Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective study

Background & purposeObesity and metabolic disorders were associated with increased risk of MM, a disease characterized by high risk of relapsing and require frequent hospitalizations. In this study, we conducted a retrospective cohort study to explore the association of metabolic obesity phe...

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Main Authors: Yue Zhang, Xiude Fan, Chunhui Zhao, Zinuo Yuan, Yiping Cheng, Yafei Wu, Junming Han, Zhongshang Yuan, Yuanfei Zhao, Keke Lu
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2023.1116307/full
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author Yue Zhang
Yue Zhang
Yue Zhang
Yue Zhang
Yue Zhang
Xiude Fan
Xiude Fan
Xiude Fan
Xiude Fan
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yafei Wu
Yafei Wu
Yafei Wu
Yafei Wu
Junming Han
Junming Han
Junming Han
Junming Han
Zhongshang Yuan
Yuanfei Zhao
Yuanfei Zhao
Keke Lu
Keke Lu
author_facet Yue Zhang
Yue Zhang
Yue Zhang
Yue Zhang
Yue Zhang
Xiude Fan
Xiude Fan
Xiude Fan
Xiude Fan
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yafei Wu
Yafei Wu
Yafei Wu
Yafei Wu
Junming Han
Junming Han
Junming Han
Junming Han
Zhongshang Yuan
Yuanfei Zhao
Yuanfei Zhao
Keke Lu
Keke Lu
author_sort Yue Zhang
collection DOAJ
description Background & purposeObesity and metabolic disorders were associated with increased risk of MM, a disease characterized by high risk of relapsing and require frequent hospitalizations. In this study, we conducted a retrospective cohort study to explore the association of metabolic obesity phenotypes with the readmission risk of MM.Patients & methodsWe analyzed 34,852 patients diagnosed with MM from the Nationwide Readmissions Database (NRD), a nationally representative database from US. Hospitalization diagnosis of patients were obtained using ICD-10 diagnosis codes. According to obesity and metabolic status, the population was divided into four phenotypes: metabolically healthy non-obese (MHNO), metabolically unhealthy non-obese (MUNO), metabolically healthy obese (MHO), and metabolically unhealthy obese (MUO). The patients with different phenotypes were observed for hospital readmission at days 30-day, 60-day, 90-day and 180-day. Multivariate cox regression model was used to estimate the relationship between obesity metabolic phenotypes and readmissions risk.ResultsThere were 5,400 (15.5%), 7,255 (22.4%), 8,025 (27.0%) and 7,839 (35.6%) unplanned readmissions within 30-day, 60-day, 90-day and 180-day follow-up, respectively. For 90-day and 180-day follow-up, compared with patients with the MHNO phenotype, those with metabolic unhealthy phenotypes MUNO (90-day: P = 0.004; 180-day: P = < 0.001) and MUO (90-day: P = 0.049; 180-day: P = 0.004) showed higher risk of readmission, while patients with only obesity phenotypes MHO (90-day: P = 0.170; 180-day: P = 0.090) experienced no higher risk. However, similar associations were not observed for 30-day and 60-day. Further analysis in 90-day follow-up revealed that, readmission risk elevated with the increase of the combined factor numbers, with aHR of 1.068 (CI: 1.002-1.137, P = 0.043, with one metabolic risk factor), 1.109 (CI: 1.038-1.184, P = 0.002, with two metabolic risk factors) and 1.125 (95% CI: 1.04-1.216, P = 0.003, with three metabolic risk factors), respectively.ConclusionMetabolic disorders, rather than obesity, were independently associated with higher readmission risk in patients with MM, whereas the risk elevated with the increase of the number of combined metabolic factors. However, the effect of metabolic disorders on MM readmission seems to be time-dependent. For MM patient combined with metabolic disorders, more attention should be paid to advance directives to reduce readmission rate and hospitalization burden.
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spelling doaj.art-dfda72f734bd418b91cc736ba3eb0fb92023-02-23T11:20:06ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2023-02-011310.3389/fonc.2023.11163071116307Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective studyYue Zhang0Yue Zhang1Yue Zhang2Yue Zhang3Yue Zhang4Xiude Fan5Xiude Fan6Xiude Fan7Xiude Fan8Chunhui Zhao9Chunhui Zhao10Chunhui Zhao11Chunhui Zhao12Chunhui Zhao13Zinuo Yuan14Zinuo Yuan15Zinuo Yuan16Zinuo Yuan17Zinuo Yuan18Yiping Cheng19Yiping Cheng20Yiping Cheng21Yiping Cheng22Yiping Cheng23Yafei Wu24Yafei Wu25Yafei Wu26Yafei Wu27Junming Han28Junming Han29Junming Han30Junming Han31Zhongshang Yuan32Yuanfei Zhao33Yuanfei Zhao34Keke Lu35Keke Lu36Department of Endocrinology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, ChinaShandong Key Laboratory of Endocrinology and Lipid Metabolism, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaShandong Engineering Laboratory of Prevention and Control for Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, ChinaShandong Key Laboratory of Endocrinology and Lipid Metabolism, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaShandong Engineering Laboratory of Prevention and Control for Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, ChinaShandong Key Laboratory of Endocrinology and Lipid Metabolism, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaShandong Engineering Laboratory of Prevention and Control for Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, ChinaShandong Key Laboratory of Endocrinology and Lipid Metabolism, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaShandong Engineering Laboratory of Prevention and Control for Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, ChinaShandong Key Laboratory of Endocrinology and Lipid Metabolism, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaShandong Engineering Laboratory of Prevention and Control for Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, ChinaShandong Key Laboratory of Endocrinology and Lipid Metabolism, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaShandong Engineering Laboratory of Prevention and Control for Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaDepartment of Endocrinology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, ChinaShandong Key Laboratory of Endocrinology and Lipid Metabolism, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaShandong Engineering Laboratory of Prevention and Control for Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaDepartment of Biostatistics, School of Public Health, Shandong University, Jinan, Shandong, ChinaBeijing Institute of Heart, Lung and Blood, Beijing Anzhen Hospital, Capital Medical University, Beijing, ChinaBeijing Advanced Innovation Center for Big Data-based Precision Medicine, Capital Medical University, Beijing, ChinaDepartment of Endocrinology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, ChinaShandong Institute of Endocrine and Metabolic Diseases, Jinan, Shandong, ChinaBackground & purposeObesity and metabolic disorders were associated with increased risk of MM, a disease characterized by high risk of relapsing and require frequent hospitalizations. In this study, we conducted a retrospective cohort study to explore the association of metabolic obesity phenotypes with the readmission risk of MM.Patients & methodsWe analyzed 34,852 patients diagnosed with MM from the Nationwide Readmissions Database (NRD), a nationally representative database from US. Hospitalization diagnosis of patients were obtained using ICD-10 diagnosis codes. According to obesity and metabolic status, the population was divided into four phenotypes: metabolically healthy non-obese (MHNO), metabolically unhealthy non-obese (MUNO), metabolically healthy obese (MHO), and metabolically unhealthy obese (MUO). The patients with different phenotypes were observed for hospital readmission at days 30-day, 60-day, 90-day and 180-day. Multivariate cox regression model was used to estimate the relationship between obesity metabolic phenotypes and readmissions risk.ResultsThere were 5,400 (15.5%), 7,255 (22.4%), 8,025 (27.0%) and 7,839 (35.6%) unplanned readmissions within 30-day, 60-day, 90-day and 180-day follow-up, respectively. For 90-day and 180-day follow-up, compared with patients with the MHNO phenotype, those with metabolic unhealthy phenotypes MUNO (90-day: P = 0.004; 180-day: P = < 0.001) and MUO (90-day: P = 0.049; 180-day: P = 0.004) showed higher risk of readmission, while patients with only obesity phenotypes MHO (90-day: P = 0.170; 180-day: P = 0.090) experienced no higher risk. However, similar associations were not observed for 30-day and 60-day. Further analysis in 90-day follow-up revealed that, readmission risk elevated with the increase of the combined factor numbers, with aHR of 1.068 (CI: 1.002-1.137, P = 0.043, with one metabolic risk factor), 1.109 (CI: 1.038-1.184, P = 0.002, with two metabolic risk factors) and 1.125 (95% CI: 1.04-1.216, P = 0.003, with three metabolic risk factors), respectively.ConclusionMetabolic disorders, rather than obesity, were independently associated with higher readmission risk in patients with MM, whereas the risk elevated with the increase of the number of combined metabolic factors. However, the effect of metabolic disorders on MM readmission seems to be time-dependent. For MM patient combined with metabolic disorders, more attention should be paid to advance directives to reduce readmission rate and hospitalization burden.https://www.frontiersin.org/articles/10.3389/fonc.2023.1116307/fullMMmultiple myelomametabolic disordersobesity phenotypeshospitalization burdenreadmission
spellingShingle Yue Zhang
Yue Zhang
Yue Zhang
Yue Zhang
Yue Zhang
Xiude Fan
Xiude Fan
Xiude Fan
Xiude Fan
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Chunhui Zhao
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Zinuo Yuan
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yiping Cheng
Yafei Wu
Yafei Wu
Yafei Wu
Yafei Wu
Junming Han
Junming Han
Junming Han
Junming Han
Zhongshang Yuan
Yuanfei Zhao
Yuanfei Zhao
Keke Lu
Keke Lu
Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective study
Frontiers in Oncology
MM
multiple myeloma
metabolic disorders
obesity phenotypes
hospitalization burden
readmission
title Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective study
title_full Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective study
title_fullStr Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective study
title_full_unstemmed Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective study
title_short Association between metabolic obesity phenotypes and multiple myeloma hospitalization burden: A national retrospective study
title_sort association between metabolic obesity phenotypes and multiple myeloma hospitalization burden a national retrospective study
topic MM
multiple myeloma
metabolic disorders
obesity phenotypes
hospitalization burden
readmission
url https://www.frontiersin.org/articles/10.3389/fonc.2023.1116307/full
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