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Lian X, Luo J, Wei L, Zhang H, Chen Y, Huang T, Liu T, Chen Y, Deng Y, Liu L, Wei K. Development of a prediction model for antimicrobial stewardship pharmacy consultations to identify high-risk pediatric patients: a retrospective study across two centers. BMC Infect Dis 2025; 25:524. [PMID: 40234766 PMCID: PMC12001715 DOI: 10.1186/s12879-025-10841-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2024] [Accepted: 03/20/2025] [Indexed: 04/17/2025] Open
Abstract
BACKGROUND Antimicrobial Stewardship Pharmacy Consultation (ASPC) in China has been shown to reduce patients' length of stay (LOS). However, prolonged LOS remains a challenge, resulting in unnecessary psychological and financial burden for patients. OBJECTIVE This study aimed to develop a prediction model using ASPC parameters to identify high-risk pediatric patients with infectious diseases. These patients received ASPC interventions but still experienced prolonged LOS, which defined their high-risk status. METHODS Predictors for the ASPC model were selected using lasso regression, a nomogram was developed using multivariate logistic regression, and internal validation was performed using tenfold cross-validation. The data set consisted of 474 electronic medical records of pediatric patients with infectious diseases from two hospitals. LOS was dichotomized at the median, and patients with LOS greater than the median were considered to have achieved the outcome. RESULTS The proportion of outcome events was set at 50% by design. Five independent predictors were identified in the ASPC model: (1) the suggestions from the crucial consultation (OR: 1.74; 95% CI: 1.10 to 2.74), (2) weight (OR: 0.98; 95% CI: 0.97 to 1.00), (3) whether the patient received first aid (OR: 0.54; 95% CI: 0.3 to 1.00), (4) the aim of the crucial consultation (OR: 0.15; 95% CI: 0.03 to 0.66), and (5) whether the patient was critically ill (OR: 0.22; 95% CI: 0.12 to 0.41). The ASPC model showed good discrimination with a C-statistic of 0.772 (95% CI: 0.748 to 0.797) and good calibration performance with intercept and slope values of 0.00 (95% CI: -0.12 to 0.12) and 0.93 (95% CI: 0.82 to 1.04), respectively, under tenfold cross-validation. CONCLUSIONS The antimicrobial stewardship pharmacy consultation model has good discrimination and calibration, and effectively identifies patients at risk for prolonged length of stay.
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Affiliation(s)
- Xuanbao Lian
- Guangxi Medical University, 22 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Jun Luo
- The First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Lizhi Wei
- The Second Affiliated Hospital of Guangxi Medical University, 166 Daxuedong Road, Xixiangtang District, Nanning, Guangxi, 530007, China
| | - Hongliang Zhang
- The First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Yiyu Chen
- The First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Tianmin Huang
- The First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Taotao Liu
- The First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Yi Chen
- Guangxi Medical University, 22 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Yinqiu Deng
- Guangxi Medical University, 22 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China
| | - Limin Liu
- Guangxi Medical University, 22 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China.
| | - Kunxuan Wei
- The First Affiliated Hospital of Guangxi Medical University, 6 Shuangyong Road, Qingxiu District, Nanning, Guangxi, 530021, China.
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Ao H, Song H, Li J. A Nomogram for Predicting the Effectiveness of Consultations on Multi-Drug Resistant Infections: An Exploration for Clinical Pharmacy Services. Infect Drug Resist 2024; 17:3439-3450. [PMID: 39139627 PMCID: PMC11319096 DOI: 10.2147/idr.s470883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 07/23/2024] [Indexed: 08/15/2024] Open
Abstract
Purpose The increasing multi-drug resistance (MDR) is a serious threat to human health. The appropriate use of antibiotics can control the progression of MDR and clinical pharmacists play an important role in the rational use of antibiotics. There are many factors that influence the effectiveness of multi-drug resistant organisms (MDRO) infection consultations. The study aimed to establish a model to predict the outcome of consultation and explore ways to improve clinical pharmacy services. Patients and methods Patients diagnosed with MDRO infection and consulted by clinical pharmacists were included. Univariate analysis and multivariate logistic regression analysis were used to identify independent risk factors for MDRO infection consultation effectiveness, and then a nomogram was constructed and validated. Results 198 patients were finally included. The number of underlying diseases (OR=1.720, 95% CI: 1.260-2.348), whether surgery was performed prior to infection (OR=8.853, 95% CI: 2.668-29.373), ALB level (OR=0.885, 95% CI: 0.805~0.974), pharmacist title (OR=3.463, 95% CI: 1.277~9.396) and whether the recommendation was taken up (OR=0.117, 95% CI: 0.030~0.462) were identified as independent influences on the effectiveness of the consultation. The nomogram prediction model was successfully constructed and the AUC of the training set and the verification set were 0.849 (95% CI: 0.780-0.917) and 0.761 (95% CI: 0.616-0.907) respectively. The calibration curves exhibited good overlap between the data predicted by the model and the actual data. Conclusion A nomogram model was developed to predict the risk of consultation failure and was shown to be good accuracy and good prediction efficiency, which can provide proactive interventions to improve outcomes for potentially treatment ineffective patients.
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Affiliation(s)
- Hui Ao
- Department of Pharmacy, the Affiliated Wuxi People’s Hospital of Nanjing Medical University, Wuxi People’s Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, People’s Republic of China
| | - Huizhu Song
- Department of Pharmacy, the Affiliated Wuxi People’s Hospital of Nanjing Medical University, Wuxi People’s Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, People’s Republic of China
| | - Jing Li
- Department of Pharmacy, the Affiliated Wuxi People’s Hospital of Nanjing Medical University, Wuxi People’s Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, People’s Republic of China
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Yu B, Ni M, Li H, Xu R, Wang A. Tailored pharmacist-led intervention to improve adherence to Iron supplementation in premature infants: a randomized controlled trial in China. Front Endocrinol (Lausanne) 2023; 14:1288347. [PMID: 37876544 PMCID: PMC10591074 DOI: 10.3389/fendo.2023.1288347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Accepted: 09/26/2023] [Indexed: 10/26/2023] Open
Abstract
Introduction Prematurity is due to a number of factors, especially genetics. This study was designed to evaluate the impact of a pharmacist-led patient-centered medication therapy management trial on iron deficiency and medication adherence among premature infants receiving iron supplementation at a tertiary hospital in Shaoxing, China. Methods In this randomised controlled trial, eighty-one premature infants, with or without genetic factors, born at 26 to 30 weeks and 6 days gestational age, will be recruited and randomised to an intervention group or a control group. The intervention group will receive a pharmacist-driven discharge counseling on iron supplements from recruitment, until 12 months. The control group will receive care as usual. The main outcomes were haemoglobin (g/L), serum iron (μg/L), medication adherence estimation and differentiation scale, the satisfaction with information about medicines scale, beliefs about medicines questionnaire and the Bayley scales for infant development. Results A total of 81 patients were enrolled in the study. After intervention, results for the haemoglobin and serum iron differed significantly between the control group and the intervention group (101.36 vs. 113.55, P < 0.0001 and 51.13 vs. 101.36, P = 0.004). Additionally, there was a substantial difference between the intervention group and the control group in terms of patient medication adherence estimation and differentiation scale (27 vs. 34, P = 0.0002). the intervention group had better mental development index and psychomotor development index, compared with the control group (91.03 vs. 87.29, P = 0.035 and 95.05 vs. 90.00, P = 0.022). Discussion In premature infants with iron deficiency, our pharmacist-led team significantly improved clinical outcomes and medication adherence.
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Affiliation(s)
- Beimeng Yu
- Shaoxing Key Laboratory of Reproductive Health, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
- Neonatal Intensive Care Unit, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
| | - Ming Ni
- Shaoxing Key Laboratory of Reproductive Health, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
- Department of Clinical Pharmacy, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
| | - Haijing Li
- Shaoxing Key Laboratory of Reproductive Health, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
| | - Renjie Xu
- Shaoxing Key Laboratory of Reproductive Health, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
- Department of Clinical Pharmacy, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
| | - Aiping Wang
- Gynecological Fifth Ward, Shaoxing Maternity and Child Health Care Hospital, Shaoxing, Zhejiang, China
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Cheng J, Dang C, Li X, Wang J, Huang X, Li Y, Cui X. The participation of clinical pharmacists in the treatment of patients with central nervous system infection can improve the effectiveness and appropriateness of anti-infective treatments: a retrospective cohort study. Front Pharmacol 2023; 14:1226333. [PMID: 37745082 PMCID: PMC10512419 DOI: 10.3389/fphar.2023.1226333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Accepted: 08/28/2023] [Indexed: 09/26/2023] Open
Abstract
Background: Central nervous system infection (CNSI) treatment in hospital neurosurgery emphasizes the importance of optimizing antimicrobial therapy. Timely and appropriate empiric antibiotic treatment is critical for managing patients with bacterial meningitis. Objectives: To evaluate the activities of clinical pharmacists in the anti-infective treatment of patients with CNSI in neurosurgery. Method: A single-center retrospective cohort study was carried out from January 2021 to March 2023 at a tertiary teaching hospital in China. The study sample included a group that received pharmacy services and a group that did not. In the pharmacy services group, the anti-infective treatment plan was led and developed by pharmacists. Pharmaceutical care, including medication therapy and all CNSI treatment regimens, was administered in daily unit rounds by pharmacists. Baseline demographics, treatment outcomes, and rational use of antibiotics were compared between the two groups, and the impact of a antimicrobial stewardship (AMS) program was evaluated. Results: Of the 306 patients assessed according to the inclusion and exclusion criteria, 151 patients were included, and 155 patients were excluded due to abnormal data and missing information on antibiotic costs or antimicrobial use. Eventually, 73 were included in the pharmacy services group and 78 in the group without pharmacist participation. The antibiotic use density (AUD) of the pharmacy services group decreased from 167.68 to 127.63 compared to the group without pharmacist participation. After the pharmacist services, the AUD for linezolid decreased from 9.15% to 5.23% and that for miscellaneous agents decreased from 17.91% to 6.72%. The pharmacy services group had better improvement (p < 0.05) and a significantly higher score for the rational use of antibiotics (p < 0.05) than the group without pharmacist participation. Conclusion: The clinical pharmacist services evaluation results demonstrated an essential role of clinical pharmacist-led AMS programs in the effective and appropriate use of anti-infective treatments in neurosurgery with patients with CNSI.
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Affiliation(s)
- Jie Cheng
- Department of Clinical Pharmacy, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Medicine and Health Key Laboratory of Clinical Pharmacy, Jinan, China
- Department of Clinical Pharmacy, The First Affiliated Hospital of Baotou Medical College, Baotou, China
| | - ChuanDong Dang
- Department of Clinical Pharmacy, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Medicine and Health Key Laboratory of Clinical Pharmacy, Jinan, China
| | - Xiao Li
- Department of Clinical Pharmacy, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Medicine and Health Key Laboratory of Clinical Pharmacy, Jinan, China
| | - JianJun Wang
- Department of Neurosurgery, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Medicine and Health Key Laboratory of Neurosurgery, Jinan, China
| | - Xin Huang
- Department of Clinical Pharmacy, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Medicine and Health Key Laboratory of Clinical Pharmacy, Jinan, China
| | - Yan Li
- Department of Clinical Pharmacy, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Medicine and Health Key Laboratory of Clinical Pharmacy, Jinan, China
| | - XueYan Cui
- Department of Clinical Pharmacy, The First Affiliated Hospital of Shandong First Medical University and Shandong Provincial Qianfoshan Hospital, Shandong Medicine and Health Key Laboratory of Clinical Pharmacy, Jinan, China
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Du Q, Xi X, Dong J, Zhang T, Li D, Dong Y, Li W, Huang G, Zhu J, Ran H, Gou J, Chen C, Bai Z, Liu Q, Yao W, Zhang L, Bi Y, Liu S. The impact of pharmacist early active consultation (PEAC) on multidrug resistance organism treatment outcomes: A prospective historically controlled study. Front Pharmacol 2023; 14:1128219. [PMID: 36937879 PMCID: PMC10017476 DOI: 10.3389/fphar.2023.1128219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 02/22/2023] [Indexed: 03/06/2023] Open
Abstract
Background and aim: Infectious disease (ID) consultation can improve multidrug-resistant organism (MDRO) treatment outcomes. However, the impact of clinical pharmacists' ID consultation on MDRO therapy, especially early initiation, has not been reported. In this study, we try to explore the impact of the pharmacist early active consultation (PEAC) on MDRO patient management. Methods: We conducted a prospective historical controlled study based on PEAC in MDRO patients. The retrospective control group was patients hospitalized 18 months before the PEAC initiation, and the prospective PEAC group was patients hospitalized 18 months after the PEAC initiation. Primary endpoint was 30-day all-cause mortality. Secondary outcomes were MDRO clinical outcome, duration of antibiotic use, length of stay, antibiotic consumption and antibiotic costs. Further subgroup analysis of secondary outcomes was performed by the condition at admission, MDRO pathogenicity and MDRO clinical outcome. Results: 188 MDRO patients were included. After adjusting for potential predictors, PEAC reduced the 30-day all-cause mortality by 70% (HR 0.30, 95% CI 0.09-0.96, p = 0.042). PEAC group had clinical improvement than control group (89.47% vs. 65.59%, p < 0.001), especially in patients with non-severe clinical conditions at admission (98.41% vs. 70.18%, p < 0.001). However, no significant differences were found between groups in length of stay, antibiotics consumption, and antibiotics costs. Conclusion: Early active pharmacy ID consultation can reduce 30-day all-cause mortality and improve clinical outcomes in MDRO patients.
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Affiliation(s)
- Qian Du
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xin Xi
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jie Dong
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Tongyan Zhang
- Infectious Disease Department, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Dongxuan Li
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
- College of Pharmacy, Chongqing Medical University, Chongqing, China
| | - Yuzhu Dong
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Wenjun Li
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Guili Huang
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jun Zhu
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Hailong Ran
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Jinghui Gou
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Cheng Chen
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Zhanfeng Bai
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Qinglong Liu
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Wei Yao
- Department of Respiratory Medicine, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Lei Zhang
- Department of Intensive Care Unit, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Yutian Bi
- Department of Medical Administration, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
- *Correspondence: Yutian Bi, ; Songqing Liu,
| | - Songqing Liu
- Department of Pharmacy, The Third Affiliated Hospital of Chongqing Medical University, Chongqing, China
- *Correspondence: Yutian Bi, ; Songqing Liu,
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Zhang J, Li X, He R, Zheng W, Kwong JSW, Lu L, Lv T, Huang R, He M, Li X, Wang X, Fang Q, Wei L, Liu Y, Chen S, Qin X, Xie J. The Effectiveness of Clinical Pharmacist-Led Consultation in the Treatment of Infectious Diseases: A Prospective, Multicenter, Cohort Study. Front Pharmacol 2020; 11:575022. [PMID: 33013418 PMCID: PMC7506045 DOI: 10.3389/fphar.2020.575022] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Accepted: 08/24/2020] [Indexed: 11/24/2022] Open
Abstract
Background Antimicrobial resistance (AMR) is a serious global health threat and leads to a huge challenge to infectious diseases (ID) treatment. To tackle AMR, regional ‘Antimicrobial Stewardship Programs’ (ASP) have been implemented in many countries. Due to insufficient clinical pharmacy resources, a major intervention mode of ASP in China is through clinical pharmacist-led consultation (CPC). The current study aims to prospectively evaluate this intervention and compare the effectiveness of CPC served by ID and non-ID clinical pharmacists. Methods We conducted a prospective and multicenter cohort study based on a regional registry database in 17 hospitals in Western China, including consecutive patients with ID between April 2017 and December 2019. Baseline characteristics including sex, age, liver and kidney function, comorbidity, infection severity were prospectively collected and recorded. The main exposure of interest was whether the attending physician adopted recommendations of the clinical pharmacist in the therapeutic scheme. The outcome was the infection effective response, assessed during day 3–7 after completing CPC. Multivariate analyses were performed by generalized linear mixed models. Results A total of 2,663 ID patients were included in the final analysis according to the predesigned inclusion and exclusion criteria. The number of patients whose treatment followed and did not follow the pharmacists’ suggestion was 2,529 and 134, respectively. CPC intervention could improve the ID patient prognosis in the context of other confounders controlled (Adjusted Odds ratio(AOR)=1.838, 95%Confidence Interval(CI)=[1.212, 2.786]), and the effectiveness of CPC served by ID and non-ID clinical pharmacists might be equivalent (AOR=0.958, 95%CI[0.740, 1.240]). Special consultation (AOR=1.832, 95%CI[1.106, 3.035]) and surgical treatment of infectious sites (AOR=1.380, 95%CI[1.039, 1.834]) had positive influences on the patient prognosis, while hypoalbuminemia (AOR=0.694, 95%CI[0.523, 0.921]), liver dysfunction (AOR=0.705, 95%CI[0.559, 0.889]), presence of high-risk factors (AOR=0.775, 95%CI[0.613, 0.980]), and increased infection severity (AOR=0.631, 95%CI[0.529, 0.753])were associated with a decrease in effective response rate, independently. Conclusion This study suggests that CPC is a promising pharmacist-led intervention to improve ID treatment, and it can achieve standardization among clinical pharmacists with different backgrounds by some measures. Policy/decision-makers should promote this intervention mode in developing countries or regions where there is an insufficient number of clinical pharmacists.
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Affiliation(s)
- Jiaxing Zhang
- Department of Pharmacy, Guizhou Provincial People's Hospital, Guiyang, China
| | - Xiaosi Li
- Department of Pharmacy, Hospital of Chengdu Office of People's Government of Tibetan Autonomous Region, Chengdu, China
| | - Rui He
- Experimental Cancer Medicine, Department of Laboratory Medicine, Karolinska Institute, Stockholm, Sweden.,Clinical Research Center and Center of Allogeneic Stem Cell Transplantation(CAST), Karolinska University Hospital Huddinge, Stockholm, Sweden
| | - Wenyi Zheng
- Experimental Cancer Medicine, Department of Laboratory Medicine, Karolinska Institute, Stockholm, Sweden.,Clinical Research Center and Center of Allogeneic Stem Cell Transplantation(CAST), Karolinska University Hospital Huddinge, Stockholm, Sweden
| | - Joey Sum-Wing Kwong
- Global Health Nursing, Graduate School of Nursing Science, St. Luke's International University, Tokyo, Japan
| | - Ling Lu
- Department of Pharmacy, The Second People's Hospital of Guiyang, Guiyang, China
| | - Tianyi Lv
- Department of Pharmacy, Xingyi People's Hospital, Xingyi, China
| | - Rong Huang
- Department of Pharmacy, Qian Xi Nan People's Hospital, Xingyi, China
| | - Mei He
- Department of Pharmacy, The First People's Hospital of Bijie City, Bijie, China
| | - Xiaoyan Li
- Department of Pharmacy, Tongren Municipal People's Hospital, Tongren, China
| | - Xue Wang
- Department of Pharmacy, The People's Hospital of Qiannan, Duyun, China
| | - Qin Fang
- Department of Pharmacy, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
| | - Lingyu Wei
- Department of Pharmacy, Guizhou Cancer Hospital, Guiyang, China
| | - Yang Liu
- Department of Pharmacy, The Second Affiliated Hospital of GuiZhou Medical University, Kaili, China
| | - Shuya Chen
- Department of Pharmacy, The First People's Hospital of Guiyang, Guiyang, China
| | - Xiaogai Qin
- Department of Pharmacy, Affiliated Wudang Hospital of Guizhou Medical University, Guiyang, China
| | - Juan Xie
- Department of Pharmacy, Guizhou Provincial People's Hospital, Guiyang, China
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