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ORIGINAL RESEARCH article

Front. Public Health, 17 April 2023
Sec. Public Health Education and Promotion

Qualitative and quantitative evaluation of a standardized training model for improving patients' ability to use inhalers

\nYuwen Huang,&#x;Yuwen Huang1,2Fangzhou Miao&#x;Fangzhou Miao1Yunjian DaiYunjian Dai1Cuie ChangCuie Chang1Xiaoyu ZhangXiaoyu Zhang1Haibin Dai
Haibin Dai1*
  • 1Department of Pharmacy, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
  • 2Department of Pharmacy, Peking University Third Hospital, Beijing, China

Objective: Training contributes to the effectiveness of aerosol inhalation therapy. However, qualitative and quantitative evaluation of effective training methods is rarely reported. This study aimed to evaluate the effectiveness of a standardized training model by pharmacists based on verbal instruction and physical demonstration in improving patients' ability to use inhalers using qualitative and quantitative methods. Risk or protective factors affecting correct inhaler use were also explored.

Methods: 431 Outpatients with asthma or COPD were recruited and randomly divided into a standardized training group (n = 280) and a usual training group (control group, n = 151). A framework of qualitative (e.g., multi-criteria analysis) and quantitative comparisons [percentage of correct use (CU%), percentage of complete error (CE%), and percentage of partial error (PE%)] was established to evaluate the two training models. In addition, the changes of key factors (age, education level, adherence, device type, etc.) influencing patients' ability to use inhalers of two models were observed.

Results: The multi-criteria analysis showed that the standardized training model had comprehensive advantages in qualitative indicators. The average correct use percentage (CU%) of the standardized training group was significantly higher than that of the usual training group (77.6% vs. 35.5%). A stratified analysis further demonstrated that the ORs (95%CI) in the usual training group of age and educational level was 2.263 (1.165–4.398) and 0.556 (0.379–0.815), while in the standardized training group, age and educational level were not the key factors influencing the ability to use inhaler devices (P > 0.05). Logistic regression analysis demonstrated that standardized training was a protective factor for inhalation ability.

Conclusion: These findings indicate that the framework of qualitative and quantitative comparisons could be used to evaluate training models, and the standardized training model by pharmacists can significantly improve patients' ability to use inhalers correctly and address the influence of older age and lower education because of its methodological advantages. Further studies with more extended follow-up are needed to validate the role of the standardized training model by pharmacists in the correct use of inhalers.

Clinical trial registration: chictr.org.cn, ChiCTR2100043592 (23-02-2021).

1. Introduction

Inhaled therapeutic drugs are important in treating asthma and chronic obstructive pulmonary disease (COPD). Inhalers are the most common medication device used in asthma or COPD therapy. The primary advantage of inhaled aerosol treatment involving inhaled medications and their corresponding inhalers is to directly treat the lungs in smaller doses, with fewer side effects than oral delivery (1). However, the effectiveness of inhaled medications is limited by the patient's ability to use the inhaler correctly, and the issue is often neglected when these medications are prescribed (2). Incorrect use of inhalers by patients may lead to uncontrolled asthma or COPD and increased costs (3). There is evidence that costs increase significantly with the severity of asthma (4), and patients with uncontrolled asthma spend more than twice as much on health care as patients with controlled asthma (5). Many international organizations and academic groups, including the International Primary Care Respiratory Group (IPCRG), Aerosol Drug Management Improvement Team (ADMIT), and American Association of Respiratory Care (AARC), are calling for greater awareness that proper use of devices is the key to successful treatment, and have developed corresponding guidelines for implementing them (2, 611).

Incorrect inhaler usage may directly result from poor instruction and can be significantly improved by training (2, 1214). Many guidelines emphasize that inhalers should be prescribed only after patients have been trained to use them properly and have demonstrated this ability (15, 16). However, many studies showed that overall and critical error rates of inhalers in patients with asthma or COPD were high across different devices, ranging from 50 to 100% and 14–92%, respectively, indicating that the problem of proper device use was far from solved (17). Evidence suggests that there is still a need to train patients on the correct inhalation technique for the various available devices (18).

Evidence suggested that using the manufacturer's instruction sheet alone was inadequate for patients to gain correct inhalation technique (1921). Verbal instruction demonstrated a greater efficiency than reading the manufacturer's leaflet (20, 22, 23), especially in patients using an inhaler for the first time (21). Three instruction methods based on verbal instruction (e.g., group instruction, video instruction, and personal instruction) were proved to have good efficiency, and personal instruction (verbal education plus demonstration) was more practical than group and video instruction (24). Moreover, a review from the ADMIT series on training tools for inhalation devices concluded that inhaler technique education was best delivered by verbal instructions and physical demonstration of the technique by a skilled educator, either face to face or by video (2).

An effective training model should consider the multiple factors that impact inhaler use (25). These factors can be divided into several broad categories related to the device itself, the patient, or the health care professional (12). The most common inhaler devices are dry-powder inhalers (DPI) and pressurized metered-dose inhalers (pMDI). Both are expected to deliver a precise amount of drug in the form of aerosol particles with a particle size suitable for reaching the conducting airways when used correctly. Each drug delivery system demands a certain level of physical skill, manipulation, lung capacity and/or hand-lung coordination to ensure optimal/correct inhaler use (26). Besides physical abilities, several other patient-related factors may impact inhaler use, including patients' age, adherence (e.g., unintentional factors like poor communication between health care professionals and patients and language barriers in local dialects), and patient device preference (12, 27). In addition, healthcare professionals (e.g., respiratory physicians and pharmacists) might lack the appropriate knowledge and skills to use different inhaler devices (28). Still, as educators, they played a critical role in enabling patients to acquire the initial correct inhaler technique and maintain the proper inhaler use over time (29, 30).

At present, there needs to be more literature to report qualitative and quantitative evaluation of effective training models (considering the educators, patients, and training methods) (31). This study developed a standardized training model based on verbal instruction and device demonstration by pharmacists. Its role in improving patients' ability to use inhaler devices was evaluated qualitatively and quantitatively, compared with a usual training group based on reading the manufacturer's leaflet, a common way for Chinese patients to use before inhaler operation, although it is less efficient.

2. Subjects and methods

2.1. Study design

This study used a prospective cohort design, and two evaluations were planned for the standardized training group. The first evaluation was performed immediately after the first-time or re-training process, while the second was done more than 9 months after the first evaluation. This paper reported only the preliminary results of the first evaluation.

2.2. Subjects

Outpatients of the Second Affiliated Hospital of Zhejiang University in Zhejiang province of eastern China were recruited for the study. The patients were numbered sequentially, and each was assigned a random number between 0 and 1 generated by the RAND function in Excel software. If the patient's random number was less than one-third, the patient was assigned to the usual training group, and if the patient's random number was more than two-thirds, the patient was assigned to the standardized training group. A qualified trainer performed the randomization, recruitment, and grouping of patients.

The inclusion criteria for participants were as follows: (a) outpatients over 14 years of age; (b) outpatients were clinically diagnosed with asthma, COPD, or asthma plus COPD according to the medical history and physical examination; (c) outpatients were prescribed with dry powder inhalers (DPI) or metered-dose inhalers (pMDI) in the first time. The following patients were excluded: (a) patients with a history of receiving verbal instruction or inhaler demonstration; (b) patients with tumor history; (c) pregnancy or lactation; (d) patients with difficulty in verbal communication because of intubation, tracheostomy, delirium, etc.; (e) patients with a history of psychiatric illness (e.g., schizophrenia, bipolar illness, and psychotic illness).

The subjects who agreed to participate in the study were asked to sign an informed consent form. The study protocol was approved by the Second Affiliated Hospital of Zhejiang University institutional committee (Protocol number: 2021-0081) and the Chinese Clinical Trial Registry (website: chictr.org.cn, registration number: ChiCTR2100043592, 23-02-2021). All study methods, including study type, study objectives, study design, inclusion or exclusion criteria, grouping or intervention, sample size, and measurement methods were performed in accordance with the relevant guidelines and regulations required by the Chinese Clinical Trial Registry.

Patient data, such as general information (age, gender, education, living area), type of respiratory diseases, type of inhaler devices, follow-up physician, and history of hospitalization, were extracted from an integrated electronic prescribing system of the hospital.

Illiteracy or elementary school (duration of education was <7 years), middle or high school (duration of education was between 7 and 12 years), and university (duration of education was more than 12 years) were included in our study.

pMDI usually uses medications such as Albuterol Sulfate and Ipratropium Bromide. The main types of DPI were turbuhaler (using drugs like Budesonide, Budesonide and Formoterol), discus (using drugs like Fluticasone and Salmeterol), and breezhaler (using Tiotropium).

The level of patient adherence was also investigated using the Medication Adherence Report Scale (MARS)-5, which consists of five general statements about non-adherent behavior (32, 33). The five statements are: “I forget to take my medicines,” “I alter the dose of my medicines,” “I stop taking my medicines for a while,” “I decide to miss out a dose, and “I take less than instructed.” These questions were answered on a 5-point Likert scale (1 = always, 2 = often, 3 = sometimes, 4 = rarely, 5 = never). The scores were summed with a possible range of 5–25. A score of 5–22 was considered non-adherent, and a score of 23–25 was considered adherent.

2.3. Intervention and control

2.3.1. Standardized training model for inhaler use

A standardized training model was developed based on verbal instruction and mold demonstrations to help patients improve their abilities to use different types of inhaler devices properly. Figure 1 demonstrates the flow chart of the standardized training model. It was described briefly below:

(1) Preparation before patient training. The following four parts need to be prepared: (a) Standard demonstration devices (inhaler molds) were provided by the manufacturer. The mold matched the inhaler prescribed by physicians; (b)The standardized operation procedure is formulated for correct use of each inhaler device based on the manufacturer's leaflet; (c) Training for qualified educators or trainers. Pharmacists from the hospital pharmacy, as participating investigators, were trained to be skilled trainers and received ongoing training; and (d) A health education room was prepared specifically for the interaction between trainers and patients.

(2) Training for patients: each participant received the standardized training course based on a trainer's verbal instruction and inhaler demonstration. The training program for patients included the following knowledge and skills: (a) The importance of the correct use of inhalers for successful treatment; (b) The operation procedure of mold in the form of written instructions and pictures, including a written plan for the use of the medication; (c) The Techniques for correct use of each inhaler mold; (d) The improvement of patient adherence against unintentional factors (e.g., not understanding therapy correctly), especially in the problem-oriented re-training stage in the standardized training procedure.

(3) Evaluation of patient's ability to use inhalers: After the first-time standardized training, trainers assessed participants' ability to use inhaler mold. A checklist for assessing the inhaler use ability was developed based on the “A Guide to Aerosol Delivery Devices for Respiratory Therapists 4th Edition” published by the AARC (American Association of Respiratory Care) and “Guidelines for bronchial asthma prevent and management (2020 edition)” released by the AGCTS (34). The evaluation method was used to determine the type of errors patients made and the correct use (CU). Table 1 lists the definition of operating error in the standardized operation procedures for inhaler devices, in which incorrect use (IU) included complete error (CE) and partial error (PE) (12, 25).

(4) Reason analysis, re-training, and recording: If the patient was evaluated with IU, the reasons influencing the patient's ability of device use should be analyzed in terms of their skills of inhaler use, medical adherence, vulnerability (e.g., older age and low educational level), and training methodology. The evaluation conclusion and problem analysis were recorded by the trainer. Then, the re-training was performed immediately after the first training for patients evaluated with IU based on problem analysis, and the evaluation was done according to the criteria in Table 1.

FIGURE 1
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Figure 1. Flow chart of standardized training model.

TABLE 1
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Table 1. Definitions for operating errors of inhalers in standardized training programs.

2.3.2. Usual training model (control) for inhaler use

This study used the usual training model as a control for the standardized training model. Usual training means that patients can use the inhaler device based on their understanding by reading the manufacturer's instructions which contain information about how to use the inhalers step by step with an illustration. It is common for patients to use inhalers in China, although it is less efficient.

2.4. Outcomes

2.4.1. Comparative study of the two models

In order to evaluate the effect of the standardized training model on improving patients' ability to use the inhaler correctly, a comparative study was designed to compare qualitative and quantitative differences between the standardized training model and the usual training model. Multi-criteria analysis was performed to compare the qualitative differences (35). Quantitative comparisons were performed based on a statistical difference in the percentage of correct use (CU%) or percentage of incorrect use (IU%) between the two models. In addition, the changes in key factors influencing patients' ability to use inhalers were observed. Finally, the consistency of qualitative and quantitative comparisons was evaluated.

2.4.2. Qualitative comparisons

Key information regarding the targeted population, attribute, trainer and assessor, interaction, validation, reliability, guidance, error correction mechanism, and operability of the two models was qualitatively analyzed based on the literature review and expert discussion. The literature databases queried were Web of Science, Pub-Med, Medline, Scopus, and related official websites. Search terms used were “inhaler,” “inhalation technique,” “Asthma,” “Chronic obstructive pulmonary disease (COPD),” “education,” “training,” or “aerosol delivery therapy.”

Multi-criteria qualitative analysis was subsequently established based on this analysis of essential information. It included the following steps: determination of evaluation indicators, assignment of indicator values and weights, expert consultation, interview with key informants, and comprehensive analysis. The evaluation indicators were determined based on the literature review and expert consultation, in which 20 experts in the field of health management, pharmacist, or respiratory physician were asked for advice on evaluating indicators in two rounds. The nine selected indicators are shown in Table 2. To assign indicator weight, 85% of the consulted experts agreed that the weight of the nine indicators should be equivalent, meaning that each indicator was equally important. Furthermore, most experts (90%) considered it appropriate to divide each indicator into low, medium, and high levels, which were assigned 1, 2, and 3 points, respectively. However, the interaction (the interactive model between the patient and trainer is better), error correction mechanism (the model with an error correction mechanism is better), and operability (the model with simple steps is convenient to use) indicators were only divided into two levels (low and high), because the medium level was difficult to define.

TABLE 2
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Table 2. Scoring system used for the multi-criteria analysis for training models.

A radar diagram was drawn to directly reflect the distribution of the two methods at different levels for each evaluation indicator. The total score for each model in the nine evaluation indicators was calculated to evaluate whether each model had a comprehensive advantage.

2.4.3. Quantitative comparisons

In order to observe the role of the standardized training model, the difference in CU% or IU% between the standardized training group and the usual training group was analyzed using a stratified analysis by gender, age, education level, living area, type of follow-up physician, history of hospitalization, inhaler type, DPI subtype, and the MARS-5 scores of patient's adherence. In this study, the first-time training and re-training effects of the standardized procedure were investigated to provide a basis for a follow-up study in the future.

In addition, the changes in key factors influencing the ability to use inhalers were investigated after standardized training compared with usual training.

2.5. Sample size

The sample sizes of the two groups were calculated by the Z-test of PASS software (Tests for two proportions) (37). The average percentages of CU for standardized training and usual training were at least 70% and 30%, respectively, based on the literature review and pre-investigation. If α = 0.05, β = 0.1, and the dropout ratio is 20%, if the sample size of the two groups is equal, at least 39 usual training patients and 39 standardized training patients should be included. That is, the minimum sample size for this study is 78.

2.6. Statistical analysis

The Chi-square analysis was used to analyze the CU% or IU% of the two models and the association between CU% (or IU%) and influencing factors. The binary logistics regression analysis was used to analyze the OR and 95% CI of factors influencing inhaler use ability. P-value < 0.05 was considered statistically different.

3. Results

3.1. Characterization of included patients

A total of 431 outpatients were recruited in the study, i.e., a standardized training group with 280 patients and a usual training group with 151 patients. There were no significant differences in gender, age, educational level, occupational status, living area, MARS-5 scores of adherence, type of respiratory diseases, combined use of MDI and DPI between the two groups (P > 0.05, Table 3). The average age of patients was 52.6 ± 0.78 years. Among all subjects, 53.6% were female, 45.7% were illiterate or have an elementary school education, 30.9% were farmers or workers, 23.4% lived in rural areas. Patients suffering from asthma, COPD and asthma+COPD accounted for 64.5%, 26.2%, and 9.3%, respectively. 12.3% of patients used MDI combined with DPI or used more than two different DPI types simultaneously.

TABLE 3
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Table 3. General information of subjects and the inhaler device used in the two groups.

3.2. Characterization of included training devices

A total of 489 training devices in two groups were included in the study, i.e., the standardized training group with 317 devices and the usual training group with 172 devices. The DPI and pMDI inhaler device use percentages were 96.3% and 3.7%, respectively. The types of DPI were turbuhaler (49.3%), discus (32.3%), and breezhaler (18.4%) (Table 3).

3.3. Qualitative differences between the two models

The radar diagram (Figure 2) directly reflects the distribution of the two methods at different levels for each qualitative indicator. The multi-criteria analysis shows that the total score of the standardized training model and usual training model were 24 and 13, respectively. The standardized training model had significant advantages over the usual model in qualitative indicators of the targeted population (3 vs. 1), attribute (3 vs. 1), trainer (3 vs. 1), interaction (3 vs. 1), reliability (3 vs. 1), guidance (3 vs. 2), and error correction mechanism (3 vs.1). The two models had a similar score in the validation indicator (2 vs. 2). Only the operability indicator of the usual training model was better than that of the standardized training model (3 vs. 1).

FIGURE 2
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Figure 2. A radar diagram reflecting the distribution of the usual training model and standardized training model at different levels for each qualitative indicator. The total score of the standardized training model and usual training model were 24 and 13, respectively.

3.4. Quantitative differences between the two models

Table 4 shows quantitative differences in the inhaler device use between the two models at different subgroups of each factor. A total of 489 training devices for two groups were included. The CU% of each subgroup of each factor (e.g., gender, age, educational level, living area, follow-up physician, history of hospitalization, inhaler type, and MARS-5 scores of adherence) in the standardized training group after first-time training was significantly higher than that of the usual training model (P < 0.05). The subgroups with the most significant increase of CU% in the standardized training group after first-time training as compared with the usual training group were: living in the rural area (increasing by 52.4%), illiteracy or elementary school (52.4%), ≥60 years old (increasing by 45.3%), and the score of adherence <23 (increasing by 41.5%). Correspondingly, the average percentage of incorrect use (IU%) in the standardized training group after first-time training (28.4%) was significantly lower than that of the usual training group (64.5%). Moreover, the average percentage of complete error (CE%) in IU% in the standardized training group after first-time training was 1.6%, which was significantly lower than that (30.8%) of the usual training group (P < 0.05). The average percentage of partial error (PE%) in IU% in the standardized training group after first-time training was 26.8%, which was significantly lower than that (33.7%) of the usual training group (P < 0.05). In terms of DPI subtypes, the CU% of Turbuhaler, Discus, and Breezhaler in the usual training group were 38.5%, 34.0%, and 34.3%, respectively, which were significantly lower than those (64.3%, 74.7%, and 92.3%, respectively) in the standardized training group after first-time training (P < 0.05).

TABLE 4
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Table 4. Quantitative differences in inhaler use ability between the two models using a stratified analysis.

After the first-time training, 90 devices were evaluated with IU and accepted re-training. The average CU% of the usual training and standardized groups after re-training were 35.5% and 77.6%, respectively, increasing by 44.1%. After an increase of 36.1% in CU% in the first standardized training session compared with usual training, the CU% of the re-training session increased by 6% again. However, no significant difference was observed between the two training sessions. After re-training, the CE% in IU% was zero, and the PE% in IU% remained 22.4%, decreased by 4.4%.

3.5. Key factors influencing patients' ability to use inhaler devices

Table 4 shows that in the usual training group, IU% among patients with age ≥60 years old was significantly higher than that of those aged 18–60 years old (P < 0.05); IU% of the patient with illiteracy or elementary level was significantly higher than that of the patient with middle or high school or college education (P < 0.05); IU% of the patient with MARS-5 score of adherence score <23 was significantly higher than that of the patient with adherence score of 23–25 (P < 0.05). Although the CU% of DPI in the usual training group or the standardized training group was higher than that of pMDI, the difference was not statistically significant (P > 0.05).

In the standardized training group after first-time training or re-training, the IU% of the patients with adherence scores <23 was significantly higher than that of the patients with adherence scores of 23–25 (P < 0.05). IU% of Turbuhaler or Discus subtype was higher than that of Breezhaler subtype (P < 0.01); The CU% of the patients using DPI devices simultaneously was higher than that using one DPI (P < 0.01).

Logistic regression analysis in Table 5 illustrates the key factors influencing the ability to use inhaler devices for the two models. In the usual training group, the ORs (95%CI) of age, educational level, and patient adherence were 2.263 (1.165–4.398), 0.556 (0.379–0.815), and 0.347 (0.182–0.662), respectively. In the standardized training group, after the first-time training or re-training, age and educational level were not the key factors influencing the ability to use inhaler devices (P > 0.05). Better patient adherence with MARS-5 scores 23–25 was still the key factor impacting patients' ability to use inhalers (OR = 0.515, 95%CI: 0.301–0.880) as compared with patients' adherence with a MARS-5 score of <23. Simultaneous use of DPI devices was also influencing factors.

TABLE 5
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Table 5. Logistic regression analysis of key factors influencing the ability to use inhalers for the two models.

Logistic regression analysis for all participants in Table 6 further illustrates that after being adjusted by education level and DPI subtype, the ORs value of the training group (standardized training vs. usual training) was 0.174 (95%CI: 0.113–0.268, P < 0.01), and the ORs for simultaneous use of DPI devices (yes vs. no) was 0.346 (95%CI: 0.192–0.626, P < 0.01), and the ORs for patients' adherence (MARS-5 score 23–25 vs. <23) and age (>60 vs. 18–60) was 0.4 (95%CI: 0.260–0.617, P < 0.01) and 2.625 (95%CI: 1.566–4.400, P < 0.01), respectively.

TABLE 6
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Table 6. Logistic regression analysis of key factors influencing inhaler use ability in all subjects (n = 489).

4. Discussion

This study attempts to evaluate the efficacy of a standardized training model by pharmacists based on verbal instructions and device demonstration in enhancing patients' inhalation ability using qualitative and quantitative analysis.

From the perspective of qualitative analysis, the radar diagram demonstrates that the standardized training model had significant advantages in indicators of the targeted population, attribute, trainer, interaction, reliability, guidance, and error correction mechanism. The standardized training model focused on the general population that covered vulnerable people like teenagers and the elderly. Since this hospital was not a children's hospital, the study sample did not involve children. As a standard method, the usual training model is unsuitable for elderly patients and adolescents with relatively poor comprehension of written materials. The methodological attributes of the standardized training model were verbal instruction and physical demonstration, which are more effective than the usual training model, as many studies have shown that verbal instruction or physical demonstration was more efficient than manufacturer's leaflet (21, 24). The standardized training model of this study was designed to specifically provide continuous training to trainers or educators until their inhaler competency was qualified since healthcare professionals typically lack the appropriate knowledge and skills in using different inhaler devices (29). Evidence suggested that community pharmacists receiving single-session training could significantly improve patients' inhaler techniques and asthma outcomes by providing inhaler education interventions (38). In the standardized train model, the knowledge and abilities that a qualified trainer should possess were specified in detail, including familiarity with training procedures, basic knowledge of respiratory medicines and mechanisms of action, the importance of correct use of inhalers, common errors of inhaler use and corresponding interventions, good skills of teaching, demonstration, evaluation, and intervention. This standardized training program also focused on problem-oriented re-training, with the primary goal of eliminating complete errors and improving partial errors of inhaler use. In this study, after re-training, the CE% in IU% was zero, the PE% in IU% remained 22.4%, decreasing by 4.4%.

In addition, the standardized training model was designed to have a good interaction between the patient and the trainer through face-to-face, provide explanatory guidance and device demonstration, and have an error correction mechanism based on problem-oriented re-training for patients, which might lead to higher training efficiency. Moreover, the standardized training model might exhibit better reliability than usual training since the model had a standardized or systemic training procedure (Figure 1). There is a need to train patients more effectively in following a proper sequence of inhalation steps to ensure maximum delivery of an inhaled drug to receptor sites in the lungs (2). The correct sequence of inhalation steps should be solidified or standardized for ease of use and generalization. The two models scored similarly on the validation indicator because more independent data was still required to validate the two models. Only the score of the operability indicator for the standardized training model was lower than that of the usual training model because of the complexity and time-consuming of the standardized training method. If a patient was evaluated for incorrect use, factors influencing the patient's inhaler use would be analyzed, and re-training continued, then the process was recorded. The whole process would take 3–7 min. The multi-criteria analysis showed that the total score of the standardized training model was 24, which was greater than that (13) of the usual training model. This result reflected that the standardized training model had comprehensive advantages in key qualitative indicators.

The above methodological advantages from qualitative analysis were supported by the quantitative analysis in this study. The average CU% of the standardized training group was 77.6%, which was greater than that (35.5%) of the usual training group (P < 0.05). The stratified analysis demonstrated that CU% in each factor subgroup for the standardized training model was significantly higher than the usual training model (P < 0.05). The increase of CU% in the standardized training group was particularly significant for subgroups such as those living in a rural area, illiterate or elementary school level, elderly patients, and poor medication adherence. Correspondingly, the average PE% (partial error) or CE% (complete error) in IU% (incorrect use) in the standardized training group was significantly lower than the usual training group (P < 0.05). The CU% of DPI (e.g., Turbuhaler, Discus, and Breezhaler) in the usual training group was <40%, and it increased significantly to 72.5% in the standardized training group after first-time training, then reached 78.4% after the re-training mainly through eliminating the complete error. These quantitative differences indicated that the training efficiency of the standardized training was much higher than that of usual training, and the newly established standardized training programs improved patients' ability to use inhalers correctly. The reason for efficiency gains might be related to the interactive and error-correcting training methodology, based on a standardized training process using face-to-face verbal instruction and inhaler mold demonstration by qualified trainers. These results were supported by previous studies. Ronmark et al. carried out a randomized multicenter parallel-group trial to compare correct use and acceptability of Diskus, Turbuhaler, and Easyhaler powder inhalers among 326 patients. They found that when the subjects were only asked to read the manufacturer's leaflet, only half of the subjects used the DPI devices correctly, while video education lasting 4 weeks based on verbal instruction could increase CU% to 80–90% (19). Serra-Batlles et al. reported that the percentage of correct handling maneuvers and the percentage of patients who achieved correct maneuvers increased significantly after the first verbal instruction compared with reading the manufacturer's leaflet (21). Bosnic-Anticevich et al. investigated the effect of two educational interventions on improving the MDI technique delivered in community pharmacy. They concluded that adding a physical demonstration was more effective in enhancing the pMDI technique than written and verbal instructions alone (39). ADMIT also believes that a better patient training tool for inhalation devices would combine verbal instruction with physical demonstration (2).These findings suggested that usual training based on the manufacturer's instruction sheet alone was not enough to improve the patient's inhalation technique. A combination of verbal instruction (with written materials) and physical demonstration exhibited better training efficiency. Many studies further suggested that repeating the combined education over time could increase the proportion of patients returning to follow-up visits who maintain the correct technique (38, 39).

An effective training methodology must overcome the influence of factors affecting patients' inhalation ability. Old age, low education level, and poor adherence were crucial factors affecting usual training patients' ability to use inhalers correctly. The standardized training could significantly improve the CU% of inhalers in vulnerable groups such as elderly patients and patients with low education levels. Elderly patients are less able to use inhalers properly since age can change anatomic and physiologic factors such as airway size, respiratory rate, and lung volume (40, 41). Often, the very young and the elderly experience physical difficulties when using an inhaler device (42). The low educational level of the patient might affect their cognitive ability to understand how and when to use a device and medication, as well as their physical ability and coordination in using an aerosol generator (36, 43). This study showed that the two influencing factors had been significantly addressed after this standardized training. Aydemir reported that before a face-to-face training based on verbal instruction, the patients with no education had a higher percentage of incorrect use than patients with formal education and that the difference disappeared after the training. However, older patients remained unable to use it correctly despite training (25). The age-related differences did not disappear because there was no inhaler demonstration in the training method compared with our study.

In terms of the influence of inhaler types on inhaler competence, the CU% of DPI in the usual training group or the standardized training group was higher than that of pMDI, although the difference was not statistically significant. As for DPI subtypes, there was no significant difference of CU% in usual training patients; after standardized training, the CU% of patients using Breezhaler was significantly higher than Turbuhaler or Discus. The reason for the difference in competence for different inhaler types might be that each of the different drug delivery systems demands a certain level of physical skill, manipulation, dexterity, hand strength, lung capacity, and/or hand-lung co-ordination to ensure optimal/correct inhaler use (12). Breezhaler type in this study required relatively simple operating steps and inhalation techniques for patients. Accordingly, to manage the increased risk of inhaler errors when prescribing inhalers, it is crucial to consider the individual capabilities of the patient. Table 1 describes examples of common operating errors (complete and partial errors) for each inhaler device. After standardized training, although CU% of each inhaler was improved significantly and the complete error disappeared, more than 20% of patients still had partial errors in using inhalers, such as failure to rinse mouth after inhalation, failure to hold breath, failure to breathe out before inhalation, too fast inspiratory flow rate for pMDI, and slow and unforced inhalation for DPI.

After the standardized re-training, CU% of patients with adherence scores of <23 and 23–25 were 73.4% and 84.7%, respectively, which were significantly improved than those in usual training patients, and the CU% (84.7%) of high adherence score was second only to Breezhaler DPI type (94.2%) in all subgroups. This result suggested that standardized training was more effective in improving CU% of inhalers in patients with better medication adherence because these patients were able to master breathing techniques more quickly after being instructed by the trainer. Adherence refers to a patient's choice to follow prescribed therapy. Lack of adherence can lead to poor health outcomes and increased healthcare costs, and both long- and short-term adherence may be influenced by patient and social factors (44, 45). In order to optimize disease management, patients must have the correct inhaler technique at the outset of treatment and as they continue to use their inhaler over time (38). However, studies indicate that 40%−60% of patients with asthma were non-adherent to their medication (46, 47). In this study, 63.6% of patients were non-adherent (Table 3). Failure to adhere to prescribed inhalers is categorized as “unintentional” or “intentional.” Unintentional factors usually included misunderstanding about prescribed drug regimens, such as poor communication between healthcare providers and patients, and language barriers. Intentional factors refer to understanding therapy but not adhering correctly to patient beliefs (40). The interactive standardized training programs in this study were designed to address these unintentional factors like poor communication between pharmacists and patients and language barriers in local dialects. This result was supported by the AARC, which notes that an example of unintentional non-adherence is an incorrect aerosol device technique resulting from a misunderstanding of the prescribed drug regimen, which can be corrected through patient training (31). Demonstrating operating steps could also help overcome language barriers (48). However, these intentional factors could not be addressed in this study due to the lack of corresponding intervention modules in the standardized training program. Logistic regression analysis for all participants in Table 6 further illustrates that after being adjusted by education level and DPI subtype, the standardized training model was a protective factor for patient's inhaler ability compared with the usual training, and non-adherence, old age and simultaneous use of DPI were still the main risk factors affecting patients' ability to use inhalers correctly. These findings highlighted the importance of selecting suitable training methods to address the impact of age and poor medication adherence.

Based on the above findings, the following conclusions could be drawn: (1) Compared with the usual training model, the standardized training model had comprehensive advantages in methodology; 2 Compared with usual training, standardized training could significantly improve patients' ability to use inhalers correctly, although about 22% of patients still had partial errors in using inhalers; (3) Old age and poor adherence were the main risk factors affecting patients' inhaler use ability, and a suitable training method based on verbal instruction and physical demonstration by a skilled trainer was a protective factor for correct use of inhalers in patients with asthma or COPD; (4) The framework of qualitative and quantitative comparisons could be used to evaluate different training models. More samples and well-designed population studies are needed to verify the effectiveness of the standardized training model and further improve the training methodology.

There are several limitations to be noted in this study: (a) Training tools or devices were not used in this study. The training device may allow patients to correctly and quickly master the technique and enable trainers to objectively evaluate the training efficiency by measuring patients' objective metrics like inspiratory flow and lung capacity (2); (b) The evaluation data from the follow-up required further analysis since the inhaler technique deteriorates again after education (12); (c) Failure to address the intentional factors of non-adherence was another shortcoming (31). Strategies to address this issue, such as patient-centered care and the use of motivational tools, should be incorporated into standardized training programs in future study.

Data availability statement

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

Ethics statement

The studies involving human participants were reviewed and approved by the Second Affiliated Hospital of Zhejiang University institutional committee (Protocol number: 2021-0081). Written informed consent to participate in this study was provided by the participants' legal guardian/next of kin.

Author contributions

YH: conceptualization, methodology, data curation, and writing. FM: project administration and supervision. YD: formal analysis and data curation. CC and XZ: investigation and data collection. HD: writing-reviewing and editing. All authors gave final approval of the version to be published.

Funding

This work was supported by the Zhejiang Provincial Natural Science Foundation of China [grant numbers LY19H090024, 2019].

Acknowledgments

We acknowledge the assistance of Meibian Zhang (National Institute for Occupational Health and Poison Control) for the calculation of sample size.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher's note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Abbreviations

COPD, chronic obstructive pulmonary disease; ADMIT, Aerosol Drug Management Improvement Team; AARC, American Association of Respiratory Care; CU%, percentage of correct use; IU%, percentage of incorrect use; CE%, percentage of complete error; PE%, percentage of partial error; CU, correct use; IU, incorrect use; CE, complete error; PE, partial error; DPI, dry-powder inhalers; pMDI, pressurized metered-dose inhalers; MARS, Medication Adherence Report Scale.

References

1. Dulfano MJ, Glass P. The bronchodilator effects of terbutaline: route of administration and patterns of response. Ann Allergy. (1976) 37:357–66.

PubMed Abstract | Google Scholar

2. Lavorini F, Levy ML, Corrigan C. The ADMIT series e issues in inhalation therapy. 6 training tools for inhalation devices. Prim Care Respir J. (2010) 19:335–41. doi: 10.4104/pcrj.2010.00065

PubMed Abstract | CrossRef Full Text | Google Scholar

3. AL-Jahdali H, Ahmed A, AL-Harbi A, Khan M, Baharoon S, Bin Salih S, et al. Improper inhaler technique is associated with poor asthma control and frequent emergency department visits. Allergy, Asthma Clin Immunol. (2013) 9:1–7. doi: 10.1186/1710-1492-9-8

PubMed Abstract | CrossRef Full Text | Google Scholar

4. Godard P, Chanez P, Siraudin L, Nicoloyannis N, Duru G. Costs of asthma are correlated with severity: a 1-yr prospective study. Eur Respir J. (2002) 19:61–7. doi: 10.1183/09031936.02.00232001

PubMed Abstract | CrossRef Full Text | Google Scholar

5. Sullivan SD. The burden of uncontrolled asthma on the US health care system. Manag Care. (2005) 14:4–27.

Google Scholar

6. Pedersen S, Dubus JC, Crompton G. The ADMIT series-issues in inhalation therapy. (5) inhaler selection in children with asthma. Prim Care Respir J. (2010) 19:209–16. doi: 10.4104/pcrj.2010.00043

PubMed Abstract | CrossRef Full Text | Google Scholar

7. Vincken W, Dekhuijzen R, Barnes P. The ADMIT series—Issues in inhalation therapy. (4) How to choose inhaler devices for the treatment of COPD. Prim Care Respir J. (2010) 19:10–20. doi: 10.4104/pcrj.2009.00062

PubMed Abstract | CrossRef Full Text | Google Scholar

8. M Broeders ME, Sanchis J, Levy ML, Crompton GK, Dekhuijzen PN. The ADMIT series-issues in inhalation therapy. 2. Improving technique and clinical effectiveness. Prim Care Respir J. (2009) 18:76–82. doi: 10.4104/pcrj.2009.00025

PubMed Abstract | CrossRef Full Text | Google Scholar

9. Dekhuijzen PNR, Crompton GK. Issues in inhalation therapy: a new series of papers from the ADMIT working group. Prim Care Respir J. (2007) 16:335–6. doi: 10.3132/pcrj.2007.00080

PubMed Abstract | CrossRef Full Text | Google Scholar

10. Dekhuijzen PNR, Magnan A, Kneussl M. The ADMIT series—Issues in Inhalation Therapy. 1) The goals of asthma treatment: Can they be achieved? Prim Care Respir J. (2007) 16:341–8. doi: 10.3132/pcrj.2007.00081

PubMed Abstract | CrossRef Full Text | Google Scholar

11. Papi A, Haughney J, Virchow JC, Roche N, Palkonen S, Price D. Inhaler devices for asthma: a call for action in a neglected field. Eur Respir J. (2011) 37:982–5. doi: 10.1183/09031936.00150910

PubMed Abstract | CrossRef Full Text | Google Scholar

12. Price D, Bosnic-Anticevich S, Briggs A, Chrystyn H, Rand C, Scheuch G, et al. Inhaler competence in asthma: common errors, barriers to use and recommended solutions. Respir Med. (2013) 107:37–46. doi: 10.1016/j.rmed.2012.09.017

PubMed Abstract | CrossRef Full Text | Google Scholar

13. Virchow JC, Crompton GK, Dal Negro R, Pedersen S, Magnan A, Seidenberg J, et al. Importance of inhaler devices in the management of airway disease. Respir Med. (2008) 102:10–9. doi: 10.1016/j.rmed.2007.07.031

PubMed Abstract | CrossRef Full Text | Google Scholar

14. Broeders MEAC, Molema J, Hop WCJ, Folgering HTM. Inhalation profiles in asthmatics and COPD patients: reproducibility and effect of instruction. J Aerosol Med Depos Clear Eff Lung. (2003) 16:131–41. doi: 10.1089/089426803321919898

PubMed Abstract | CrossRef Full Text | Google Scholar

15. British Thoracic Society Scottish Intercollegiate Guidelines Network. British guideline on the management of asthma. Thorax. (2008) 63:1–121. doi: 10.1136/thx.2008.097741

PubMed Abstract | CrossRef Full Text | Google Scholar

16. Global Initiative for Asthma. The Global Strategy for Asthma Management Prevention. (2021). Available online at: https://ginasthma.org/reports/

Google Scholar

17. Chrystyn H, Van Der Palen J, Sharma R, Barnes N, Delafont B, Mahajan A, et al. Device errors in asthma and COPD: systematic literature review and meta-analysis. npj Prim Care Respir Med. (2017) 27:16. doi: 10.1038/s41533-017-0016-z

PubMed Abstract | CrossRef Full Text | Google Scholar

18. Crompton GK, Barnes PJ, Broeders M, Corrigan C, Corbetta L, Dekhuijzen R, et al. The need to improve inhalation technique in Europe: a report from the aerosol drug management improvement team. Respir Med. (2006) 100:1479–94. doi: 10.1016/j.rmed.2006.01.008

PubMed Abstract | CrossRef Full Text | Google Scholar

19. Rönmark E, Jögi R, Lindqvist A, Haugen T, Meren M, Loit HM, et al. Correct use of three powder inhalers:comparison between Diskus, Turbuhaler, and Easyhaler. J Asthma. (2005) 42:173–8. doi: 10.1081/JAS-54629

PubMed Abstract | CrossRef Full Text | Google Scholar

20. Nimmo CJR, Chen DNM, Martinusen SM, Ustad TL, Ostrow DN, De Bittner MR, et al. Assessment of patient acceptance and inhalation technique of a pressurized aerosol inhaler and two breath-actuated devices. Ann Pharmacother. (1993) 27:922–7. doi: 10.1177/106002809302700721

PubMed Abstract | CrossRef Full Text | Google Scholar

21. Serra-Batlles J, Plaza V, Badiola C, Morejón E, Bardagí S, Brotons B, et al. Patient perception and acceptability of multidose dry powder inhalers: a randomized crossover comparison of Diskus/Accuhaler with Turbuhaler. J Aerosol Med Depos Clear Eff Lung. (2002) 15:59–64. doi: 10.1089/08942680252908584

PubMed Abstract | CrossRef Full Text | Google Scholar

22. Baba R, Nakachi I, Masaki K, Amagai T, Ohno R, Takaoka H, et al. Repetitive instructions at short intervals contribute to the improvement of inhalation technique. Asia Pac Allergy. (2020) 10:19. doi: 10.5415/apallergy.2020.10.e19

PubMed Abstract | CrossRef Full Text | Google Scholar

23. Rollema C, Van Roon EM, Schilder AGM, De Vries TW. Evaluation of instructions in patient information leaflets for the use of intranasal corticosteroid sprays: an observational study. BMJ Open. (2019) 9:6710. doi: 10.1136/bmjopen-2018-026710

PubMed Abstract | CrossRef Full Text | Google Scholar

24. Van Der Palen J, Klein JJ, Kerkhoff AHM, Van Herwaarden CLA, Seydel ER. Evaluation of the long-term effectiveness of three instruction modes for inhaling medicines. Patient Educ Couns. (1997) 32:S87–95. doi: 10.1016/S0738-3991(97)00100-6

PubMed Abstract | CrossRef Full Text | Google Scholar

25. Aydemir Y. Assessment of the factors affecting the failure to use inhaler devices before and after training. Respir Med. (2015) 109:451–8. doi: 10.1016/j.rmed.2015.02.011

PubMed Abstract | CrossRef Full Text | Google Scholar

26. Castel-Branco MM, Fontes A, Figueiredo IV. Identification of inhaler technique errors with a routine procedure in Portuguese community pharmacy. Pharm Pract. (Granada). (2017) 15:1072. doi: 10.18549/PharmPract.2017.04.1072

PubMed Abstract | CrossRef Full Text | Google Scholar

27. Ramadan WH, Sarkis A, Aderian SS, Milane A. Asthma and COPD patients' perception of appropriate metered-dose inhaler technique. Dose-Response. (2020) 18:7832. doi: 10.1177/1559325820917832

PubMed Abstract | CrossRef Full Text | Google Scholar

28. Al-Otaibi H. Evaluation of health-care providers' knowledge in the science of aerosol drug delivery: educational sessions are necessary. J Fam Community Med. (2020) 27:62–6. doi: 10.4103/jfcm.JFCM_138_19

PubMed Abstract | CrossRef Full Text | Google Scholar

29. Plaza V, Sanchis J, Antepara I, Basomba A, Cadahia A, Cobos N, et al. Medical personnel and patient skill in the use of metered dose inhalers: a multicentric study. Respiration. (1998) 65:195–8. doi: 10.1159/000029259

PubMed Abstract | CrossRef Full Text | Google Scholar

30. Kim SH, Kwak HJ, Kim TB, Chang YS, Jeong JW, Kim CW, et al. Inappropriate techniques used by internal medicine residents with three kinds of inhalers (a) metered dose inhaler, diskus, and turbuhaler): Changes after a single teaching session J Asthma. (2009) 46:944–50. doi: 10.3109/02770900903229701

PubMed Abstract | CrossRef Full Text | Google Scholar

31. American Association of Respiratory Care. A Guide to Aerosol Delivery Devices for Respiratory Therapists 4th Edition. Irving, TX: AARC (2017).

Google Scholar

32. Elander A, Gustafsson M. Inhaler technique and self-reported adherence to medications among hospitalized people with asthma and COPD. Drugs Real World Outcomes. (2020) 7:317–23. doi: 10.1007/s40801-020-00210-x

PubMed Abstract | CrossRef Full Text | Google Scholar

33. Tommelein E, Mehuys E, Van Tongelen I, Brusselle G, Boussery K. Accuracy of the medication adherence report scale. (MARS-5) as a quantitative measure of adherence to inhalation medication in patients With COPD. Ann Pharmacother. (2014) 48:589–95. doi: 10.1177/1060028014522982

PubMed Abstract | CrossRef Full Text | Google Scholar

34. Asthma group of Chinese Throacic Society. (AGCTS). Guidelines for bronchial asthma prevent and management (2020 edition). Chin J Tuberc Respir Dis. (2020) 43:1023–44. doi: 10.3760/cma.j.cn112147-20200618-00721

PubMed Abstract | CrossRef Full Text | Google Scholar

35. Tian F, Zhang M, Zhou L, Zou H, Wang A, Hao M. Qualitative and quantitative differences between common occupational health risk assessment models in typical industries. J Occup Health. (2018) 60:337–47. doi: 10.1539/joh.2018-0039-OA

PubMed Abstract | CrossRef Full Text | Google Scholar

36. Dolovich MB, Ahrens RC, Hess DR, Anderson P, Dhand R, Rau JL, et al. Device selection and outcomes of aerosol therapy: evidence-based guidelines: American college of chest physicians/American college of asthma, allergy, and immunology. Chest. (2005) 127:335–71. doi: 10.1378/chest.127.1.335

PubMed Abstract | CrossRef Full Text | Google Scholar

37. D'agostino RB, Chase W, Belanger A. Appropriateness of some common procedures for testing the equality of two independent binomial populations. Am Stat. (1988) 42:198–202. doi: 10.1080/00031305.1988.10475563

CrossRef Full Text | Google Scholar

38. Basheti IA, Reddel HK, Armour CL, Bosnic-Anticevich SZ. Improved asthma outcomes with a simple inhaler technique intervention by community pharmacists. J Allergy Clin Immunol. (2007) 119:1537–8. doi: 10.1016/j.jaci.2007.02.037

PubMed Abstract | CrossRef Full Text | Google Scholar

39. Bosnic-Anticevich SZ, Sinha H, So S, Reddel HK. Metered-dose inhaler technique: the effect of two educational interventions delivered in community pharmacy over time. J Asthma. (2010) 47:251–6. doi: 10.3109/02770900903580843

PubMed Abstract | CrossRef Full Text | Google Scholar

40. Rau JL. The inhalation of drugs: advantages and problems. Respir Care. (2005) 50:367–82.

Google Scholar

41. Pongracic JA. Asthma delivery devices: age-appropriate use. Pediatr Ann. (2003) 32:50–4. doi: 10.3928/0090-4481-20030101-09

PubMed Abstract | CrossRef Full Text | Google Scholar

42. Lavorini F, Magnan A, Christophe Dubus J, Voshaar T, Corbetta L, Broeders M, et al. Effect of incorrect use of dry powder inhalers on management of patients with asthma and COPD. Respir Med. (2008) 102:593–604. doi: 10.1016/j.rmed.2007.11.003

PubMed Abstract | CrossRef Full Text | Google Scholar

43. Rau JL. Practical problems with aerosol therapy in COPD. Respir Care. (2006) 51:158–72.

PubMed Abstract | Google Scholar

44. Braido F, Baiardini I, Blasi F, Pawankar R, Canonica GW. Canonica GWW Adherence to asthma treatments: “we know, we intend, we advocate”. Curr Opin Allergy Clin Immunol. (2015) 15:132. doi: 10.1097/ACI.0000000000000132

PubMed Abstract | CrossRef Full Text | Google Scholar

45. Bourbeau J, Bartlett SJ. Patient adherence in COPD. Thorax. (2008) 63:831–8. doi: 10.1136/thx.2007.086041

PubMed Abstract | CrossRef Full Text | Google Scholar

46. Cochrane GM, Horne R, Chanez P. Compliance in asthma. Respir Med. (1999) 93:763–9. doi: 10.1016/s0954-6111(99)90260-3

PubMed Abstract | CrossRef Full Text | Google Scholar

47. Cochrane MG, Bala MV, Downs KE, Mauskopf J, Ben-Joseph RH. Inhaled corticosteroids for asthma therapy. Patient Complianc Dev Inhalat Techn Chest. (2000) 117:542–50. doi: 10.1378/chest.117.2.542

PubMed Abstract | CrossRef Full Text | Google Scholar

48. Goodyer L, Savage I, Dikmen Z. Inhaler technique in Turkish people with poor English: a case of information discrimination? Pharm World Sci. (2006) 28:107–14. doi: 10.1007/s11096-006-9019-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: inhaler, inhalation technique, training, asthma, qualitative evaluation, quantitative evaluation

Citation: Huang Y, Miao F, Dai Y, Chang C, Zhang X and Dai H (2023) Qualitative and quantitative evaluation of a standardized training model for improving patients' ability to use inhalers. Front. Public Health 11:1065311. doi: 10.3389/fpubh.2023.1065311

Received: 12 October 2022; Accepted: 31 March 2023;
Published: 17 April 2023.

Edited by:

Christiane Stock, Charité - Universitätsmedizin Berlin, Institute of Health and Nursing Science, Germany

Reviewed by:

Haiying Ding, University of Chinese Academy of Sciences, China
Li Zhiling, Shanghai Jiao Tong University, China

Copyright © 2023 Huang, Miao, Dai, Chang, Zhang and Dai. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Haibin Dai, haibindai@zju.edu.cn

These authors have contributed equally to this work and share first authorship

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.