHODS: A retrospective cohort study was conducted on a national cohort of diabetic patients who received primary care within the Veterans Affairs (VA) Health Care System. Hospitalizations for lower-limb amputations were established by ICD-9-CM procedure codes. Relative risk of amputation in diabetic patients with and without diabetic nephropathy was determined using Cox proportional hazard modeling for unadjusted and adjusted models. RESULTS: Of the 429,918 subjects identified with diabetes (mean age 64 +/- 11 years, 97.4% male), 3,289 individuals were determined to have had a lower-limb amputation during the study period. Compared with diabetic patients without amputations, amputees were on average older, more likely to belong to a minority group, and were more likely to have received treatment for more comorbid conditions. Asians were more likely to have toe amputations compared with whites or other ethnicities, while Native Americans were more likely to have below-the-knee amputations. Native Americans had the highest risk of amputation (RR 1.74, 95% CI 1.39-2.18), followed by African Americans (RR 1.41, 95% CI 1.34-1.48) and Hispanics (RR 1.28, 95% CI 1.20-1.38) compared with whites. The presence of diabetic nephropathy increased the risk of amputation threefold in all groups. Asian subjects with diabetes had the lowest adjusted relative risk of amputation (RR 0.31, 95% CI 0.19-0.50). CONCLUSIONS: Among diabetic patients, certain ethnic minority individuals have an increased risk of lower-extremity amputation compared with whites. Presence of diabetic nephropathy further increases this risk.

Adult↗

Lower limb amputations in southern Finland 1984-1985.

To assess the current epidemiological situation concerning lower limb amputations in southern Finland the data on all amputations made in the catchment area of the Helsinki University Central Hospital were analysed for the period 1984-85. During the two-year period, 880 amputations of lower limbs were performed on 705 patients. The amputation rate was 32.5 per 100,000 inhabitants in 1984 and 28.1 in 1985. Patients requiring amputation were arteriosclerotics in 43.1 per cent. and diabetics in 40.7 per cent. Diabetics underwent amputation 3 years younger on average than the arteriosclerotics. The most common site of unilateral amputations was above-knee (42.0 per cent) followed by below-knee (27.7 per cent) and toe amputations (22.2 per cent). The level of amputation tended to become more proximal with increasing age of the patients. The overall mortality figure during three postoperative months was 27.0 per cent. Amputation incidence increased sharply with increasing age. On the base of predictions, the overall age structure of the Finnish population will shift upward causing an increase in the proportion of elderly age groups. A 50% increase in amputation rate is expected in Finland within the next 20-30 years.

Adult↗

Major amputations: clinical patterns and predictors.

The major amputation rate is approximately 200 to 500/million/yr and occurs in patients presenting with an acute onset of critical leg ischemia (CLI) rather than in patients who steadily progress through increasingly severe claudication to rest pain and ulcers. Diabetics, who form only 2% to 5% of the population, form 40% to 45% of all amputees. Although it is widely believed that a below-knee (BK) to above-knee (AK) amputation ratio of 2.5 is the minimum acceptable for units providing a lower limb amputation service, the ratio is in fact usually very much below the recommended figure. The data suggest that primary healing of BK amputations ranges from 30% to 92% and the reamputation rate from 4% to 30%. If a popliteal pulse is palpable, then there is only a 10% failure rate, and bleeding during the operation does not seem to predict healing. Of the 30% of BK amputees whose wounds do not heal primarily, about half will need a higher major amputation, but once a BK major amputation has healed, only 4% of such patients ever need a higher amputation. A total of 90% of AK major amputations heal, 70% primarily. Two to three times as many BK amputees achieve full mobility than AK amputees, and there has not been any dramatic change in 20 years. The fate of the amputee 2 years after a successful BK amputation will be that 15% will have been converted to an AK amputation, another 15% will have had a contralateral major amputation, and 30% will be dead.

Acute Disease↗

Trends in lower limb amputation in the Veterans Health Administration, 1989-1998.

OBJECTIVE: To assess trends in lower limb amputation performed in Veterans Health Administration (VHA) facilities. METHODS: All lower limb amputations recorded in the Patient Treatment File for 1989-1998 were analyzed using the hospital discharge as the unit of analysis. Age-specific rates were calculated using the VHA user-population as the denominator. Frequency tables and linear, logistic, and Poisson regression were used respectively to assess trends in amputation numbers, reoperation rates, and age-specific amputation rates. RESULTS: Between 1989-1998, there were 60,324 discharges with amputation in VHA facilities. Over 99.9% of these were in men and constitute 10 percent of all US male amputations. The major indications were diabetes (62.9%) and peripheral vascular disease alone (23.6%). The age-specific rates of major amputation in the VHA are higher than US rates of major amputation. VHA rates of major and minor amputation declined an average of 5% each year, while the number of diabetes-associated amputations remained the same. CONCLUSION: The number and age-specific rates of amputations decreased over 10 years despite an increase in the number of veterans using VHA care.

Adult↗

Outcome of limb amputations in wapiti: 13 cases (1995-2001).

The object of this investigation was to determine the outcome of limb amputation in wapiti. Medical records of 13 wapiti that underwent limb amputation were reviewed to determine age, weight, sex, injury preceding amputation, limb amputated, amputation location, length of hospital stay, complications, and outcome. Ages ranged from 3 months to 8 years and weights from 70 kg to 280 kg. All animals were female. Eleven animals sustained catastrophic long bone fractures prior to amputation. Five animals had front limb amputations and 8 had hind limb amputations. Of these animals, 1 with a front limb amputaiton and 5 with hind limb amputations survived. Postsurgical inability to stand is associated with hospitalization of > 1 day. Of the 13 wapiti reviewed, 5 with hind limb amputations have produced and reared offspring. Hind limb amputation can be considered a viable alternative to euthanasia when catastrophic orthopedic injuries occur in female wapiti.

Age Factors↗

Use of administrative data to risk adjust amputation rates in a national cohort of medicare-enrolled veterans with diabetes.

BACKGROUND: A reduction in diabetes-related lower extremity amputations is a national health care priority. OBJECTIVE: To develop a risk adjustment model for total amputation rates, using claims data. RESEARCH DESIGN: A retrospective longitudinal cohort analysis of veteran clinical users of the Veterans Health Administration (VHA)--Veterans with diabetes who were Medicare nonhealth maintenance organization enrolled in 1997 or 1998. Baseline risks ascertained in 1997 to 1998 were used to adjust Veterans Integrated Service Networks (VISN) amputation rates in 1999. MEASURES: Individual-level amputation outcome in VHA and private hospitals in 1999; VISN-level amputation rates adjusted for age, gender, race, foot risk factors, and macro- and microvascular complications; and rankings of 22 VISNs on amputation rates. RESULTS: A total of 218,528 patients incurred 3077 (14.1 per 1000) amputations in 1999, with 10.6 to 18.0 amputations per 1000 across 22 VISNs. Age, gender, race, prior amputation, infections, ulcers, peripheral vascular disease, and vascular complications were significant independent predictors of amputation (R = 0.20); demographic variables accounted for < 1% of the variance. The C statistic of the final model was 0.83. VISN rankings using age-, gender-, and race-adjusted rates were not substantially altered compared with rankings using the full risk-adjusted model (Spearman rank correlation, 0.85). CONCLUSION: Addition of foot risk and comorbidity variables increased the discrimination of a predictive model for total amputations in an elderly, largely male population of veterans with diabetes compared with use of demographic data alone. The authors suggest that this model be validated in other settings with availability of individual-level claims data.

Age Distribution↗