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Classifying Continuous Glucose Monitoring Documents From Electronic Health Records
Zheng, Yaguang; Iturrate, Eduardo; Li, Lehan; Wu, Bei; Small, William R; Zweig, Susan; Fletcher, Jason; Chen, Zhihao; Johnson, Stephen B
BACKGROUND:Clinical use of continuous glucose monitoring (CGM) is increasing storage of CGM-related documents in electronic health records (EHR); however, the standardization of CGM storage is lacking. We aimed to evaluate the sensitivity and specificity of CGM Ambulatory Glucose Profile (AGP) classification criteria. METHODS:We randomly chose 2244 (18.1%) documents from NYU Langone Health. Our document classification algorithm: (1) separated multiple-page documents into a single-page image; (2) rotated all pages into an upright orientation; (3) determined types of devices using optical character recognition; and (4) tested for the presence of particular keywords in the text. Two experts in using CGM for research and clinical practice conducted an independent manual review of 62 (2.8%) reports. We calculated sensitivity (correct classification of CGM AGP report) and specificity (correct classification of non-CGM report) by comparing the classification algorithm against manual review. RESULTS:Among 2244 documents, 1040 (46.5%) were classified as CGM AGP reports (43.3% FreeStyle Libre and 56.7% Dexcom), 1170 (52.1%) non-CGM reports (eg, progress notes, CGM request forms, or physician letters), and 34 (1.5%) uncertain documents. The agreement for the evaluation of the documents between the two experts was 100% for sensitivity and 98.4% for specificity. When comparing the classification result between the algorithm and manual review, the sensitivity and specificity were 95.0% and 91.7%. CONCLUSION/CONCLUSIONS:Nearly half of CGM-related documents were AGP reports, which are useful for clinical practice and diabetes research; however, the remaining half are other clinical documents. Future work needs to standardize the storage of CGM-related documents in the EHR.
PMCID:11904921
PMID: 40071848
ISSN: 1932-2968
CID: 5808452
Dietary Self-Management Using Mobile Health Technology for Adults With Type 2 Diabetes: A Scoping Review
Zheng, Yaguang; Campbell Rice, Brynne; Melkus, Gail D'Eramo; Sun, Mingui; Zweig, Susan; Jia, Wenyan; Parekh, Niyati; He, Hanbin; Zhang, YiLan; Wylie-Rosett, Judith
OBJECTIVE/UNASSIGNED:Dietary self-management is one key component to achieve optimal glycemic control. Advances in mobile health (mHealth) technology have reduced the burden of diabetes self-management; however, limited evidence has been known regarding the status of the current body of research using mHealth technology for dietary management for adults with type 2 diabetes. METHODS/UNASSIGNED:Literature searches were conducted electronically using PubMed, CINAHL (EBSCO), Web of Science Core Collection, PsycINFO (Ovid), EMBASE (Ovid), and Scopus. Keywords and subject headings covered dietary management, type 2 diabetes, and mHealth. Inclusion criteria included studies that applied mHealth for dietary self-management for adults with type 2 diabetes and were published in English as full articles. RESULTS/UNASSIGNED:This review (N = 15 studies) revealed heterogeneity of the mHealth-based dietary self-management or interventions and reported results related to physiological, dietary behavioral, and psychosocial outcomes. Twelve studies applied smartphone apps with varied functions for dietary management or intervention, while three studies applied continuous glucose monitoring (CGM) to guide dietary changes. Among 15 reviewed studies, only three of them were two-arm randomized clinical trial (RCT) with larger sample and 12-month study duration and 12 of them were pilot testing. Nine of 12 pilot studies showed improved HbA1c; most of them resulted in varied dietary changes; and few of them showed improved diabetes distress and depression. CONCLUSION/UNASSIGNED:Our review provided evidence that the application of mHealth technology for dietary intervention for adults with type 2 diabetes is still in pilot testing. The preliminary effects are inconclusive on physiological, dietary behavioral, and psychosocial outcomes.
PMID: 37162011
ISSN: 1932-2968
CID: 5496482
Polycystic Ovary Syndrome
Chapter by: Zweig, Susan B; Tolentino, Marsha C; Strizhevsky, Manina; Poretsky, Leonid
in: Principles of diabetes mellitus by Poretsky, Leonid [Eds]
New York : Springer, 2010
pp. 515-530
ISBN: 0387098410
CID: 2246722
Octreotide therapy for recurrent refractory hypoglycemia due to sulfonylurea in diabetes-related kidney failure [Case Report]
Gonzalez, Rita R; Zweig, Susan; Rao, Jyoti; Block, Romy; Greene, Loren W
OBJECTIVE: To describe a patient with kidney insufficiency from diabetes treated with glyburide, who presented with prolonged and recurrent hypoglycemia unresponsive to large intravenous doses of glucose, which was treated successfully with intravenously administered octreotide, and to review the therapeutic options for hypoglycemia. METHODS: We present a case report of a 66-year-old man with diabetes causing chronic kidney disease, who was treated with orally administered glyburide, 7.5 mg twice a day. He initially presented to another hospital because of hypoglycemia and was treated with intravenously administered glucose and discharged. The next day, his family brought him to our emergency department because of recurring low blood glucose levels and symptoms of sweating, fever, and nightmares. Laboratory tests revealed a blood glucose level of 33 mg/dL and a creatinine concentration of 6.2 mg/dL. RESULTS: The patient was treated with a 5% dextrose and, subsequently, a 10% dextrose infusion without any sustained improvement. The blood glucose level remained low despite the additional administration of 3 ampules of 50% dextrose in water. The patient was given a bolus of octreotide (50 mug subcutaneously) 14 hours after his second presentation. He received another 50-mug dose of octreotide 6 hours later. After this bolus, the hypoglycemia resolved, and he no longer required intravenous administration of glucose to maintain euglycemia. CONCLUSION: Patients with diabetes and kidney disease frequently have persistent and difficult-to-treat hypoglycemia, unresponsive to conventional therapy. Octreotide is an effective and safe treatment for patients with refractory hypoglycemia attributable to sulfonylureas
PMID: 17669721
ISSN: 1530-891x
CID: 73812
High prevalence of adrenal suppression during acute illness in hospitalized patients receiving megestrol acetate
Chidakel, A R; Zweig, S B; Schlosser, J R; Homel, P; Schappert, J W; Fleckman, A M
INTRODUCTION: Megestrol acetate (MA) is a progestational agent used for palliation of breast and endometrial cancer. The drug promotes weight gain via appetite stimulation. This property has led to widespread use in patients with wasting illnesses. Increasing numbers of reports suggest glucocorticoid activity. OBJECTIVE: Unrecognized adrenal suppression may result from MA use. This is the first study to examine the prevalence of adrenal suppression in hospitalized patients treated with MA. SUBJECTS AND DESIGN: This is a cross-sectional study of hospitalized patients receiving MA compared to control subjects. Morning cortisol levels, endocrine signs and symptoms, and duration of MA therapy were evaluated in 28 hospitalized medical patients treated with MA, and 21 control patients admitted to the same hospital service during the study period. RESULTS: Median cortisol levels were significantly lower in patients using MA vs controls (160 vs 386 nmol/l, p=0.003). Forty-three percent of subjects on MA demonstrated morning cortisol levels below the normal range (138-690 nmol/l), compared with 10% of controls (p=0.013). Ninety-three percent of subjects taking MA had morning cortisol levels below the level that excludes adrenal insufficiency in hospitalized patients (497 nmol/l) vs 71% of controls (p=0.06). CONCLUSIONS: MA use is associated with significant adrenal suppression in acutely ill individuals. This should alert physicians to the possibility of adrenal insufficiency and the need to assess for signs or symptoms of adrenal insufficiency, and mandates a low threshold for testing adrenal function in hospitalized patients taking MA.
PMID: 16610239
ISSN: 0391-4097
CID: 2472582
Rectal administration of propylthiouracil in suppository form in patients with thyrotoxicosis and critical illness: case report and review of literature [Case Report]
Zweig, Susan B; Schlosser, Jonathan R; Thomas, Sylvia A; Levy, Carol J; Fleckman, Adrienne M
OBJECTIVE: To report the successful management of thyrotoxicosis in a seriously ill 47-year-old man with a perforated gastric ulcer in whom oral intake was contraindicated. METHODS: Our patient was treated with 400 mg of propylthiouracil (PTU) every 6 hours in the form of specially prepared suppositories for rectal administration, together with intravenously infused esmolol. RESULTS: We were able to demonstrate substantial absorption of PTU administered by means of rectal suppositories. Serum levels of PTU were maintained within the high therapeutic range for 5 days until the patient was able to tolerate orally administered therapy. The patient improved clinically during this treatment. CONCLUSION: This case strongly supports the rectal administration of PTU in suppository form as an appropriate alternative route in any patient with thyrotoxicosis, including the critically ill patient, when oral administration is not possible
PMID: 16524862
ISSN: 1530-891x
CID: 111847