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1.
J Diabetes Complications ; 38(6): 108762, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38703638

ABSTRACT

In a cohort of 1817 children with type 1 diabetes (T1D), short-term hyperglycemia was associated with transient albuminuria (11 % during new-onset T1D without diabetic ketoacidosis (DKA), 12 % during/after DKA, 6 % during routine screening). Our findings have implications regarding future risk of diabetic kidney disease and further investigation is needed.


Subject(s)
Albuminuria , Diabetes Mellitus, Type 1 , Diabetic Nephropathies , Hyperglycemia , Humans , Diabetes Mellitus, Type 1/complications , Hyperglycemia/complications , Male , Female , Child , Diabetic Nephropathies/diagnosis , Diabetic Nephropathies/complications , Diabetic Nephropathies/epidemiology , Adolescent , Diabetic Ketoacidosis/complications , Cohort Studies , Severity of Illness Index , Child, Preschool
3.
Pediatr Nephrol ; 39(4): 1239-1244, 2024 Apr.
Article in English | MEDLINE | ID: mdl-37768419

ABSTRACT

BACKGROUND: Residence in rural areas is often a barrier to health care access. To date, differences in access to kidney transplantation among children who reside in rural and micropolitan areas of the US have not been explored. METHODS: A retrospective cohort study of children < 18 years who developed kidney failure between 2000 and 2019 according to the United States Renal Data System (USRDS). We examined the association between rurality of patient residence and time to living and/or deceased donor kidney transplantation (primary outcomes) and waitlist registration (secondary outcome) using Fine-Gray models. RESULTS: We included 18,530 children, of whom 14,175 (76.5%) received a kidney transplant (39.8% from a living and 60.2% from a deceased donor). Residence in micropolitan (subhazard ratio (SHR) 1.16; 95% CI 1.06-1.27) and rural (SHR 1.18; 95% CI 1.06-1.3) areas was associated with better access to living donor transplantation compared with residence in metropolitan areas. There was no statistically significant association between residence in micropolitan (SHR, 0.95; 95%CI 0.88-1.03) and rural (SHR, 0.94; 95%CI 0.86-1.03) areas compared with metropolitan areas in the access of children to deceased donor transplantation. There was also no difference in the time to waitlist registration comparing micropolitan (SHR 1.04; 95%CI 0.98-1.10) and rural (SHR 1.05; 95% CI 0.98-1.13) versus metropolitan areas. CONCLUSIONS: In children with kidney failure, residence in rural and micropolitan areas was associated with better access to living donor transplantation and similar access to deceased donor transplantation compared with residence in metropolitan areas.


Subject(s)
Kidney Failure, Chronic , Kidney Transplantation , Renal Insufficiency , Child , Humans , United States/epidemiology , Kidney Failure, Chronic/surgery , Retrospective Studies , Living Donors
5.
Am J Kidney Dis ; 82(4): 454-463, 2023 10.
Article in English | MEDLINE | ID: mdl-37269972

ABSTRACT

RATIONALE & OBJECTIVE: Acute decreases in glomerular filtration rate (GFR) occur commonly during intensive blood pressure (BP) lowering. Our objective was to determine the relationship between acute decreases in estimated GFR and patient outcomes. STUDY DESIGN: Retrospective observational study. SETTING & PARTICIPANTS: Participants from 4 randomized controlled trials of intensive BP lowering in chronic kidney disease (Modification of Diet in Renal Disease study, African American Study of Kidney Disease and Hypertension, Systolic Blood Pressure Intervention Trial, and Action to Control Cardiovascular Risk in Diabetes trial). EXPOSURE: A 4-category exposure defined by the level of acute decrease in estimated GFR (defined as>15% vs≤15% between baseline and month 4) and the randomization to intensive versus usual BP control. OUTCOMES: Risk of kidney replacement therapy (primary outcome), defined as the need for dialysis or transplant except in the Action to Control Cardiovascular Risk in Diabetes trial, which defined its kidney outcome as a composite occurrence of serum creatinine concentration>3.3mg/dL, kidney failure, or kidney replacement therapy. ANALYTICAL APPROACH: Multivariable Cox models. RESULTS: We included 4,473 individuals randomly assigned to intensive versus usual BP control who had a total of 351 kidney outcomes and 304 deaths during median follow-up durations of 22 and 24 months, respectively. Approximately 14% of participants exhibited an acute decrease in eGFR, 11.0% in the usual BP treatment arm and 17.8% in the intensive BP treatment arm. In adjusted models, compared with a≤15% eGFR decrease in the usual BP arm, a≤15% eGFR decrease in the intensive BP control arm was associated with lower risk of the kidney outcome (HR, 0.75; 95% CI, 0.57-0.98). In contrast, a>15% decrease in eGFR was associated with a higher risk of the kidney outcome in the usual (HR, 2.47; 95% CI, 1.80-3.38) and intensive BP treatment arms (HR, 1.99; 95% CI, 1.45-2.73) compared with a≤15% decrease in the usual BP arm. LIMITATIONS: Observational study, residual confounding. CONCLUSIONS: Decreases in eGFR of>15% in the usual and intensive BP treatment arms were associated with a higher risk of kidney outcomes compared with a≤15% decrease in the usual BP arm and may be a harbinger of adverse outcomes.


Subject(s)
Hypertension , Renal Insufficiency, Chronic , Humans , Blood Pressure , Glomerular Filtration Rate , Kidney , Renal Insufficiency, Chronic/complications , Antihypertensive Agents/therapeutic use
6.
J Clin Endocrinol Metab ; 107(6): e2381-e2387, 2022 05 17.
Article in English | MEDLINE | ID: mdl-35196382

ABSTRACT

BACKGROUND: Insulin pump use in type 1 diabetes management has significantly increased in recent years, but we have few data on its impact on inpatient admissions for acute diabetes complications. METHODS: We used the 2006, 2009, 2012, and 2019 Kids' Inpatient Database to identify all-cause type 1 diabetes hospital admissions in those with and without documented insulin pump use and insulin pump failure. We described differences in (1) prevalence of acute diabetes complications, (2) severity of illness during hospitalization and disposition after discharge, and (3) length of stay (LOS) and inpatient costs. RESULTS: We identified 228 474 all-cause admissions. Insulin pump use was documented in 7% of admissions, of which 20% were due to pump failure. The prevalence of diabetic ketoacidosis (DKA) was 47% in pump nonusers, 39% in pump users, and 60% in those with pump failure. Admissions for hyperglycemia without DKA, hypoglycemia, sepsis, and soft tissue infections were rare and similar across all groups. Admissions with pump failure had a higher proportion of admissions classified as major severity of illness (14.7%) but had the lowest LOS (1.60 days, 95% CI 1.55-1.65) and healthcare costs ($13 078, 95% CI $12 549-$13 608). CONCLUSIONS: Despite the increased prevalence of insulin pump in the United States, a minority of pediatric admissions documented insulin pump use, which may represent undercoding. DKA admission rates were lower among insulin pump users compared to pump nonusers. Improved accuracy in coding practices and other approaches to identify insulin pump users in administrative data are needed, as are interventions to mitigate risk for DKA.


Subject(s)
Diabetes Mellitus, Type 1 , Diabetic Ketoacidosis , Insulins , Adolescent , Child , Diabetes Mellitus, Type 1/drug therapy , Diabetes Mellitus, Type 1/epidemiology , Diabetic Ketoacidosis/epidemiology , Diabetic Ketoacidosis/etiology , Hospitalization , Humans , Inpatients , Insulin/adverse effects , Insulin Infusion Systems , Retrospective Studies , United States/epidemiology
7.
BMJ Support Palliat Care ; 12(e6): e813-e820, 2022 Dec.
Article in English | MEDLINE | ID: mdl-30826736

ABSTRACT

OBJECTIVE: This observational study explores the association between palliative care (PC) involvement and high-cost imaging utilisation for patients with cancer patients during the last 3 months of life. METHODS: Adult patients with cancer who died between 1 January 2012 and 31 May 2015 were identified. Referral to PC, intensity of PC service use, and non-emergent oncological imaging utilisation were determined. Associations between PC utilisation and proportion of patients imaged and mean number of studies per patient (mean imaging intensity (MII)) were assessed for the last 3 months and the last month of life. Similar analyses were performed for randomly matched case-control pairs (n = 197). Finally, the association between intensity of PC involvement and imaging utilisation was assessed. RESULTS: 3784 patients were included, with 3523 (93%) never referred to PC and 261 (7%) seen by PC, largely before the last month of life (61%). Similar proportions of patients with and without PC referral were imaged during the last 3 months, while a greater proportion of patients with PC referral were imaged in the last month of life. PC involvement was not associated with significantly different MII during either time frame. In the matched-pairs analysis, a greater proportion of patients previously referred to PC received imaging in the period between the first PC encounter and death, and in the last month of life. MII remained similar between PC and non-PC groups. Finally, intensity of PC services was similar for imaged and non-imaged patients in the final 3 months and 1 month of life. During these time periods, increased PC intensity was not associated with decreased MII. CONCLUSIONS: PC involvement in end-of-life oncological care was not associated with decreased use of non-emergent, high-cost imaging. The role of advanced imaging in the PC setting requires further investigation.


Subject(s)
Hospice Care , Hospice and Palliative Care Nursing , Neoplasms , Terminal Care , Adult , Humans , Palliative Care/methods , Neoplasms/diagnostic imaging , Neoplasms/therapy , Retrospective Studies
8.
Fertil Steril ; 116(1): 198-207, 2021 07.
Article in English | MEDLINE | ID: mdl-34148584

ABSTRACT

OBJECTIVE: To evaluate the evidence addressing the association between the use of ovarian stimulation drugs and the risk of breast cancer. DESIGN: Systematic review and meta-analysis. SETTING: Not applicable. PATIENT(S): Women without any previous history of breast cancer undergoing ovarian stimulation. INTERVENTION(S): Electronic databases were searched from 1990 until January 2020. All cohort studies reporting new incidences of breast cancer in infertile women using ovarian stimulating drugs were included. Treated (exposed) infertile women were compared with the unexposed general population with unexposed infertile women as controls. MAIN OUTCOME MEASURE(S): New diagnosis of breast cancer within an infertile and general population after exposure to ovarian stimulation drugs. RESULT(S): Overall, the quality of evidence was very low because of the serious risk of bias and indirectness (nonrandomized studies). There was no significant increase in the risk of breast cancer among women treated with any ovarian stimulation drug for infertility compared with that in unexposed controls from the general population and the infertile population (pooled odds ratio 1.03, 95% Confidence interval 0.86 to 1.23, 20 studies, I2 = 88.41%, very low quality of evidence). Furthermore, no significant increase in the risk of breast cancer was found with the use of clomiphene citrate or gonadotropins, alone or in combination. CONCLUSION(S): The current study found that the use of clomiphene citrate and gonadotropins in infertile women was not associated with an increased risk of breast cancer.


Subject(s)
Breast Neoplasms/chemically induced , Fertility Agents, Female/adverse effects , Infertility, Female/drug therapy , Ovulation Induction/adverse effects , Breast Neoplasms/diagnosis , Breast Neoplasms/epidemiology , Female , Fertility/drug effects , Humans , Incidence , Infertility, Female/epidemiology , Infertility, Female/physiopathology , Pregnancy , Risk Assessment , Risk Factors , Time Factors , Treatment Outcome
9.
J Clin Endocrinol Metab ; 106(8): 2343-2354, 2021 07 13.
Article in English | MEDLINE | ID: mdl-33942077

ABSTRACT

BACKGROUND AND OBJECTIVES: Diabetic ketoacidosis (DKA) rates in the United States are rising. Prior studies suggest higher rates in younger populations, but no studies have evaluated national trends in pediatric populations and differences by subgroups. As such, we sought to examine national trends in pediatric DKA. METHODS: We used the 2006, 2009, 2012, and 2016 Kids' Inpatient Database to identify pediatric DKA admissions among a nationally representative sample of admissions of youth ≤20 years old. We estimate DKA admission per 10 000 admissions and per 10 000 population, charges, length of stay (LOS), and trends over time among all hospitalizations and by demographic subgroups. Regression models were used to evaluate differences in DKA rates within subgroups overtime. RESULTS: Between 2006 and 2016, there were 149 535 admissions for DKA. Unadjusted DKA rate per admission increased from 120.5 (95% CI, 115.9-125.2) in 2006 to 217.7 (95% CI, 208.3-227.5) in 2016. The mean charge per admission increased from $14 548 (95% CI, $13 971-$15 125) in 2006 to $20 997 (95% CI, $19 973-$22 022) in 2016, whereas mean LOS decreased from 2.51 (95% CI, 2.45-2.57) to 2.28 (95% CI, 2.23-2.33) days. Higher DKA rates occurred among 18- to 20-year-old females, Black youth, without private insurance, with lower incomes, and from nonurban areas. Young adults, men, those without private insurance, and from nonurban areas had greater increases in DKA rates across time. CONCLUSIONS: Pediatric DKA admissions have risen by 40% in the United States and vulnerable subgroups remain at highest risk. Further studies should characterize the challenges experienced by these groups to inform interventions to mitigate their DKA risk and to address the rising DKA rates nationally.


Subject(s)
Diabetic Ketoacidosis/therapy , Patient Admission/trends , Adolescent , Child , Child, Preschool , Databases, Factual , Diabetic Ketoacidosis/epidemiology , Female , Humans , Infant , Length of Stay , Male , United States , Young Adult
10.
J Surg Res ; 265: 33-41, 2021 09.
Article in English | MEDLINE | ID: mdl-33882377

ABSTRACT

BACKGROUND AND OBJECTIVES: Though patient factors are frequently linked to hemodialysis vascular access selection and outcomes, variability by surgeon and surgeon specialty may play a role as well. The objective of this study is to examine the extent to which individual surgeons influence selection of vascular access type, removal of tunneled hemodialysis catheter (THC), and repeat vascular access. DESIGN, SETTING, PARTICIPANTS, & MEASUREMENTS: A national claims database was used to identify patients initiating hemodialysis via a THC between 2011 and 2017. Likelihood of repeat AVF/AVG was analyzed using mixed-effects logistic regression. Time from initial arteriovenous fistula (AVF)/graft (AVG) to THC removal and time to repeat AVF/AVG were analyzed using Weibull proportional hazard models. Individual surgeon identifier served as the random effect in all models. RESULTS: 6,908 AVF/AVG met the inclusion criteria: 5366 (78%) AVF and 1,542 (22%) AVG. Surgeon specialty only had a significant influence on access type, with vascular surgeons having 26% greater odds of performing AVG compared to general surgeons (P = 0.006). Relative to the other independent variables, individual surgeon identifier had the greatest magnitude of effect on access type (median odds ratio, 2.36; 95% CI, 2.09-2.72). Individual surgeon identifier had the second greatest magnitude of effect likelihood of THC removal (median hazard ratio, 1.66; 95% CI, 1.58-1.77) and second access (median hazard ratio, 1.83; 95% CI, 1.66-2.05), in both cases second only to the effect of AVG, which was associated with greater likelihood of THC removal (hazard ratio 1.91; 95% CI, 1.77-2.07) and lower likelihood of second access (hazard ratio 0.44; 95% CI, 0.38-0.52). CONCLUSION: Individual surgeons are associated with greater variation in vascular access type and likelihood of repeat access than surgeon specialty and measurable patient demographics/co-morbidities. Future research should focus on identifying which surgeon factors are associated with improved outcomes.


Subject(s)
Arteriovenous Shunt, Surgical/statistics & numerical data , Surgeons/statistics & numerical data , Aged , Aged, 80 and over , Arteriovenous Shunt, Surgical/methods , Female , Humans , Male , Middle Aged , Renal Dialysis/instrumentation , Retrospective Studies , Vascular Access Devices
11.
Vaccine ; 39(15): 2068-2073, 2021 04 08.
Article in English | MEDLINE | ID: mdl-33744045

ABSTRACT

While the influenza vaccine is recommended for all pregnant women, influenza vaccine coverage among this high-risk population remains inadequate. Factors associated with vaccine coverage among pregnant women, including insurance status, are poorly understood. In a cross-sectional study of the National Health Interview Survey (NHIS) data from 2012 to 2018, we evaluated predictors of self-reported influenza vaccine coverage in pregnant women. Among 1,942 pregnant women surveyed, 39% reported receiving the influenza vaccine in accordance with national recommendations. Influenza vaccine coverage increased by 8 percentage points from 2012 to 2018. Only 15% of uninsured pregnant women received the influenza vaccine, compared to 41% of those with insurance (design-corrected F-test, p-value < 0.001). In the multivariate Poisson regression analysis, significant predictors of influenza vaccine coverage were health insurance (prevalence ratio [PR] 1.90, 95% confidence interval [CI] 1.23-2.93), ratio of household income to federal poverty level (FPL) threshold greater than 400% (PR 1.54, 95% CI 1.20-1.96), graduate school education (PR 1.52, 95% CI 1.04-2.23), and the 2015-2018 survey year period (PR 1.27, 95% CI 1.08-1.49). While previous literature focuses heavily on demographics, our research underscores the need to further explore modifiable factors that impact vaccine uptake during pregnancy, particularly the interplay between health insurance and access to care.


Subject(s)
Influenza Vaccines , Influenza, Human , Pregnancy Complications, Infectious , Cross-Sectional Studies , Female , Humans , Influenza, Human/prevention & control , Insurance Coverage , Population Surveillance , Pregnancy , Pregnant Women , Self Report , United States , Vaccination
13.
Kidney360 ; 2(5): 819-827, 2021 05 27.
Article in English | MEDLINE | ID: mdl-35373067

ABSTRACT

Background: Kidney replacement therapy is controversial for patients with hepatorenal syndrome who may not be liver transplant candidates. Data surrounding the likelihood of recovery of kidney function and mortality after outpatient dialysis initiation in patients with dialysis-requiring hepatorenal syndrome could inform discussions between patients and providers. Methods: We performed a retrospective cohort study of patients with hepatorenal syndrome who were registered in the United States Renal Data System between 1996 and 2015 (n=7830) as receiving maintenance dialysis. We characterized patients with hepatorenal syndrome by recovery of kidney function using Fine and Gray models. We also examined hazard of recovery of kidney function and death among those with hepatorenal syndrome versus those with acute tubular necrosis (n=48,861) using adjusted Fine-Gray and Cox models, respectively. Results: Of the patients with hepatorenal syndrome, 11% recovered kidney function. Those with higher likelihood of recovery were younger, non-Hispanic White, and had a history of alcohol use. Compared with patients with acute tubular necrosis, patients with hepatorenal syndrome as the attributed cause of kidney disease had a lower hazard of recovery (HR, 0.22; 95% CI, 0.21 to 0.24) and higher hazard of death within 1 year (HR, 3.10; 95% CI, 2.99 to 3.23) in fully adjusted models. Conclusions: Patients with hepatorenal syndrome receiving chronic maintenance dialysis had a lower likelihood of recovery of kidney function and higher mortality risk compared with patients with acute tubular necrosis. Among patients with hepatorenal syndrome, those most likely to recover kidney function were younger, had a history of alcohol use, and lacked comorbid conditions. These data may inform prognosis and discussions surrounding treatment options when patients with hepatorenal syndrome need chronic maintenance dialysis therapy.


Subject(s)
Hepatorenal Syndrome , Hepatorenal Syndrome/therapy , Humans , Kidney , Renal Dialysis , Renal Replacement Therapy , Retrospective Studies , United States/epidemiology
14.
J Surg Res ; 259: 192-199, 2021 03.
Article in English | MEDLINE | ID: mdl-33302219

ABSTRACT

BACKGROUND: Older adults undergoing surgery are at risk for geriatric events (GEs: delirium, dehydration, falls or fractures, failure to thrive, and pressure ulcers). The prevalence and association of GEs with clinical outcomes after elective surgery is unclear. MATERIALS AND METHODS: Using the 2013-2014 National Inpatient Sample, we analyzed hospital admissions for the five most common elective procedures (total knee arthroplasty, right hemicolectomy, carotid endarterectomy, aortic valve replacement, and radical prostatectomy) in older adults (age ≥ 65). Our primary variable of interest was presence of any GE. Logistic regression estimated the association of GEs with (1) age group and (2) perioperative outcomes (mortality, postoperative complications, prolonged length of stay, and discharge to skilled nursing facility). RESULTS: Of 1,255,120 admissions, 66.5% were aged ≥65. The overall rate of any GE was 2.4% and increased with age (55-64 y: 1.5%; 65-74: 2.2%; ≥75: 4.1%; P < 0.001). After adjustment, the probability of any GE increased with age (P < 0.001). Rates of GEs varied by procedure (P < 0.001). In comparison with admissions with no GEs, one or more GE was associated with higher probability of worse outcomes including mortality, postoperative complications, prolonged length of stay, and discharge to skilled nursing facility (all P < 0.001). In addition, there was a dose-dependent relationship between GEs and these poor perioperative outcomes. CONCLUSIONS: GEs are strongly associated with poor perioperative outcomes. Efforts should focus on mutable factors responsible for GEs to optimize surgical care for older adults.


Subject(s)
Accidental Falls/statistics & numerical data , Delirium/epidemiology , Elective Surgical Procedures/adverse effects , Failure to Thrive/epidemiology , Postoperative Complications/epidemiology , Pressure Ulcer/epidemiology , Aged , Aged, 80 and over , Female , Humans , Inpatients , Length of Stay , Male , Middle Aged
15.
Ann Vasc Surg ; 62: 142-147, 2020 Jan.
Article in English | MEDLINE | ID: mdl-31476426

ABSTRACT

BACKGROUND: Black patients with end-stage renal disease (ESRD) represent 30.5% of the prevalent ESRD population in the United States, despite only accounting for 18% of the total population. Black patients are less likely to have pre-ESRD care compared with their white counterparts and are 3-4 times more likely to progress from chronic kidney disease to ESRD than whites, suggesting that black patients are particularly vulnerable to disparities in outcomes related to hemodialysis and ESRD. The objective of this study is to examine the association of race with outcomes of hemodialysis access and selection of arteriovenous fistula (AVF) versus arteriovenous graft (AVG). METHODS: Patients with chronic kidney disease who initiated dialysis through a tunneled hemodialysis catheter (THC) were identified in the Optum's De-identified Clinformatics® Data Mart (OptumInsight, Eden Prairie, MN) claims database (2011-2017). The odds of AVF versus AVG creation and the odds of repeat vascular access creation were analyzed using logistic regression. Time from initial AVF/AVG to THC removal and time to repeat AVF/AVG were analyzed using Cox proportional hazards. RESULTS: About 7,584 vascular access patients met the inclusion criteria: 5,852 (77%) AVF and 1,732 (23%) AVG. Median follow-up was 583 days overall (range, 1-2,543), 589 days among AVF patients (range, 1-2,543), and 260 days among AVG patients (range, 1-2,529). Between races, there was no clinically significant variation in characteristics or comorbidities, with the exception of a much lower rate of obesity among Asians. Black patients had 36% lower odds of AVF index versus AVG index (P < 0.001). Patients 70 years or older and patients with diabetes had lower odds of AVF index, whereas men and obese patients had greater odds of receiving AVF. Overall, graft patients were 73% more likely to have a shorter time to THC removal than fistula patients, but Hispanic graft patients were 25% more likely to have a shorter time to THC removal than whites. Patients with diabetes, patients with cardiac arrhythmia, and obesity were more likely to have a longer time to THC removal. About 1,589 (21%) patients underwent a repeat vascular access creation during the follow-up period: 19% of whites (n = 802), 26% of blacks (n = 483), 19% of Hispanics (n = 250), and 19% of Asians (n = 54) (P < 0.001). Multivariate analysis demonstrated that black patients had 58% greater odds of requiring a second access than white patients (P < 0.001). Graft patients, patients 70 years or older, and men had lower odds of repeat access. Black patients were 45% more likely to have a shorter time until second access creation. Graft patients, patients aged 70 years or older, and men were more likely to have a longer time until second access. Patients with obesity were more likely to have a shorter time until second access. CONCLUSIONS: This study's findings suggest that after initial vascular access, compared with whites, blacks have no difference in time to index access success, but their access fails earlier and more frequently, independent of access type, age, and comorbidities. Given blacks constitute 30.5% of the hemodialysis population in the United States, it is imperative that future research investigate the root causes of these disparities.


Subject(s)
Arteriovenous Shunt, Surgical , Black or African American , Blood Vessel Prosthesis Implantation , Healthcare Disparities , Renal Dialysis , Renal Insufficiency, Chronic/therapy , Age Factors , Aged , Aged, 80 and over , Arteriovenous Shunt, Surgical/adverse effects , Asian , Blood Vessel Prosthesis Implantation/adverse effects , Catheterization, Central Venous , Comorbidity , Databases, Factual , Female , Hispanic or Latino , Humans , Male , Middle Aged , Postoperative Complications/ethnology , Renal Insufficiency, Chronic/diagnosis , Renal Insufficiency, Chronic/ethnology , Retrospective Studies , Risk Assessment , Risk Factors , Sex Factors , Time Factors , Treatment Outcome , United States/epidemiology , White People
17.
Radiology ; 290(2): 456-464, 2019 02.
Article in English | MEDLINE | ID: mdl-30398430

ABSTRACT

Purpose To develop and validate a deep learning algorithm that predicts the final diagnosis of Alzheimer disease (AD), mild cognitive impairment, or neither at fluorine 18 (18F) fluorodeoxyglucose (FDG) PET of the brain and compare its performance to that of radiologic readers. Materials and Methods Prospective 18F-FDG PET brain images from the Alzheimer's Disease Neuroimaging Initiative (ADNI) (2109 imaging studies from 2005 to 2017, 1002 patients) and retrospective independent test set (40 imaging studies from 2006 to 2016, 40 patients) were collected. Final clinical diagnosis at follow-up was recorded. Convolutional neural network of InceptionV3 architecture was trained on 90% of ADNI data set and tested on the remaining 10%, as well as the independent test set, with performance compared to radiologic readers. Model was analyzed with sensitivity, specificity, receiver operating characteristic (ROC), saliency map, and t-distributed stochastic neighbor embedding. Results The algorithm achieved area under the ROC curve of 0.98 (95% confidence interval: 0.94, 1.00) when evaluated on predicting the final clinical diagnosis of AD in the independent test set (82% specificity at 100% sensitivity), an average of 75.8 months prior to the final diagnosis, which in ROC space outperformed reader performance (57% [four of seven] sensitivity, 91% [30 of 33] specificity; P < .05). Saliency map demonstrated attention to known areas of interest but with focus on the entire brain. Conclusion By using fluorine 18 fluorodeoxyglucose PET of the brain, a deep learning algorithm developed for early prediction of Alzheimer disease achieved 82% specificity at 100% sensitivity, an average of 75.8 months prior to the final diagnosis. © RSNA, 2018 Online supplemental material is available for this article. See also the editorial by Larvie in this issue.


Subject(s)
Alzheimer Disease/diagnostic imaging , Deep Learning , Image Interpretation, Computer-Assisted/methods , Positron-Emission Tomography/methods , Aged , Aged, 80 and over , Algorithms , Cognitive Dysfunction/diagnostic imaging , Female , Fluorodeoxyglucose F18/therapeutic use , Humans , Male , Middle Aged , Retrospective Studies , Sensitivity and Specificity
20.
NPJ Breast Cancer ; 4: 24, 2018.
Article in English | MEDLINE | ID: mdl-30131973

ABSTRACT

Radiomics is an emerging technology for imaging biomarker discovery and disease-specific personalized treatment management. This paper aims to determine the benefit of using multi-modality radiomics data from PET and MR images in the characterization breast cancer phenotype and prognosis. Eighty-four features were extracted from PET and MR images of 113 breast cancer patients. Unsupervised clustering based on PET and MRI radiomic features created three subgroups. These derived subgroups were statistically significantly associated with tumor grade (p = 2.0 × 10-6), tumor overall stage (p = 0.037), breast cancer subtypes (p = 0.0085), and disease recurrence status (p = 0.0053). The PET-derived first-order statistics and gray level co-occurrence matrix (GLCM) textural features were discriminative of breast cancer tumor grade, which was confirmed by the results of L2-regularization logistic regression (with repeated nested cross-validation) with an estimated area under the receiver operating characteristic curve (AUC) of 0.76 (95% confidence interval (CI) = [0.62, 0.83]). The results of ElasticNet logistic regression indicated that PET and MR radiomics distinguished recurrence-free survival, with a mean AUC of 0.75 (95% CI = [0.62, 0.88]) and 0.68 (95% CI = [0.58, 0.81]) for 1 and 2 years, respectively. The MRI-derived GLCM inverse difference moment normalized (IDMN) and the PET-derived GLCM cluster prominence were among the key features in the predictive models for recurrence-free survival. In conclusion, radiomic features from PET and MR images could be helpful in deciphering breast cancer phenotypes and may have potential as imaging biomarkers for prediction of breast cancer recurrence-free survival.

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