Literature DB >> 32572371

Practical Vitamin D Supplementation Using Machine Learning.

Tyler Fugere1, Zhongning Jim Chen1, Issam Makhoul1.   

Abstract

BACKGROUND: Patients with breast cancer are at increased risk of developing osteoporosis. Maintaining normal levels of vitamin D may decrease the risk of osteoporosis, and vitamin D levels must be corrected in patients who develop osteoporosis before beginning bone modifying agents. Therefore, it is important to correct insufficient vitamin D levels in a timely manner. In clinical practice, current guidelines for replacement regimens often fail to rapidly correct vitamin D levels. The goal of this study was to review data in order to predict what replacement regimen(s) were most effective at repleting vitamin D levels.
METHODS: For this retrospective cohort study, data was collected from medical records of 2,164 female patients with breast cancer with Institutional Review Board approval. Total level change per week was the primary outcome and was compared for the most commonly used vitamin D replacement regimens adjusted for age, race, body mass index, creatinine clearance, endocrine therapy, and initial level.
RESULTS: Higher weekly doses of vitamin D supplementation had a more significant impact on the rate of correction compared to lower daily doses. Generalized linear model was used to develop an online calculator that predicts time to vitamin D level correction adjusted for significant patient characteristics for 5 common replacement regimens as well as no intervention.
CONCLUSIONS: When choosing a vitamin D replacement regimen for patients with vitamin D deficiency, we recommend clinicians use the online calculator to ensure that the chosen regimen will enable the patient to reach vitamin D sufficiency in a timely manner.
Copyright © 2020 The Korean Society for Bone and Mineral Research.

Entities:  

Keywords:  Breast neoplasms; Osteoporosis; Vitamin D

Year:  2020        PMID: 32572371      PMCID: PMC7297626          DOI: 10.11005/jbm.2020.27.2.111

Source DB:  PubMed          Journal:  J Bone Metab        ISSN: 2287-6375


  8 in total

1.  The 25(OH)D level needed to maintain a favorable bisphosphonate response is ≥33 ng/ml.

Authors:  A S Carmel; A Shieh; H Bang; R S Bockman
Journal:  Osteoporos Int       Date:  2012-01-12       Impact factor: 4.507

2.  Effect of four monthly oral vitamin D3 (cholecalciferol) supplementation on fractures and mortality in men and women living in the community: randomised double blind controlled trial.

Authors:  Daksha P Trivedi; Richard Doll; Kay Tee Khaw
Journal:  BMJ       Date:  2003-03-01

3.  Safety of vitamin D3 in adults with multiple sclerosis.

Authors:  Samantha M Kimball; Melanie R Ursell; Paul O'Connor; Reinhold Vieth
Journal:  Am J Clin Nutr       Date:  2007-09       Impact factor: 7.045

4.  Evaluation of vitamin D repletion regimens to correct vitamin D status in adults.

Authors:  Kara J Pepper; Suzanne E Judd; Mark S Nanes; Vin Tangpricha
Journal:  Endocr Pract       Date:  2009-03       Impact factor: 3.443

Review 5.  The best of both worlds - managing the cancer, saving the bone.

Authors:  Issam Makhoul; Corey O Montgomery; Dana Gaddy; Larry J Suva
Journal:  Nat Rev Endocrinol       Date:  2015-10-27       Impact factor: 43.330

6.  The 2011 report on dietary reference intakes for calcium and vitamin D from the Institute of Medicine: what clinicians need to know.

Authors:  A Catharine Ross; JoAnn E Manson; Steven A Abrams; John F Aloia; Patsy M Brannon; Steven K Clinton; Ramon A Durazo-Arvizu; J Christopher Gallagher; Richard L Gallo; Glenville Jones; Christopher S Kovacs; Susan T Mayne; Clifford J Rosen; Sue A Shapses
Journal:  J Clin Endocrinol Metab       Date:  2010-11-29       Impact factor: 5.958

Review 7.  Management of Aromatase Inhibitor-Associated Bone Loss (AIBL) in postmenopausal women with hormone sensitive breast cancer: Joint position statement of the IOF, CABS, ECTS, IEG, ESCEO IMS, and SIOG.

Authors:  Peyman Hadji; Matti S Aapro; Jean-Jacques Body; Michael Gnant; Maria Luisa Brandi; Jean Yves Reginster; M Carola Zillikens; Claus-C Glüer; Tobie de Villiers; Rod Baber; G David Roodman; Cyrus Cooper; Bente Langdahl; Santiago Palacios; John Kanis; Nasser Al-Daghri; Xavier Nogues; Erik Fink Eriksen; Andreas Kurth; Rene Rizzoli; Robert E Coleman
Journal:  J Bone Oncol       Date:  2017-03-23       Impact factor: 4.072

8.  The use of calcium and vitamin D in the management of osteoporosis.

Authors:  John A Sunyecz
Journal:  Ther Clin Risk Manag       Date:  2008-08       Impact factor: 2.423

  8 in total
  1 in total

1.  Vitamin D Deficiency in Women with Breast Cancer: A Correlation with Osteoporosis? A Machine Learning Approach with Multiple Factor Analysis.

Authors:  Alessandro de Sire; Luca Gallelli; Nicola Marotta; Lorenzo Lippi; Nicola Fusco; Dario Calafiore; Erika Cione; Lucia Muraca; Antonio Maconi; Giovambattista De Sarro; Antonio Ammendolia; Marco Invernizzi
Journal:  Nutrients       Date:  2022-04-11       Impact factor: 6.706

  1 in total

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