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Malinowska J, Małecka-Giełdowska M, Szymura W, Ciepiela O. Disturbances of calcium, magnesium, and phosphate homeostasis: incidence, probable causes, and outcome. Clin Chem Lab Med 2024; 0:cclm-2024-0212. [PMID: 38501348 DOI: 10.1515/cclm-2024-0212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 02/29/2024] [Indexed: 03/20/2024]
Affiliation(s)
- Justyna Malinowska
- Department of Laboratory Medicine, 37803 Medical University of Warsaw , Warsaw, Poland
- 37803 Doctoral School at Medical University of Warsaw , Warsaw, Poland
| | - Milena Małecka-Giełdowska
- Department of Laboratory Medicine, 37803 Medical University of Warsaw , Warsaw, Poland
- Central Laboratory, 37803 Central Teaching Hospital of University Clinical Center of Medical University of Warsaw , Warsaw, Poland
| | | | - Olga Ciepiela
- Department of Laboratory Medicine, 37803 Medical University of Warsaw , Warsaw, Poland
- Central Laboratory, 37803 Central Teaching Hospital of University Clinical Center of Medical University of Warsaw , Warsaw, Poland
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Nan W, Huang Q, Wan J, Peng Z. Association of serum phosphate and changes in serum phosphate with 28-day mortality in septic shock from MIMIC-IV database. Sci Rep 2023; 13:21869. [PMID: 38072848 PMCID: PMC10711004 DOI: 10.1038/s41598-023-49170-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2023] [Accepted: 12/05/2023] [Indexed: 12/18/2023] Open
Abstract
This study aimed to investigate the relationship between serum phosphate levels, changes in serum phosphate levels, and 28-day mortality in patients with septic shock. In this retrospective study, data were collected from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database between 2008 and 2019. Patients were divided into three groups according to the tertiles of serum phosphate levels. Kaplan-Meier curves and log-rank test analyses were used for survival analysis. Multivariate logistic regression, and restricted cubic spline (RCS) curve were used to explore the association between serum phosphate, delta serum phosphate levels and 28-day mortality. In total, 3296 patients with septic shock were included in the study, and the 28-day mortality was 30.0%. Serum phosphate levels were significantly higher in the non-survivor group than in the survivor group. The Kaplan-Meier curves showed significant differences among the three groups. Multivariate logistic regression analysis and the RCS curve showed that serum phosphate levels were independently and positively associated with the 28-day mortality of septic shock. Non-survivors had higher delta serum phosphate levels than survivors. Survival analysis showed that patients with higher delta serum phosphate levels had higher 28-day mortality. A non-linear relationship was detected between delta serum phosphate and 28-day mortality with a point of inflection at - 0.3 mg/dL. Serum phosphate levels were positively and independently associated with 28-day mortality in septic shock. Delta serum phosphate level was a high-risk factor for patients with septic shock.
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Affiliation(s)
- Wenbin Nan
- Department of Emergency Medicine, Second Xiangya Hospital, Central South University, Changsha, 410011, People's Republic of China
- Emergency Medicine and Difficult Diseases Institute, Central South University, Changsha, 410011, People's Republic of China
| | - Qiong Huang
- Department of Emergency Medicine, Second Xiangya Hospital, Central South University, Changsha, 410011, People's Republic of China
- Emergency Medicine and Difficult Diseases Institute, Central South University, Changsha, 410011, People's Republic of China
- Department of Geriatric Respiratory and Critical Care Medicine, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China
- Department of Geriatric Medicine, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China
| | - Jinfa Wan
- Department of Emergency Medicine, Second Xiangya Hospital, Central South University, Changsha, 410011, People's Republic of China
- Emergency Medicine and Difficult Diseases Institute, Central South University, Changsha, 410011, People's Republic of China
| | - Zhenyu Peng
- Department of Emergency Medicine, Second Xiangya Hospital, Central South University, Changsha, 410011, People's Republic of China.
- Emergency Medicine and Difficult Diseases Institute, Central South University, Changsha, 410011, People's Republic of China.
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Thongprayoon C, Radhakrishnan Y, Cheungpasitporn W, Petnak T, Qureshi F, Mao MA, Kashani KB. Association of Serum Phosphate Derangement With Mortality in Patients on Continuous Renal Replacement Therapy. Can J Kidney Health Dis 2022; 9:20543581221114697. [PMID: 35923184 PMCID: PMC9340369 DOI: 10.1177/20543581221114697] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Indexed: 11/17/2022] Open
Abstract
Background: There is limited evidence on the association of serum phosphate with
mortality in patients receiving continuous renal replacement therapy
(CRRT). Objective: To assess the association of serum phosphate with mortality in critically ill
patients requiring CRRT for acute kidney injury (AKI). Design: A cohort study. Setting: A tertiary referral hospital in the United States. Patients: Acute kidney injury patients receiving CRRT from 2006 through 2015 in
intensive care units. Measurements: (1) Serum phosphate before CRRT and (2) mean serum phosphate during CRRT were
categorized into 3 groups; ≤2.4 (hypophosphatemia), 2.5 to 4.5 (normal serum
phosphate group), and ≥4.6 (hyperphosphatemia) mg/dL. Methods: Multivariable logistic regression was used to assess the association between
serum phosphate and 90-day mortality. Results: A total of 1108 patients were included in this study. Of these, 55% died
within 90 days after CRRT initiation. Before CRRT, 3%, 30%, and 66% had
hypophosphatemia, normophosphatemia, and hyperphosphatemia, respectively.
Before CRRT, both hypophosphatemia and hyperphosphatemia were significantly
associated with higher 90-day mortality with the adjusted odds ratio (OR) of
2.22 (95% confidence interval [CI]: [1.03, 4.78]) and 1.62 (95% CI: [1.21,
2.18]), respectively. During CRRT, 3%, 85%, and 12% had mean serum phosphate
in hypophosphatemia, normophosphatemia, and hyperphosphatemia range. During
CRRT, hyperphosphatemia was significantly associated with higher 90-day
mortality with adjusted OR of 2.22 (95% CI: [1.45, 3.38]). Limitations: Single center, observational design, lack of information regarding causes of
serum phosphate derangement. Conclusion: Most CRRT patients had hyperphosphatemia before CRRT initiation but maintain
normal serum phosphate during CRRT. Before CRRT, hypo- and
hyperphosphatemia, and during CRRT, hyperphosphatemia predicted higher
mortality. Trial registration: Not registered.
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Affiliation(s)
- Charat Thongprayoon
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Yeshwanter Radhakrishnan
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Wisit Cheungpasitporn
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Tananchai Petnak
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, USA
- Division of Pulmonary and Pulmonary Critical Care Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Fawad Qureshi
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
| | - Michael A. Mao
- Division of Nephrology and Hypertension, Mayo Clinic, Jacksonville, FL, USA
| | - Kianoush B. Kashani
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, USA
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, USA
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Thongprayoon C, Dumancas CY, Nissaisorakarn V, Keddis MT, Kattah AG, Pattharanitima P, Petnak T, Vallabhajosyula S, Garovic VD, Mao MA, Dillon JJ, Erickson SB, Cheungpasitporn W. Machine Learning Consensus Clustering Approach for Hospitalized Patients with Phosphate Derangements. J Clin Med 2021; 10:4441. [PMID: 34640457 PMCID: PMC8509302 DOI: 10.3390/jcm10194441] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2021] [Revised: 09/18/2021] [Accepted: 09/25/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The goal of this study was to categorize patients with abnormal serum phosphate upon hospital admission into distinct clusters utilizing an unsupervised machine learning approach, and to assess the mortality risk associated with these clusters. METHODS We utilized the consensus clustering approach on demographic information, comorbidities, principal diagnoses, and laboratory data of hypophosphatemia (serum phosphate ≤ 2.4 mg/dL) and hyperphosphatemia cohorts (serum phosphate ≥ 4.6 mg/dL). The standardized mean difference was applied to determine each cluster's key features. We assessed the association of the clusters with mortality. RESULTS In the hypophosphatemia cohort (n = 3113), the consensus cluster analysis identified two clusters. The key features of patients in Cluster 2, compared with Cluster 1, included: older age; a higher comorbidity burden, particularly hypertension; diabetes mellitus; coronary artery disease; lower eGFR; and more acute kidney injury (AKI) at admission. Cluster 2 had a comparable hospital mortality (3.7% vs. 2.9%; p = 0.17), but a higher one-year mortality (26.8% vs. 14.0%; p < 0.001), and five-year mortality (20.2% vs. 44.3%; p < 0.001), compared to Cluster 1. In the hyperphosphatemia cohort (n = 7252), the analysis identified two clusters. The key features of patients in Cluster 2, compared with Cluster 1, included: older age; more primary admission for kidney disease; more history of hypertension; more end-stage kidney disease; more AKI at admission; and higher admission potassium, magnesium, and phosphate. Cluster 2 had a higher hospital (8.9% vs. 2.4%; p < 0.001) one-year mortality (32.9% vs. 14.8%; p < 0.001), and five-year mortality (24.5% vs. 51.1%; p < 0.001), compared with Cluster 1. CONCLUSION Our cluster analysis classified clinically distinct phenotypes with different mortality risks among hospitalized patients with serum phosphate derangements. Age, comorbidities, and kidney function were the key features that differentiated the phenotypes.
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Affiliation(s)
- Charat Thongprayoon
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN 59005, USA; (C.Y.D.); (A.G.K.); (V.D.G.); (J.J.D.); (S.B.E.)
| | - Carissa Y. Dumancas
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN 59005, USA; (C.Y.D.); (A.G.K.); (V.D.G.); (J.J.D.); (S.B.E.)
| | - Voravech Nissaisorakarn
- Division of Nephrology, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA 02215, USA;
| | - Mira T. Keddis
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Phoenix, AZ 85054, USA;
| | - Andrea G. Kattah
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN 59005, USA; (C.Y.D.); (A.G.K.); (V.D.G.); (J.J.D.); (S.B.E.)
| | - Pattharawin Pattharanitima
- Department of Internal Medicine, Faculty of Medicine, Thammasat University, Pathum Thani 12120, Thailand
| | - Tananchai Petnak
- Division of Pulmonary and Pulmonary Critical Care Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand;
| | - Saraschandra Vallabhajosyula
- Section of Cardiovascular Medicine, Department of Medicine, Wake Forest University School of Medicine, Winston-Salem, NC 27101, USA;
| | - Vesna D. Garovic
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN 59005, USA; (C.Y.D.); (A.G.K.); (V.D.G.); (J.J.D.); (S.B.E.)
| | - Michael A. Mao
- Division of Nephrology and Hypertension, Mayo Clinic, Jacksonville, FL 32224, USA;
| | - John J. Dillon
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN 59005, USA; (C.Y.D.); (A.G.K.); (V.D.G.); (J.J.D.); (S.B.E.)
| | - Stephen B. Erickson
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN 59005, USA; (C.Y.D.); (A.G.K.); (V.D.G.); (J.J.D.); (S.B.E.)
| | - Wisit Cheungpasitporn
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN 59005, USA; (C.Y.D.); (A.G.K.); (V.D.G.); (J.J.D.); (S.B.E.)
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