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1.
BMC Public Health ; 23(1): 2220, 2023 11 10.
Article in English | MEDLINE | ID: mdl-37950238

ABSTRACT

BACKGROUND: Firearm injury is a significant public health concern in the United States. METHODS: Data on fatal and nonfatal firearm injuries were obtained from a cohort of N = 7,473,650 members of Kaiser Permanente Southern California, a large integrated healthcare system between 2010 and 2020. Age-adjusted rates of combined fatal and nonfatal firearm injury per 100,000 members were calculated by year, with the 2010 US census as the reference population. Trends were evaluated using Poisson or negative binomial regression. RESULTS: There was an increasing trend in overall firearm injuries between 2010 and 2020 among adults in this large integrated healthcare system (p < .0001), primarily driven by non-self-inflicted firearm injuries (p < .0001). Self-inflicted injuries decreased during this time (p = .01). Injuries among youth showed no significant change. CONCLUSION: There was an increasing trend in firearm injuries between 2010 and 2020 among adults in this large integrated healthcare system, primarily driven by non-self-inflicted firearm injuries; however, self-inflicted injuries decreased during this time. Injuries among youth showed no significant change.


Subject(s)
Firearms , Wounds, Gunshot , Adult , Adolescent , Humans , United States , Wounds, Gunshot/epidemiology , California/epidemiology , Age Distribution , Delivery of Health Care
2.
JAMA Netw Open ; 6(3): e231987, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36917110

ABSTRACT

Importance: Ample evidence links obesity to hypertension in youths. However, the association of high normal body mass index (BMI) with obesity and the interaction with different weight trajectories are not well understood. Objective: To examine the hypertension risk associated with high normal BMI for age and different weight trajectories in youths. Design, Setting, and Participants: This retrospective cohort study assessed 801 019 youths aged 3 to 17 years in an integrated health care system in Southern California from January 1, 2008, to February 28, 2015, with a maximum follow-up of 5 years from January 1, 2008, to February 28, 2020. Data analysis was performed from 2018 to 2022. Exposures: Youths were compared by first available (baseline) sex-specific BMI for age and change in the distance to the median BMI for age during the 5-year follow-up. Main Outcomes and Measures: Cox proportional hazards regression models with age as a time scale to assess hypertension risk (based on 2017 Blood Pressure Guidelines by the American Academy of Pediatrics from 3 consecutive independent visits), adjusted for sex, race and ethnicity, socioeconomic status, baseline year, and birth year. Results: A total of 801 019 youths (mean [SD] age, 9.4 [4.6] years; 409 167 [51.1%] female]; 59 399 [7.4%] Asian and Pacific Islanders, 65 712 [8.2%] Black, and 427 492 [53.4%] Hispanic) were studied. Compared with youths with a baseline BMI for age in the 40th to 59th percentiles, the adjusted hazard ratio (aHR) for hypertension within a maximum of 5 years was 1.26 (95% CI, 1.20-1.33) for youths between the 60th and 84th percentiles if they maintained their BMI for age. With every 1-unit annual increase in the distance to the median BMI for age, the aHR increased by 1.04 (95% CI, 1.04-1.05). The aHR was 4.94 (95% CI, 4.72-5.18) in youths with a baseline BMI for age in the 97th percentile or higher who maintained their body weight. Weight gain increased the risk associated with baseline BMI for age in the 97th percentile or higher with an aHR of 1.04 (95% CI, 1.04-1.05) per 1-unit annual increase in the distance to the median BMI for age. The risk associated with weight change was higher in youths living with low to high normal weight and overweight than in youths living with severe obesity. Conclusions and Relevance: In this cohort study of youths, high normal body weight above the 60th percentile of BMI for age was associated with increased risk of hypertension. Weight gain was associated with further increases in hypertension risk. Further research is needed to evaluate the wide range of body weight considered normal in youths and the health risks associated with high normal weight.


Subject(s)
Body-Weight Trajectory , Hypertension , Male , Humans , Female , Adolescent , Child , United States , Overweight/complications , Cohort Studies , Ideal Body Weight , Retrospective Studies , Risk Factors , Body Mass Index , Obesity/complications , Body Weight , Weight Gain , Hypertension/epidemiology , Hypertension/complications
3.
Acad Pediatr ; 23(3): 604-609, 2023 04.
Article in English | MEDLINE | ID: mdl-36122825

ABSTRACT

BACKGROUND AND OBJECTIVES: Few studies have tested multiple socio-ecological risk factors assocated with firearm injury among pediatric populations and distinguished self-inflicted from non-self-inflicted injury. To address this gap, the current study examined demographic, individual psychosocial, and neighborhood variables as risk factors for firearm injury among a large cohort of children and adolescents. METHODS: Retrospective cohort study. Data were obtained from the electronic health records of a large integrated healthcare system. The cohort included children <18 years with at least one clinical encounter between January 1, 2010 and December 31, 2018. Poisson regression was used to examine demographic (age, gender, race and ethnicity, Medicaid status), psychosocial (depression, substance use disorder, medical comorbidities), and neighborhood education variables as potential risk factors for non-self-inflicted and self-inflicted firearm injuries. RESULTS: For non-self-inflicted injury, the highest relative risk was found for children age 12-17 years old compared to 0-5 year olds (RR = 37.57); other risk factors included male gender, Black and Hispanic race and ethnicity (compared to White race), being a Medicaid recipient, lower neighborhood education, and substance use disorder diagnosis. For self-inflicted injury, only age 12-17 years old and male gender were associated with increased risk. CONCLUSIONS: These results reinforce the established higher risk for firearm injury among adolescent males, highlight differences between self-inflicted and non-self-inflicted injuries, and the need to consider demographic, psychosocial, and neighborhood variables as risk factors to inform interventions aimed to reduce firearm injuries among children and adolescents.


Subject(s)
Firearms , Substance-Related Disorders , Wounds, Gunshot , Adolescent , United States/epidemiology , Child , Humans , Male , Child, Preschool , Retrospective Studies , Wounds, Gunshot/epidemiology , Substance-Related Disorders/epidemiology , Residence Characteristics
4.
Clin Infect Dis ; 73(4): e938-e946, 2021 08 16.
Article in English | MEDLINE | ID: mdl-33493270

ABSTRACT

BACKGROUND: Intrapartum antibiotic prophylaxis (IAP) reduces a newborn's risk of group B streptococcal infection (GBS) but may lead to an increased childhood body mass index (BMI). METHODS: This was a retrospective cohort study of infants (n = 223 431) born 2007-2015 in an integrated healthcare system. For vaginal delivery, we compared children exposed to GBS-IAP and to any other type or duration of intrapartum antibiotics to no antibiotic exposure. For cesarean delivery, we compared children exposed to GBS-IAP to those exposed to all other intrapartum antibiotics, including surgical prophylaxis. BMI over 5 years was compared using nonlinear multivariate models with B-spline functions, stratified by delivery mode and adjusted for demographics, maternal factors, breastfeeding, and childhood antibiotic exposure. RESULTS: In vaginal deliveries, GBS-IAP was associated with higher BMI from 0.5 to 5.0 years of age compared to no antibiotics (P < .0001 for all time points, ΔBMI at age 5 years 0.12 kg/m2, 95% confidence interval [CI]: .07-.16 kg/m2). Other antibiotics were associated with higher BMI from 0.3 to 5.0 years of age. In cesarean deliveries, GBS-IAP was associated with increased BMI from 0.7 years to 5.0 years of age (P < .05 for 0.7-0.8 years, P < .0001 for all other time points) compared to other antibiotics (ΔBMI at age 5 years 0.24 kg/m2, 95% CI: .14-.34 kg/m2). Breastfeeding did not modify these associations. CONCLUSIONS: GBS-IAP was associated with a small but sustained increase in BMI starting at very early age. This association highlights the need to better understand the effects of perinatal antibiotic exposure on childhood health.


Subject(s)
Pregnancy Complications, Infectious , Streptococcal Infections , Anti-Bacterial Agents/adverse effects , Antibiotic Prophylaxis , Body Mass Index , Child , Child, Preschool , Female , Humans , Infant , Infant, Newborn , Infectious Disease Transmission, Vertical , Pregnancy , Pregnancy Complications, Infectious/drug therapy , Retrospective Studies , Streptococcal Infections/drug therapy , Streptococcus agalactiae
5.
JMIR Med Inform ; 8(11): e22689, 2020 Nov 09.
Article in English | MEDLINE | ID: mdl-33164906

ABSTRACT

BACKGROUND: Asthma causes numerous hospital encounters annually, including emergency department visits and hospitalizations. To improve patient outcomes and reduce the number of these encounters, predictive models are widely used to prospectively pinpoint high-risk patients with asthma for preventive care via care management. However, previous models do not have adequate accuracy to achieve this goal well. Adopting the modeling guideline for checking extensive candidate features, we recently constructed a machine learning model on Intermountain Healthcare data to predict asthma-related hospital encounters in patients with asthma. Although this model is more accurate than the previous models, whether our modeling guideline is generalizable to other health care systems remains unknown. OBJECTIVE: This study aims to assess the generalizability of our modeling guideline to Kaiser Permanente Southern California (KPSC). METHODS: The patient cohort included a random sample of 70.00% (397,858/568,369) of patients with asthma who were enrolled in a KPSC health plan for any duration between 2015 and 2018. We produced a machine learning model via a secondary analysis of 987,506 KPSC data instances from 2012 to 2017 and by checking 337 candidate features to project asthma-related hospital encounters in the following 12-month period in patients with asthma. RESULTS: Our model reached an area under the receiver operating characteristic curve of 0.820. When the cutoff point for binary classification was placed at the top 10.00% (20,474/204,744) of patients with asthma having the largest predicted risk, our model achieved an accuracy of 90.08% (184,435/204,744), a sensitivity of 51.90% (2259/4353), and a specificity of 90.91% (182,176/200,391). CONCLUSIONS: Our modeling guideline exhibited acceptable generalizability to KPSC and resulted in a model that is more accurate than those formerly built by others. After further enhancement, our model could be used to guide asthma care management. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/resprot.5039.

6.
Mult Scler ; 26(12): 1476-1485, 2020 10.
Article in English | MEDLINE | ID: mdl-33063621

ABSTRACT

BACKGROUND: The role of omega-3 fatty acid in multiple sclerosis (MS) susceptibility is unclear. OBJECTIVE: To determine whether fish/seafood intake or genetic factors that regulate omega-3 fatty acids levels are associated with MS risk. METHODS: We examined the association of fish and shrimp consumption and 13 tag single nucleotide polymorphisms (SNPs) in FADS1, FADS2, and ELOV2 with risk of MS in 1153 individuals from the MS Sunshine Study, a case-control study of incident MS or clinically isolated syndrome (CIS), recruited from Kaiser Permanente Southern California. RESULTS: Consuming fish/seafood at least once a week or at least once a month with regular fish oil use was associated with 44% reduced odds of MS/CIS (adjusted OR = 0.56; 95% CI = 0.41-0.76; p = 0.0002) compared with consuming fish/seafood less than once a month and no fish oil supplementation. Two FADS2 SNPs (rs174611 and rs174618) were independently associated with a lower risk of MS (adjusted ORs = 0.74, 0.79, p = 0.0056, 0.0090, respectively). Association of FADS2 SNPs with MS risk was confirmed in an independent dataset. CONCLUSION: These findings suggest that omega-3 fatty acid intake may be an important modifiable risk factor for MS. This is consistent with the other known health benefits of fish consumption and complementary genetic studies supporting a key role for omega-3 regulation.


Subject(s)
Fatty Acids, Omega-3 , Multiple Sclerosis , Case-Control Studies , Delta-5 Fatty Acid Desaturase , Diet , Humans , Multiple Sclerosis/genetics , Risk Factors , Seafood
7.
Ann Surg ; 272(6): 1053-1059, 2020 12.
Article in English | MEDLINE | ID: mdl-30998538

ABSTRACT

OBJECTIVE: This retrospective cohort study examined whether bariatric surgery is associated with reduced risk of breast cancer among pre- and postmenopausal women. BACKGROUND: Obesity is associated with increased risk of breast cancer, but the impact of weight loss on breast cancer risk has been difficult to quantify. METHODS: The cohort included obese (body mass index ≥35 kg/m) patients enrolled in an integrated health care delivery system between 2005 and 2012 (with follow-up through 2014). Female bariatric surgery patients (N = 17,998) were matched on body mass index, age, study site, and comorbidity index to 53,889 women with no bariatric surgery. Kaplan-Meier curves and Cox proportional hazards models were used to examine incident breast cancer up to 10 years after bariatric surgery. Pre- and postmenopausal women were examined separately, and further classified by estrogen receptor (ER) status. RESULTS: The analysis included 301 premenopausal and 399 postmenopausal breast cancer cases. In multivariable adjusted models, bariatric surgery was associated with a reduced risk of both premenopausal (HR = 0.72, 95% CI, 0.54-0.94) and postmenopausal (HR = 0.55, 95% CI, 0.42-0.72) breast cancer. Among premenopausal women, the effect of bariatric surgery was more pronounced among ER-negative cases (HR = 0.36, 95% CI, 0.16-0.79). Among postmenopausal women, the effect was more pronounced in ER-positive cases (HR = 0.52, 95% CI, 0.39-0.70). CONCLUSIONS: Bariatric surgery was associated with a reduced risk of breast cancer among severely obese women. These findings have significant public health relevance because the prevalence of obesity continues to rise, and few modifiable breast cancer risk factors have been identified, especially for premenopausal women.


Subject(s)
Bariatric Surgery , Breast Neoplasms/prevention & control , Adult , Breast Neoplasms/epidemiology , Breast Neoplasms/etiology , Female , Humans , Middle Aged , Obesity, Morbid/complications , Postmenopause , Premenopause , Retrospective Studies , Risk Assessment
8.
Diabetes Care ; 42(12): 2211-2219, 2019 12.
Article in English | MEDLINE | ID: mdl-31537541

ABSTRACT

OBJECTIVE: To examine racial/ethnic disparities in the prevalence of diabetes and prediabetes by BMI category. RESEARCH DESIGN AND METHODS: In a consortium of three U.S. integrated health care systems, 4,906,238 individuals aged ≥20 years during 2012-2013 were included. Diabetes and prediabetes were ascertained by diagnosis and laboratory results; antihyperglycemic medications were also included for diabetes ascertainment. RESULTS: The age-standardized diabetes and prediabetes prevalence estimates were 15.9% and 33.4%, respectively. Diabetes but not prediabetes prevalence increased across BMI categories among all racial/ethnic groups (P for trend < 0.001). Racial/ethnic minorities reached a given diabetes prevalence at lower BMIs than whites; Hawaiians/Pacific Islanders and Asians had a diabetes prevalence of 24.6% (95% CI 24.1-25.2%) in overweight and 26.5% (26.3-26.8%) in obese class 1, whereas whites had a prevalence of 23.7% (23.5-23.8%) in obese class 2. The age-standardized prediabetes prevalence estimates in overweight among Hispanics (35.6% [35.4-35.7%]), Asians (38.1% [38.0-38.3%]), and Hawaiians/Pacific Islanders (37.5% [36.9-38.2%]) were similar to those in obese class 4 among whites (35.3% [34.5-36.0%]), blacks (36.8% [35.5-38.2%]), and American Indians/Alaskan Natives (34.2% [29.6-38.8%]). In adjusted models, the strength of association between BMI and diabetes was highest among whites (relative risk comparing obese class 4 with normal weight 7.64 [95% CI 7.50-7.79]) and lowest among blacks (3.16 [3.05-3.27]). The association between BMI and prediabetes was less pronounced. CONCLUSIONS: Racial/ethnic minorities had a higher burden of diabetes and prediabetes at lower BMIs than whites, suggesting the role of factors other than obesity in racial/ethnic disparities in diabetes and prediabetes risk and highlighting the need for tailored screening and prevention strategies.


Subject(s)
Diabetes Mellitus/epidemiology , Ethnicity/statistics & numerical data , Health Status Disparities , Adult , Aged , Body Mass Index , Cohort Studies , Female , Humans , Male , Middle Aged , Minority Groups/statistics & numerical data , Overweight , Prediabetic State/epidemiology , Prevalence , United States/epidemiology , Young Adult
9.
Ann Surg ; 269(1): 95-101, 2019 01.
Article in English | MEDLINE | ID: mdl-28938270

ABSTRACT

OBJECTIVE: To determine whether bariatric surgery is associated with a lower risk of cancer. BACKGROUND: Obesity is strongly associated with many types of cancer. Few studies have examined the relationship between bariatric surgery and cancer risk. METHODS: We conducted a retrospective cohort study of patients undergoing bariatric surgery between 2005 and 2012 with follow-up through 2014 using data from a large integrated health insurance and care delivery systems with 5 study sites. The study included 22,198 subjects who had bariatric surgery and 66,427 nonsurgical subjects matched on sex, age, study site, body mass index, and Elixhauser comorbidity index. Multivariable Cox proportional-hazards models were used to examine incident cancer up to 10 years after bariatric surgery compared to the matched nonsurgical patients. RESULTS: After a mean follow-up of 3.5 years, we identified 2543 incident cancers. Patients undergoing bariatric surgery had a 33% lower hazard of developing any cancer during follow-up [hazard ratio (HR) 0.67, 95% confidence interval (CI) 0.60, 0.74, P < 0.001) compared with matched patients with severe obesity who did not undergo bariatric surgery, and results were even stronger when the outcome was restricted to obesity-associated cancers (HR 0.59, 95% CI 0.51, 0.69, P < 0.001). Among the obesity-associated cancers, the risk of postmenopausal breast cancer (HR 0.58, 95% CI 0.44, 0.77, P < 0.001), colon cancer (HR 0.59, 95% CI 0.36, 0.97, P = 0.04), endometrial cancer (HR 0.50, 95% CI 0.37, 0.67, P < 0.001), and pancreatic cancer (HR 0.46, 95% CI 0.22, 0.97, P = 0.04) was each statistically significantly lower among those who had undergone bariatric surgery compared with matched nonsurgical patients. CONCLUSIONS: In this large, multisite cohort of patients with severe obesity, bariatric surgery was associated with a lower risk of incident cancer, particularly obesity-associated cancers, such as postmenopausal breast cancer, endometrial cancer, and colon cancer. More research is needed to clarify the specific mechanisms through which bariatric surgery lowers cancer risk.


Subject(s)
Bariatric Surgery/adverse effects , Neoplasms/epidemiology , Obesity, Morbid/surgery , Adolescent , Adult , Aged , Body Mass Index , Female , Follow-Up Studies , Humans , Incidence , Male , Middle Aged , Neoplasms/etiology , Obesity, Morbid/complications , Prognosis , Retrospective Studies , Time Factors , United States/epidemiology , Young Adult
10.
Obesity (Silver Spring) ; 25 Suppl 2: S52-S57, 2017 11.
Article in English | MEDLINE | ID: mdl-29086527

ABSTRACT

OBJECTIVE: The goal of this study was to determine whether the reduction in cancer risk after bariatric surgery is due to weight loss. METHODS: A retrospective matched cohort study of patients undergoing bariatric surgery was conducted using data from a large integrated health insurance and care delivery system with five sites in four states. The study included 18,355 bariatric surgery subjects and 40,524 nonsurgical subjects matched on age, sex, BMI, site, and Elixhauser comorbidity index. Multivariable Cox proportional hazards models examined the relationship between weight loss at 1 year and incident cancer during up to 10 years of follow-up. RESULTS: The study identified 1,196 cases of incident cancer. The average 1-year postsurgical weight loss was 27% among patients undergoing bariatric surgery versus 1% in matched nonsurgical patients. Percent weight loss at 1 year was significantly associated with a reduced risk of any cancer in adjusted models (HR 0.897, 95% CI: 0.832-0.968, P = 0.005 for every 10% weight loss) while bariatric surgery was not a significant independent predictor of cancer incidence. CONCLUSIONS: Weight loss after bariatric surgery was associated with a lower risk of incident cancer. There was no apparent independent effect of the bariatric surgery itself on cancer risk that was independent of weight loss.


Subject(s)
Neoplasms/epidemiology , Obesity/surgery , Weight Loss , Adult , Bariatric Surgery , Cohort Studies , Female , Humans , Incidence , Insurance Claim Review , Male , Middle Aged , Neoplasms/complications , Obesity/complications , Retrospective Studies , Risk , United States/epidemiology
11.
Prev Chronic Dis ; 14: E22, 2017 03 09.
Article in English | MEDLINE | ID: mdl-28278130

ABSTRACT

INTRODUCTION: Various phenotypes of overweight and obesity pose various health risks. The objective of this study was to determine the prevalence of 4 commonly measured cardiometabolic risk factors (CRFs) among adults with overweight or obesity, but not diabetes, at the time of the study. METHODS: We analyzed data for 1,294,174 adults (aged ≥20 y) who were members of one of 4 integrated health systems. Each cohort member had a body mass index in 2012 or 2013 that indicated overweight or obesity. We determined the presence of 4 CRFs within 1 year of the first BMI measurement: elevated blood pressure (systolic ≥130 mm Hg or diastolic >85 mm Hg or ICD-9-CM [International Classification of Diseases, Ninth Revision, Clinical Modification] diagnosis code 401.0-405.9); elevated triglycerides (≥150 mg/dL or ICD-9-CM 272.1); low high-density lipoprotein cholesterol (<40 mg/dL for men or <50 mg/dL for women or ICD-9-CM 272.5); and prediabetes (fasting glucose 100-125 mg/dL or HbA1c 5.7%-6.4% or ICD-9-CM 790.2x). We tested the risk of having 1 or more CRFs after adjusting for obesity class and demographic characteristics with multivariable logistic regression. RESULTS: Among participants with overweight (52.5% of the sample), 18.6% had none of the 4 CRFs. Among the 47.5% of participants with obesity, 9.6% had none; among participants with morbid obesity, 5.8% had none. Age was strongly associated with CRFs in multivariable analysis. CONCLUSION: Almost 10% of participants with obesity had no CRFs. Overweight or obesity increases cardiometabolic risk, but the number and type of CRFs varied substantially by age, even among participants with morbid obesity.


Subject(s)
Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/etiology , Overweight/complications , Overweight/epidemiology , Adult , Aged , Aged, 80 and over , Cohort Studies , Female , Health Surveys , Humans , Male , Middle Aged , Odds Ratio , Risk Factors , United States/epidemiology , Young Adult
12.
Inj Prev ; 19(3): 191-7, 2013 Jun.
Article in English | MEDLINE | ID: mdl-22789612

ABSTRACT

OBJECTIVES: To estimate the overall and age-specific associations between obesity and extremity musculoskeletal injuries and pain in children. METHODS: This cross-sectional study used information from electronic medical records of 913178 patients aged 2-19 years enrolled in an integrated health plan in the period 2007-2009. Children were classified as underweight, normal weight, overweight, or moderately/extremely obese and, using multivariable logistic regression methods, the associations between weight class and diagnosis of upper or lower extremity fractures, sprains, dislocations and pain were calculated. RESULTS: Overweight (OR 1.18, 95% CI 1.15 to 1.20), moderately obese (OR 1.24, 95% CI 1.20 to 1.27) and extremely obese (OR 1.34, 95% CI 1.30 to 1.39) children had statistically significantly higher odds of lower extremity injuries/pain compared to normal weight, adjusted for sex, age, race/ethnicity and insurance status. Age-stratified analyses yielded similar results. No consistent association was observed between body mass index and injuries/pain of the upper extremities. CONCLUSIONS: Greater body mass index is associated with increased odds of lower extremity injuries and pain issues. Because the benefits of physical activity may still outweigh the risk of injury, attention should be paid to injury prevention strategies for these children at greater risk for lower extremity injuries.


Subject(s)
Arm Injuries/epidemiology , Body Weight , Leg Injuries/epidemiology , Musculoskeletal Pain/epidemiology , Obesity/epidemiology , Adolescent , Adult , Body Mass Index , California/epidemiology , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Male , Risk Factors , Young Adult
13.
Med Care Res Rev ; 70(3): 330-45, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23169896

ABSTRACT

Research on racial and ethnic disparities using health system databases can shed light on the usual health care and outcomes of large numbers of individuals so that health inequities can be better understood and addressed. Such research often suffers from limitations in race/ethnicity data quality. We examined the quality of race/ethnicity data in a large, diverse, integrated health system that repeatedly collects these data on utilization of services. We tested the accuracy of Bayesian Improved Surname Geocoding for imputation of race/ethnicity data. Administrative race/ethnicity data were accurate as judged by comparison with self-report in adults. The Bayesian Improved Surname Geocoding method produced imputation results far better than chance assignment for the four most common race/ethnicity groups in the health system: Whites, Hispanics, Blacks, and Asians. These results support renewed efforts to conduct studies of racial and ethnic disparities in large health systems.


Subject(s)
Censuses , Delivery of Health Care, Integrated/statistics & numerical data , Ethnicity/statistics & numerical data , Racial Groups/statistics & numerical data , Adult , Asian/statistics & numerical data , Black People/statistics & numerical data , California/epidemiology , Female , Hispanic or Latino/statistics & numerical data , Humans , Male , Research Design/standards , United States/epidemiology , White People/statistics & numerical data
14.
Perm J ; 16(3): 37-41, 2012.
Article in English | MEDLINE | ID: mdl-23012597

ABSTRACT

BACKGROUND: Data from the memberships of large, integrated health care systems can be valuable for clinical, epidemiologic, and health services research, but a potential selection bias may threaten the inference to the population of interest. METHODS: We reviewed administrative records of members of Kaiser Permanente Southern California (KPSC) in 2000 and 2010, and we compared their sociodemographic characteristics with those of the underlying population in the coverage area on the basis of US Census Bureau data. RESULTS: We identified 3,328,579 KPSC members in 2000 and 3,357,959 KPSC members in 2010, representing approximately 16% of the population in the coverage area. The distribution of sex and age of KPSC members appeared to be similar to the census reference population in 2000 and 2010 except with a slightly higher proportion of 40 to 64 year olds. The proportion of Hispanics/Latinos was comparable between KPSC and the census reference population (37.5% vs 38.2%, respectively, in 2000 and 45.2% vs 43.3% in 2010). However, KPSC members included more blacks (14.9% vs 7.0% in 2000 and 10.8% vs 6.5% in 2010). Neighborhood educational levels and neighborhood household incomes were generally similar between KPSC members and the census reference population, but with a marginal underrepresentation of individuals with extremely low income and high education. CONCLUSIONS: The membership of KPSC reflects the socioeconomic diversity of the Southern California census population, suggesting that findings from this setting may provide valid inference for clinical, epidemiologic, and health services research.


Subject(s)
Censuses , Delivery of Health Care, Integrated , Patient Selection , Socioeconomic Factors , Adolescent , Adult , Aged , Black People , California , Child , Child, Preschool , Clinical Trials as Topic , Data Collection , Educational Status , Family Characteristics , Female , Health Services Research , Hispanic or Latino , Humans , Income , Infant , Male , Middle Aged , Poverty , Residence Characteristics , United States , Young Adult
15.
Popul Health Metr ; 10(1): 15, 2012 Aug 21.
Article in English | MEDLINE | ID: mdl-22909293

ABSTRACT

BACKGROUND: Although obesity is a risk factor for many chronic diseases, we have only limited knowledge of the magnitude of these associations in young adults. A multiethnic cohort of young adults was established to close current knowledge gaps; cohort demographics, cohort retention, and the potential influence of migration bias were investigated. METHODS: For this population-based cross-sectional study, demographics, and measured weight and height were extracted from electronic medical records of 1,929,470 patients aged 20 to 39 years enrolled in two integrated health plans in California from 2007 to 2009. RESULTS: The cohort included about 84.4% of Kaiser Permanente California members in this age group who had a medical encounter during the study period and represented about 18.2% of the underlying population in the same age group in California. The age distribution of the cohort was relatively comparable to the underlying population in California Census 2010 population, but the proportion of women and ethnic/racial minorities was slightly higher. The three-year retention rate was 68.4%. CONCLUSION: These data suggest the feasibility of our study for medium-term follow-up based on sufficient membership retention rates. While nationwide 6% of young adults are extremely obese, we know little to adequately quantify the health burden attributable to obesity, especially extreme obesity, in this age group. This cohort of young adults provides a unique opportunity to investigate associations of obesity-related factors and risk of cancer in a large multiethnic population.

16.
Ann Epidemiol ; 22(9): 609-16, 2012 Sep.
Article in English | MEDLINE | ID: mdl-22766471

ABSTRACT

PURPOSE: To identify population groups that are most susceptible to obesity-related health conditions at young age. METHODS: For this population-based cross-sectional study, measured weight and height, diagnosis, laboratory, and drug prescription information were extracted from electronic medical records of 1,819,205 patients aged 20 to 39 years enrolled in two integrated health plans in California in 2007 through 2009. RESULTS: Overall, 29.9% of young adults were obese. Extreme obesity (body mass index [BMI] ≥ 40 kg/m(2)) was observed in 6.1% of women and 4.5% of men. The adjusted relative risk (RR) for diabetes, hypertension, dyslipidemia, and the metabolic syndrome increased sharply for those individuals with a BMI of 40 or greater, with the sharpest increase in the adjusted RR for hypertension and the metabolic syndrome. The association between weight class and dyslipidemia, hypertension, and the metabolic syndrome but not diabetes was stronger among 20.0- to 29.9-year-olds compared with 30.0- to 39.9-year-olds (P for interaction < .05). For example, compared with their normal weight counterparts of the same age group, young adults with a BMI of 40.0 to 49.9, 50.0 to 59.9, and 60 or greater kg/m(2) had a RR for hypertension of 11.73, 19.88, and 30.47 (95% confidence interval [CI], 26.39-35.17) at 20 to 29 years old, and 9.31, 12.41, and 15.43 (95% CI, 14.32-16.63) at 30 to 39 years old. CONCLUSIONS: Although older individuals were more likely to be extremely obese, the association between obesity-related health conditions was stronger in younger individuals. Hispanics and Blacks are also more likely to be obese, including extremely obese, putting them at an elevated risk for premature cardiovascular disease and some cancers relative to non-Hispanic Whites.


Subject(s)
Cardiovascular Diseases/epidemiology , Diabetes Mellitus, Type 2/epidemiology , Dyslipidemias/epidemiology , Hypertension/epidemiology , Metabolic Syndrome/epidemiology , Obesity/epidemiology , Adult , California/epidemiology , Comorbidity , Cross-Sectional Studies , Female , Humans , Male , Overweight/epidemiology , Prevalence , Risk Factors , Sex Distribution , Young Adult
17.
J Pediatr Gastroenterol Nutr ; 55(3): 328-33, 2012 Sep.
Article in English | MEDLINE | ID: mdl-22314396

ABSTRACT

OBJECTIVES: The aim of the present study was to investigate the association between childhood and adolescent obesity, the risk of gallstones, and the potential effect modification by oral contraceptive use in girls. METHODS: For this population-based cross-sectional study, measured weight and height, oral contraceptive use, and diagnosis of cholelithiasis or choledocholithiasis were extracted from the electronic medical records of 510,816 patients ages 10 to 19 years enrolled in an integrated health plan, 2007-2009. RESULTS: We identified 766 patients with gallstones. The adjusted odds ratios (95% CI) of gallstones for under-/normal-weight (reference), overweight, moderate obesity, and extreme obesity in boys were 1.00, 1.46 (0.94%-2.27%), 1.83 (1.17%-2.85%), and 3.10 (1.99%-4.83%) and in girls were 1.00, 2.73 (2.18%-3.42%), 5.75 (4.62%-7.17%), and 7.71 (6.13%-9.71%), respectively (P for interaction sex × weight class <0.001). Among girls, oral contraceptive use was associated with higher odds for gallstones (odds ratio 2.00, 95% CI 1.66%-2.40%). Girls who used oral contraceptives were at higher odds for gallstones than their counterparts in the same weight class who did not use oral contraceptives (P for interaction weight class × oral contraceptive use 0.023). CONCLUSIONS: Due to the shift toward extreme childhood obesity, especially in minority children, pediatricians can expect to face increasing numbers of children and adolescents affected by gallstone disease.


Subject(s)
Contraception/statistics & numerical data , Contraceptives, Oral , Gallstones/etiology , Obesity/complications , Adolescent , Adult , Body Weight , Child , Cross-Sectional Studies , Female , Gallstones/epidemiology , Humans , Male , Obesity, Morbid/complications , Odds Ratio , Prevalence , Reference Values , Sex Factors , Thinness/complications , Young Adult
18.
J Pediatr ; 160(6): 918-22.e1, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22240108

ABSTRACT

OBJECTIVE: To evaluate the effect of computer-assisted decision tools that standardize pediatric weight management in a large, integrated health care system for the diagnosis and management of child and adolescent obesity. STUDY DESIGN: This was a large scale implementation study to document the impact of the Kaiser Permanente Southern California Pediatric Weight Management Initiative. An average of 739, 816 outpatient visits per year in children and adolescents from 2007 to 2010 were analyzed. Height, weight, evidence of exercise and nutrition counseling, and diagnoses of overweight and obesity were extracted from electronic medical records. RESULTS: Before the initiative, 66% of all children and adolescents had height and weight measured. This increased to 94% in 2010 after 3 years of the initiative (P < .001). In children and adolescents who were overweight or obese, diagnosis of overweight or obesity increased significantly from 12% in 2007 to 61% in 2010 (P < .001), and documented counseling rates for exercise and nutrition increased significantly from 1% in 2007 to 50% in 2010 (P < .001). CONCLUSIONS: Computer-assisted decision tools to standardize pediatric weight management with concurrent education of pediatricians can substantially improve the identification, diagnosis, and counseling for overweight or obese children and adolescents.


Subject(s)
Decision Making, Computer-Assisted , Guideline Adherence/statistics & numerical data , Obesity/therapy , Overweight/therapy , Practice Guidelines as Topic , Weight Loss , Weight Reduction Programs/statistics & numerical data , Adolescent , Body Mass Index , California/epidemiology , Child , Child, Preschool , Female , Follow-Up Studies , Humans , Male , Obesity/epidemiology , Overweight/epidemiology , Prevalence , Reproducibility of Results , Retrospective Studies , Weight Reduction Programs/standards
19.
Obesity (Silver Spring) ; 20(5): 1041-7, 2012 May.
Article in English | MEDLINE | ID: mdl-22252049

ABSTRACT

The aim of this study is to investigate the association between childhood obesity and asthma, and whether this relationship varies by race/ethnicity. For this population-based, cross-sectional study, measured weight and height, and asthma diagnoses were extracted from electronic medical records of 681,122 patients aged 6-19 years who were enrolled in an integrated health plan 2007-2009. Weight class was assigned based on BMI-for-age. Overall, 18.4% of youth had a history of asthma and 10.9% had current asthma. Adjusted odds of current asthma for overweight, moderately obese, and extremely obese youth relative to those of normal weight were 1.22 (95% confidence interval (CI): 1.20, 1.24), 1.37 (95% CI: 1.34, 1.40), and 1.68 (95% CI: 1.64, 1.73), respectively (P trend < 0.001). Black youth are nearly twice as likely (adjusted odds ratio (OR) = 1.93, 95% CI: 1.89, 1.99), and Hispanic youth are 25% less likely (adjusted OR = 0.75, 95% CI: 0.74, 0.77), to have current asthma than to non-Hispanic white youth. However, the relationship between BMI and asthma was strongest in Hispanic and weakest in black youth. Among youth with asthma, increasing body mass was associated with more frequent ambulatory and emergency department visits, as well as increased inhaled and oral corticosteroid use. In conclusion, overweight, moderate, and extreme obesity are associated with higher odds of asthma in children and adolescents, although the association varies widely with race/ethnicity. Increasing BMI among youth with asthma is associated with higher consumption of corticosteroids and emergency department visits.


Subject(s)
Asian/statistics & numerical data , Asthma/complications , Asthma/epidemiology , Black or African American/statistics & numerical data , Hispanic or Latino/statistics & numerical data , Obesity/complications , Obesity/epidemiology , White People/statistics & numerical data , Adolescent , Adrenal Cortex Hormones/administration & dosage , Anti-Asthmatic Agents/administration & dosage , Asthma/ethnology , Body Mass Index , Child , Cross-Sectional Studies , Emergency Service, Hospital/statistics & numerical data , Female , Humans , Male , Native Hawaiian or Other Pacific Islander , Obesity/ethnology , Prevalence , United States/epidemiology , Young Adult
20.
J Pediatr ; 159(4): 577-83, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21524758

ABSTRACT

OBJECTIVE: To investigate whether obesity and cardiovascular risk factors are associated with psoriasis in children and adolescents. STUDY DESIGN: For this population-based, cross-sectional study, measured weight and height, laboratory data, and psoriasis diagnoses were extracted from electronic medical records of 710,949 patients age 2 to 19 years enrolled in an integrated health plan. Weight class was assigned on the basis of body mass index-for-age. RESULTS: The OR for psoriasis was 0.68, 1.00, 1.31, 1.39, and 1.78 (95% CI, 1.49 to 2.14) for underweight, normal-weight, overweight, moderately obese, and extremely obese children, respectively (P for trend < .001). The OR for psoriasis treated with systemic therapy or phototherapy as an indicator of severe or widespread psoriasis was 0.00, 1.00, 2.78, 2.93, and 4.19 (95% CI, 1.81 to 9.68) for underweight, normal-weight, overweight, moderately obese, and extremely obese children, respectively (P for trend < .003). In adolescents, mean total cholesterol, low-density lipoprotein cholesterol, triglycerides, and alanine aminotransferase were significantly higher in children with psoriasis compared with children without psoriasis after adjustment for body mass index. CONCLUSION: Overweight and obesity are associated with higher odds of psoriasis in youths. Independent of body weight, adolescent patients with psoriasis have higher blood lipids. These data suggest that pediatricians and dermatologists should screen youths with psoriasis for cardiovascular disease risk factors.


Subject(s)
Lipids/blood , Obesity/epidemiology , Overweight/epidemiology , Psoriasis/epidemiology , Adolescent , Alanine Transaminase/blood , Body Mass Index , California/epidemiology , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Male , Phototherapy/statistics & numerical data , Psoriasis/therapy , Severity of Illness Index , Young Adult
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