Abstract
The objective of this study was to investigate the relationship between low attenuation area (LAA) scores, pulmonary function parameters, and clinical prognosis in patients with chronic obstructive pulmonary disease (COPD). COPD patients were divided into four LAA-based grades. Various lung function parameters were measured and correlated with LAA scores. Patient symptoms were examined using the St. George’s Respiratory Questionnaire (SGRQ) and exercise capacity using the 6-min walk test (6MWT). Statistical analysis determined the significance of differences. Higher levels of LAA were associated with decreased lung function and airflow limitations, suggesting a positive relationship between the two. Clinical symptom scores increased as COPD severity based on LAA stratification worsened. Reduced exercise capacity was shown by a substantial decline in 6MWT scores as COPD severity increased. As LAA scores increased, SGRQ scores increased, indicating a decreased quality of life (QOL). The study demonstrated a relationship between LAA scores and COPD severity. High LAA scores were associated with poor lung function, worse clinical symptoms, limited exercise capacity, and lower QOL. These findings show that LAA scores are clinically relevant for disease severity assessment and COPD management. Further research is required to determine LAA scores’ prognostic significance in disease progression and treatment response to enhance COPD therapy.
1 Introduction
Chronic obstructive pulmonary disease (COPD) is a prevalent as well as progressive respiratory disorder identified by persistent airflow limitation and inflammation of the airways. [1]. The disease is primarily characterized by irreversible and progressive airflow limitation, airway wall inflammation, and reduced lung elasticity due to frequent exposure to harmful gases or particles. The condition presents with a variety of clinical phenotypes and symptoms including shortness of breath, chronic cough, and chest tightness, which dramatically impact patients’ quality of life (QOL) and exercise capacity. It is a major global health concern primarily caused by long-term exposure to harmful inhalants, such as cigarette smoke and air pollution. COPD imposes a great burden on individuals, families, and healthcare systems due to its high morbidity and mortality rates. In fact, it ranks as the third highest cause of mortality globally [1,2] and resulted in 3.2 million deaths globally in 2015 [2]. Furthermore, the number of COPD cases is predicted to double by 2030. As individuals with COPD age and the disease progresses, the economic burden on patients increases, and their QOL declines. Consequently, it is crucial to explore new diagnostic and treatment approaches for COPD [3].
Moreover, the heterogeneity and complexity of COPD make its assessment and management challenging. The current evaluation of COPD severity primarily relies on lung function tests, symptom questionnaires, history of acute exacerbations, and the Global Initiative for Chronic Obstructive Lung Disease (GOLD) guidelines. Nonetheless, these traditional methods often fail to fully capture the multifaceted nature of the disease and its impact on patients’ lives. Moreover, COPD is a dynamic disease with varying symptoms and severity levels, which can further complicate its management.
The assessment of COPD severity and prognosis plays a critical role in guiding clinical decision-making and optimizing patient care [2,3]. Various parameters, including pulmonary function (PF) tests and clinical assessments, are used to evaluate the functional status and prognosis of individuals with COPD [4]. However, these methods have limitations in accurately reflecting the heterogeneity of COPD pathology and manifestations. One such parameter is the low attenuation area (LAA) score, derived from computed tomography (CT) imaging, which provides a quantitative measure of emphysematous changes in the lungs [4,5]. It has been demonstrated that COPD patients exhibit heterogeneity, and a single PF test has limitations in assessing the disease. High-resolution CT (HRCT) allows for the direct assessment of small airway lesions and ductal wall thickening, providing a more accurate reflection of the changes in lung histopathology in COPD patients. However, the role of imaging phenotypes in the comprehensive evaluation of COPD severity remains unclear [5].
The LAA score, commonly determined using automated analysis software, has been shown to correlate with the extent of emphysema and disease severity in COPD patients [5,6]. Emphysema, characterized by the destruction of lung tissue, impairs gas exchange and reduces PF [7]. Previous studies [8] have reported a relationship between LAA scores and lung function parameters such as forced expiratory volume in one second (FEV1) and forced vital capacity (FVC). However, the association between PF, LAA scores, and clinical prognosis in COPD patients remains an area of ongoing research [9]. The LAA score is the primary method for evaluating respiratory tract and alveolar lesions in HRCT scans [10,11]. Specifically, in chest HRCT scans of COPD patients, it refers to the area of low-density lesion region that appears due to emphysema [12]. The numerical size of the LAA score visually reflects the size of the lesion area [13,14]. The relationship between the LAA score and comprehensive evaluation indices for COPD patients is not clear [15]. However, the association between PF, LAA scores, and clinical prognosis in COPD patients remains an area of ongoing research. Therefore, this study aims to reveal the correlation between LAA scores, PF, as well as clinical prognosis in COPD patients, providing a basis for the selection of COPD treatment plans.
2 Materials and methods
2.1 General data
A total of 182 patients with COPD who were hospitalized in our hospital from January 2019 to January 2022 were included in this observational study using a cross-sectional design, including 108 males and 74 females, with an age range of 43–76 years and a mean age of 58.73 ± 10.09. The duration of the disease ranged from 1 to 9 years, with a mean duration of 5.03 ± 2.67. According to the severity of COPD, the patients were divided into the following four groups: 49 cases of Grade 1 group, 48 cases of Grade 2 group, 53 cases of Grade 3 group, and 32 cases of Grade 4 group. There was no statistical difference between the four groups. Statistical analysis of the collected data was conducted using SPSS 26.0. Ethical approval for the study was obtained from the hospital’s ethics committee, and the study adhered to the principles delineated in the 2013 Declaration of Helsinki [16]. Prior to participation in the study, the researchers provided the research subjects with a comprehensive explanation of the study’s purpose, significance, potential benefits, and risks. Informed consent was obtained, with subjects or their family members signing the consent form when the subjects were unable to provide a signature. The technology roadmap is shown in Figure 1.

Technology roadmap.
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Informed consent: Informed consent has been obtained from all individuals included in this study.
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Ethical approval: The research related to human use has been complied with all the relevant national regulations, institutional policies and in accordance with the tenets of the Helsinki Declaration, and has been approved by the Changxing People’s Hospital Ethics Committee.
2.2 Inclusion and exclusion criteria
The study involved patients who met the diagnostic criteria for COPD as specified in the GOLD guidelines [17]. Inclusion criteria for participants were as follows: a post-bronchodilator FEV1/FVC ratio < 0.70, arterial partial pressure of oxygen (PaO2) < 8 kPa (60 mmHg), and/or arterial partial pressure of carbon dioxide (PaCO2) > 6.67 kPa (50 mmHg) while breathing room air, along with evident clinical symptoms of COPD. Additionally, patients were required to be in a clinically stable stage, without experiencing exacerbations within the past 4 weeks, and have complete imaging data available.
Exclusion criteria included patients with malignant tumors, immune system disorders, or those currently undergoing immunotherapy, as these conditions may confound the interpretation of the study results. Furthermore, individuals who were pregnant or lactating were also excluded from the study due to potential risks and ethical considerations.
2.3 HRCT scan
The patients underwent an HRCT scan using the Philips Ingenuity 64-slice spiral CT scanner. Prior to scanning, respiratory training was conducted to ensure optimal conditions. Scans were taken with patients lying supine, head first, and arms naturally raised, encompassing the entire lung field from the thoracic inlet to the diaphragm level at maximum exhalation. Additionally, a magnifying scan of the upper lobe of the right lung (from the lung apex to 5 cm below the tracheal carina) was performed at maximum inhalation. The scan parameters were as follows: effective tube voltage of 120 kV, tube current of 100 mAs, matrix of 512 × 512, pitch of 0.195, collimation of 128 × 0.625 mm, rotation time of 0.5 s, layer spacing of 5 mm, layer thickness of 5 mm, FOV of 35 × 35 cm, scanning speed of 146.4 mm/s, and image reconstruction with a 1 mm layer thickness.
LAA scores, which indicate the extent of emphysematous changes in the lungs, were measured using CT scans [18]. The CT scans were performed using a standardized protocol, with slice thickness and reconstruction settings optimized for lung imaging. LAA scores were calculated using computer software that automatically quantified the percentage of lung voxels with attenuation values below a specified threshold.
After the HRCT scan, the obtained images were processed using the COPD analysis software on an image analysis workstation. This software provided three-dimensional reconstruction images of the lungs and displayed emphysematous tissue smaller than the set threshold in red. Emphysematous areas were defined as CT values < −950 HU and were quantified as the LAA in each selected lung field level. Manual scoring was conducted by radiologists at three anatomical levels: 1 cm above the upper edge of the aortic arch, 1 cm below the carina level, and 3 cm above the right septum, representing the upper, middle, and lower lung field levels, respectively. The corresponding LAA score was assigned based on the area percentage: LAA < 5% – score of 0; 5% ≤ LAA < 25% – score of 1; 25% ≤ LAA < 50% – score of 2; 50% ≤ LAA < 75% – score of 3; and LAA ≥ 75% – score of 4.
LAA scores were further classified based on the sum of scores at each level: total score of 0 – Grade 0; total score of 1–6 – Grade 1; total score of 7–12 – Grade 2; total score of 13–18 – Grade 3; and total score of 19–24 – Grade 4. To ensure quality control, the emphysema measurement was independently performed by two radiologists with more than 2 years of experience, who were blinded to the patients’ medical history. In case of significant discrepancies in total scores, the two radiologists reassessed and reached a consensus on a score.
2.4 PF
Lung function parameters were measured using spirometry. Participants were instructed to perform maximal forced expiration into the spirometer, following standardized guidelines [19]. These parameters included FEV1, FVC, bronchial wall thickness (WT) (measured in millimeters), bronchial wall thickening (BWT) (measured in millimeters), maximal inspiratory pressure, maximal expiratory pressure, and emphysema index (EI) expressed as a percentage.
The Cosmed Quark PFT series PF instrument was used to conduct routine pulmonary ventilation function tests and bronchodilation tests. These tests included the measurement of FEV1, FVC, and the FEV1/FVC ratio.
To evaluate the exercise capacity of patients, the 6-min walk test (6MWT) [20] was performed. This test is a commonly used submaximal exercise testing method that assesses physical fitness by measuring the distance covered in a defined period of time.
The CAT score was utilized to reveal the impact of COPD on patient health. It comprises eight items that focus on symptoms such as chest tightness, cough, sputum production, and breathlessness. The scoring scale for each item ranges from 0 to 5, leading to a total score that can vary between 0 and 40. Scores within the range of 0–10 indicate mild symptoms, 11–20 indicate moderate symptoms, 21–30 indicate severe symptoms, and 31–40 indicate very severe symptoms.
To evaluate the QOL of patients, the St. George’s Respiratory Questionnaire (SGRQ) [17] was employed. This questionnaire consists of 50 items and 76 questions that explore respiratory symptoms, activity limitations, and the overall impact of the disease on daily life. A higher total score, out of 100, indicates poorer QOL.
2.5 Clinical symptoms
Clinical symptoms, such as cough, sputum production, chest tightness, exercise limitation, impact on daily activities, emotional well-being, sleep quality, and energy levels, were assessed using a questionnaire [21]. The questionnaires utilized a scoring system ranging from 0 to 10 to quantify the severity of these symptoms, providing a comprehensive evaluation of their degree of impact.
2.6 Statistical disposal
The data were analyzed with the aid of SPSS 26.0 statistical software. Measurement data were presented as mean ± standard deviation (mean ± SD). One-way analysis of variance was conducted for comparison, and pairwise comparisons were verified by the t-test. Count data were expressed as rates (%). Comparison of count data was performed using the χ 2 test, and pairwise comparisons were verified using the Spearman correlation analysis. Statistical significance was set at p < 0.05.
3 Results
3.1 Comparison of PF indexes
This study aimed to discover the relationship between different grades of COPD patients, categorized based on LAA scores and PF indexes. A total of 182 COPD patients were included in the study. The results revealed a significant decline in PF as the COPD grade increased. Specifically, the Grade 4 group exhibited the most severe impairment in lung function, as indicated by lower mean values for FEV1, FVC, and FEV1/FVC ratio. Statistical analysis confirmed significant differences in PF indexes among the different COPD grades (p < 0.001 for all comparisons). These findings emphasize the significance of assessing LAA scores in evaluating COPD severity and determining appropriate treatment strategies. Further research is warranted to explore the clinical implications and prognosis associated with these findings (Table 1 and Figure 2).
Comparison of PF indexes among different grades of COPD patients with LAA stratification (mean ± standard deviation)
Groups | N | FEV1 (L) | FVC (L) | FEV1/FVC (%) |
---|---|---|---|---|
Grade 1 group | 49 | 1.13 ± 0.13 | 2.79 ± 0.44 | 62.04 ± 4.30 |
Grade 2 group | 48 | 0.91 ± 0.08 | 2.51 ± 0.46 | 59.46 ± 3.34 |
Grade 3 group | 53 | 0.82 ± 0.14 | 2.11 ± 0.18 | 56.49 ± 3.17 |
Grade 4 group | 32 | 0.72 ± 0.11 | 1.89 ± 0.12 | 53.81 ± 3.34 |
F | 96.024 | 57.528 | 40.842 | |
p | <0.001 | <0.001 | <0.001 |

The comparison of PF indexes among different grades of COPD patients with LAA stratification.
3.2 Comparison of lung structural measurements and EI
To evaluate lung structural measurements and EI in different grades of COPD patients with LAA stratification, Table 2 presents the mean values and standard deviations of WT, BWT, maximal inspiratory EI, and maximal expiratory EI for each grade of COPD patients. The results demonstrated a significant increase in WT, BWT, maximal inspiratory EI, and maximal expiratory EI as the COPD grade increased. Statistical analysis confirmed significant differences in these measurements between each grade of COPD patients (p < 0.0001 for all comparisons). These findings suggest a progressive increase in lung structural abnormalities and emphysema severity as COPD severity, based on LAA stratification, increases (Figure 3).
Comparison of lung structural measurements and EI among different grades of COPD patients with LAA stratification (mean ± standard deviation)
Groups | WT (mm) | BWT (mm) | Max inspiratory EI (%) | Max expiratory EI (%) |
---|---|---|---|---|
Grade 1 group | 1.34 ± 0.19 | 3.82 ± 0.61 | 14.0 ± 4.7 | 11.3 ± 4.8 |
Grade 2 group | 1.40 ± 0.27 | 3.98 ± 0.63 | 22.4 ± 5.9 | 18.2 ± 5.7 |
Grade 3 group | 1.44 ± 0.27 | 4.11 ± 0.55 | 33.1 ± 7.1 | 23.8 ± 5.9 |
Grade 4 group | 1.51 ± 0.19 | 4.23 ± 0.54 | 42.7 ± 7.9 | 28.1 ± 6.8 |
p (1 vs 2) | 0.9994 | 0.9896 | <0.0001 | <0.0001 |
p (1 vs 3) | 0.9971 | 0.9384 | <0.0001 | <0.0001 |
p (1 vs 4) | 0.9910 | 0.8921 | <0.0001 | <0.0001 |
p (2 vs 3) | 0.9998 | 0.9939 | <0.0001 | <0.0001 |
p (2 vs 4) | 0.9976 | 0.9728 | <0.0001 | <0.0001 |
p (3 vs 4) | 0.9993 | 0.9967 | <0.0001 | <0.0001 |

Comparison of lung structural measurements and EI among different grades of COPD patients with LAA stratification.
3.3 Comparison of clinical symptoms among different grades of COPD
To compare clinical symptoms among different grades of COPD patients with LAA stratification, Table 3 displays the mean values and standard deviations of cough, sputum production, chest tightness, exercise limitation, impact on daily activities, emotional well-being, sleep disturbances, and energy levels for each grade of COPD patients. As the COPD grade increased, there was an overall trend toward higher symptom scores across all categories. However, statistical analysis showed no significant differences in symptom scores between grade 1 and grade 2 (p > 0.05), as well as between grade 1 and grade 3 (p > 0.05). Nevertheless, a trend towards higher symptom scores in Grade 4 compared to Grade 1 was observed, with chest tightness showing statistically significant differences (p = 0.0635). These findings suggest that as COPD severity, based on LAA stratification, increases, there is a worsening of clinical symptoms overall. Further research is warranted to explore the impact of these symptoms on patients’ QOL and to develop targeted interventions for symptom management in different grades of COPD patients (Figure 4).
Comparison of clinical symptoms among different grades of COPD patients with LAA stratification
Cough | Sputum | Chest tightness | Exercise | Daily activities | Emotions | Sleep | Energy | |
---|---|---|---|---|---|---|---|---|
Grade 1 | 3.00 ± 0.11 | 3.01 ± 0.71 | 2.89 ± 0.23 | 2.97 ± 0.22 | 3.02 ± 0.14 | 3.17 ± 0.77 | 2.99 ± 0.54 | 2.87 ± 0.68 |
Grade 2 | 3.33 ± 0.81 | 3.41 ± 0.46 | 3.24 ± 0.25 | 3.55 ± 0.85 | 3.87 ± 0.14 | 3.57 ± 0.62 | 3.96 ± 0.47 | 3.54 ± 0.36 |
Grade 3 | 4.08 ± 0.81 | 3.95 ± 0.46 | 3.88 ± 0.25 | 4.01 ± 0.85 | 4.03 ± 0.14 | 3.97 ± 0.62 | 4.12 ± 0.47 | 4.11 ± 0.36 |
Grade 4 | 4.57 ± 0.15 | 4.62 ± 0.77 | 4.81 ± 0.51 | 4.33 ± 0.57 | 4.55 ± 0.15 | 4.76 ± 0.85 | 4.82 ± 0.42 | 4.73 ± 0.51 |
p (1 vs 2) | 0.9169 | 0.8630 | 0.9040 | 0.6698 | 0.3460 | 0.8636 | 0.2312 | 0.5590 |
p (1 vs 3) | 0.1349 | 0.2368 | 0.1962 | 0.1599 | 0.1813 | 0.3790 | 0.1083 | 0.0635 |
p (1 vs 4) | 0.0318* | 0.0259* | 0.0046* | 0.0429 | 0.0383* | 0.0287* | 0.0079* | 0.0066* |
p (2 vs 3) | 0.4439 | 0.7054 | 0.5801 | 0.7966 | 0.9889 | 0.8562 | 0.9890 | 0.6684 |
p (2 vs 4) | 0.1377 | 0.1530 | 0.0326* | 0.5282 | 0.6379 | 0.1645 | 0.4420 | 0.1651 |
p (3 vs 4) | 0.8222 | 0.6358 | 0.3527 | 0.9422 | 0.7925 | 0.5006 | 0.6014 | 0.6924 |
* indicate statistical significance (*P < 0.05).

Comparison of clinical symptoms among different grades of COPD patients with LAA stratification.
3.4 Comparison of scores of PF, exercise capacity, and QOL
Table 4 presents the mean values and standard deviations of the 6MWT and SGRQ scores for each grade of COPD patients. Results indicated a significant decrease in the 6MWT scores, suggesting declining exercise capacity, as the COPD grade increased (F = 161.572, p < 0.001). Additionally, a progressive increase in the SGRQ scores was observed, indicating a poorer QOL with increasing COPD severity (F = 34.788, p < 0.001). Statistical analysis confirmed significant differences in both the 6MWT and SGRQ scores among the different COPD grades (p < 0.001 for both comparisons). These findings indicate a significant impairment in exercise capacity and a substantial negative impact on patients’ QOL as COPD severity, based on LAA stratification, increases (Figure 5).
Comparison of scores of exercise capacity and QOL (x ± s)
Groups | 6MWT (m) | SGRQ scores (points) |
---|---|---|
Grade 1 group | 462.39 ± 40.46 | 23.24 ± 8.29 |
Grade 2 group | 377.50 ± 22.34 | 26.71 ± 8.25 |
Grade 3 group | 361.79 ± 17.92 | 33.11 ± 4.22 |
Grade 4 group | 352.97 ± 17.74 | 37.22 ± 5.43 |
F | 161.572 | 34.788 |
p | <0.001 | <0.001 |

Comparison of scores of exercise capacity and QOL.
3.5 Correlation of LAA scores with various indexes
To analyze the correlation between LAA scores and various indexes in patients with COPD, correlation analysis was performed (Table 5). The LAA scores exhibited a strong positive correlation with FEV1 (r = 0.858, p < 0.001), FVC (r = 0.855, p < 0.001), and FEV1/FVC ratio (r = 0.828, p < 0.001). These findings indicate that as LAA scores increase, there is a significant decrease in lung function, as evidenced by lower FEV1 and FVC values, along with an increased likelihood of airflow limitation based on the FEV1/FVC ratio. The LAA scores also demonstrated a moderate positive correlation with the 6MWT distance (r = 0.653, p < 0.001), suggesting that higher LAA scores are associated with reduced exercise capacity in COPD patients. Furthermore, a strong positive correlation was observed between LAA scores and higher SGRQ scores (r = 0.811, p < 0.001), implying that increased LAA scores are associated with a lower QOL. These results highlight the clinical significance of LAA scores as a marker of disease severity and their impact on lung function, exercise capacity, and QOL in patients with COPD (Figure 6).
Analysis of correlation of LAA scores with various indexes
Indexes | r | p |
---|---|---|
FEV1 | 0.858 | <0.001 |
FVC | 0.855 | <0.001 |
FEV1/FVC | 0.828 | <0.001 |
6MWT | 0.653 | <0.001 |
SGRQ scores | 0.811 | <0.001 |

Analysis of the correlation of LAA scores with various indexes.
4 Discussion
COPD is a prevalent and significant respiratory disease [20], serving as the leading cause of death globally, with a continuously increasing fatality rate [22]. Acute exacerbations are responsible for the majority of COPD-related deaths, with an 8% fatality rate during hospitalization, rising to 23% within 1 year of follow-up [23,24]. The development of COPD is closely associated with the occurrence of airway or alveolar lesions, which stem from frequent exposure to noxious gases or suspended particles [15,16]. These noxious stimuli trigger a cascade of pathological processes, resulting in irreversible airway narrowing, airway wall inflammation, and emphysema caused by reduced lung elasticity. These changes in the anatomical structure of COPD manifest as irreversible airflow limitation and reduced ventilation [17,20]. COPD is a heterogeneous syndrome with complex pathogenesis and various clinical phenotypes, and the current evaluation of COPD patients primarily relies on the GOLD guidelines as a means for clinicians to assess their condition [25,26].
The main objective of this study was to investigate the relationship between EI, specifically the LAA scores, and various clinical parameters in patients diagnosed with COPD. According to the severity of COPD, the patients were divided into four groups. There were no statistically significant differences in age and gender between the four groups. However, it should be noted that our study population may not be representative of all COPD patients, as it was limited to a specific geographic location or patient group, thereby limiting the generalizability of the study findings. Further research is necessary to address these limitations and enhance the overall validity of the results. Our findings provide valuable insights into how COPD severity impacts clinical symptoms, exercise capacity, and QOL.
Our analysis revealed a strong positive correlation between LAA scores and lung function parameters, such as the FEV1, FVC, and FEV1/FVC ratio. Thus, as LAA scores increase, lung function significantly decreases, indicating a worsening of airflow limitation. These results support the use of LAA scores as a reliable marker for assessing the severity of COPD.
Furthermore, our study demonstrated that as COPD severity increased based on LAA stratification, there was a noticeable trend toward higher symptom scores in all categories, indicating a deteriorating clinical symptomatology. Although statistical analysis did not reveal significant differences in symptom scores between Grade 1 and Grade 2 or between Grade 1 and Grade 3, there was an evident trend toward higher symptom scores in Grade 4 compared to Grade 1, with statistical significance observed for chest tightness. These findings suggest an overall aggravation of clinical symptoms as COPD severity progresses, particularly in more advanced stages of the disease.
Additionally, our results demonstrated a significant decrease in exercise capacity, as measured by the 6MWT scores, as the severity of COPD increased based on LAA stratification. This means that higher LAA scores are strongly associated with reduced exercise capacity in COPD patients. Moreover, the SGRQ scores exhibited a progressive increase with increasing COPD severity, indicating a decline in the patients’ QOL. These findings underscore the considerable negative impact of COPD severity as determined by LAA scores on the exercise capacity and overall QOL of patients.
The robust positive correlations observed between LAA scores and various clinical parameters reaffirm the clinical significance of LAA scores as an indicator of disease severity in COPD patients. Therefore, LAA scores can be utilized by healthcare professionals to personalize treatment plans for COPD patients. Patients with higher LAA scores indicating more extensive lung damage may require more aggressive treatment strategies, such as targeted pharmacotherapy, pulmonary rehabilitation, or referral for lung transplantation. By considering LAA scores alongside other clinical parameters, healthcare professionals can tailor treatment plans to the specific needs of each individual. The findings suggest that higher LAA scores are linked to poorer lung function, reduced exercise capacity, and lower QOL. These results highlight the importance of considering LAA scores in the assessment and management of COPD patients.
Zhu et al. [27] found that the heterogeneous phenotype of COPD requires a combination of multiple evaluation methods. The diagnostic efficacy of combining LAA, visual subtypes, and basic characteristics achieves good consistency with current diagnostic criteria. Chen et al. [28] found that a lower value of the DSP was related to a greater worsening of symptoms, more frequent exacerbations, poorer PF, and more severe emphysema (higher LAA%). These readily determined parameters, including the DSP and LAA%, can serve as indicators for assessing the COPD clinical course and may serve as a guide to corresponding treatments. Our study affirms the clinical significance of the LAA score as an indicator of disease severity in patients with COPD, a finding that fills a gap in past research. In addition to the significant correlations observed, our study has several strengths.Initially, we conducted a comprehensive assessment of multiple clinical parameters, including lung function, exercise capacity, and QOL, providing a holistic understanding of the impact of COPD severity on these domains. This comprehensive approach enhances the clinical relevance and applicability of our findings. Moreover, our study employed a robust statistical analysis, strengthening the validity and reliability of our results. By performing rigorous statistical analyses, we have ensured the accuracy and robustness of the observed associations. These strengths underscore the significance and reliability of our study’s findings.
However, it is important to acknowledge certain limitations in our study. First, the study population was limited to a specific geographical location or a particular patient group, which may limit the generalizability of the findings. To address this limitation, we need future studies with more diverse populations to validate our results in different settings. Second, due to the cross-sectional nature of our study, it is not possible to establish a cause-and-effect relationship between the evaluated clinical parameters and LAA scores. Therefore, further longitudinal studies are necessary to explore the predictive value of LAA scores in disease progression and treatment response.
In conclusion, our study highlights a strong association between LAA scores and the severity of COPD in patients. Higher LAA scores were strongly correlated with poorer lung function, worsening clinical symptoms, reduced exercise capacity, and a lower QOL. These findings emphasize the clinical relevance of LAA scores as an important tool for assessing disease severity and guiding the management of COPD patients. Further research is warranted to investigate the predictive value of LAA scores and their utility in informing treatment decisions, thereby enhancing the understanding and care of patients with COPD.
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Funding information: Authors state no funding involved.
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Author contributions: X.T.: Conceptualization, Methodology, Investigation, Supervision, Writing-Reviewing and Editing. C.X.: Data curation, Writing-Original draft preparation. T.Z.: Methodology, Investigation. Y.Q.: Data curation, Investigation. Y.W.: Conceptualization, Methodology, Investigation, Writing-Reviewing and Editing.
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Conflict of interest: Authors state no conflict of interest.
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Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
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© 2024 the author(s), published by De Gruyter
This work is licensed under the Creative Commons Attribution 4.0 International License.
Articles in the same Issue
- Biomedical Sciences
- Constitutive and evoked release of ATP in adult mouse olfactory epithelium
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- IL-33/soluble ST2 axis is associated with radiation-induced cardiac injury
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- Case report: Successful bronchoscopic interventional treatment of endobronchial leiomyomas
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- Yak meat content in feed and its impact on the growth of rats
- A rare case of Richter transformation with breast involvement: A case report and literature review
- First report of Nocardia wallacei infection in an immunocompetent patient in Zhejiang province
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- Agriculture
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- Impact of novel herbicide based on synthetic auxins and ALS inhibitor on weed control
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- Retraction
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Articles in the same Issue
- Biomedical Sciences
- Constitutive and evoked release of ATP in adult mouse olfactory epithelium
- LARP1 knockdown inhibits cultured gastric carcinoma cell cycle progression and metastatic behavior
- PEGylated porcine–human recombinant uricase: A novel fusion protein with improved efficacy and safety for the treatment of hyperuricemia and renal complications
- Research progress on ocular complications caused by type 2 diabetes mellitus and the function of tears and blepharons
- The role and mechanism of esketamine in preventing and treating remifentanil-induced hyperalgesia based on the NMDA receptor–CaMKII pathway
- Brucella infection combined with Nocardia infection: A case report and literature review
- Detection of serum interleukin-18 level and neutrophil/lymphocyte ratio in patients with antineutrophil cytoplasmic antibody-associated vasculitis and its clinical significance
- Ang-1, Ang-2, and Tie2 are diagnostic biomarkers for Henoch-Schönlein purpura and pediatric-onset systemic lupus erythematous
- PTTG1 induces pancreatic cancer cell proliferation and promotes aerobic glycolysis by regulating c-myc
- Role of serum B-cell-activating factor and interleukin-17 as biomarkers in the classification of interstitial pneumonia with autoimmune features
- Effectiveness and safety of a mumps containing vaccine in preventing laboratory-confirmed mumps cases from 2002 to 2017: A meta-analysis
- Low levels of sex hormone-binding globulin predict an increased breast cancer risk and its underlying molecular mechanisms
- A case of Trousseau syndrome: Screening, detection and complication
- Application of the integrated airway humidification device enhances the humidification effect of the rabbit tracheotomy model
- Preparation of Cu2+/TA/HAP composite coating with anti-bacterial and osteogenic potential on 3D-printed porous Ti alloy scaffolds for orthopedic applications
- Aquaporin-8 promotes human dermal fibroblasts to counteract hydrogen peroxide-induced oxidative damage: A novel target for management of skin aging
- Current research and evidence gaps on placental development in iron deficiency anemia
- Single-nucleotide polymorphism rs2910829 in PDE4D is related to stroke susceptibility in Chinese populations: The results of a meta-analysis
- Pheochromocytoma-induced myocardial infarction: A case report
- Kaempferol regulates apoptosis and migration of neural stem cells to attenuate cerebral infarction by O‐GlcNAcylation of β-catenin
- Sirtuin 5 regulates acute myeloid leukemia cell viability and apoptosis by succinylation modification of glycine decarboxylase
- Apigenin 7-glucoside impedes hypoxia-induced malignant phenotypes of cervical cancer cells in a p16-dependent manner
- KAT2A changes the function of endometrial stromal cells via regulating the succinylation of ENO1
- Current state of research on copper complexes in the treatment of breast cancer
- Exploring antioxidant strategies in the pathogenesis of ALS
- Helicobacter pylori causes gastric dysbacteriosis in chronic gastritis patients
- IL-33/soluble ST2 axis is associated with radiation-induced cardiac injury
- The predictive value of serum NLR, SII, and OPNI for lymph node metastasis in breast cancer patients with internal mammary lymph nodes after thoracoscopic surgery
- Carrying SNP rs17506395 (T > G) in TP63 gene and CCR5Δ32 mutation associated with the occurrence of breast cancer in Burkina Faso
- P2X7 receptor: A receptor closely linked with sepsis-associated encephalopathy
- Probiotics for inflammatory bowel disease: Is there sufficient evidence?
- Identification of KDM4C as a gene conferring drug resistance in multiple myeloma
- Microbial perspective on the skin–gut axis and atopic dermatitis
- Thymosin α1 combined with XELOX improves immune function and reduces serum tumor markers in colorectal cancer patients after radical surgery
- Highly specific vaginal microbiome signature for gynecological cancers
- Sample size estimation for AQP4-IgG seropositive optic neuritis: Retinal damage detection by optical coherence tomography
- The effects of SDF-1 combined application with VEGF on femoral distraction osteogenesis in rats
- Fabrication and characterization of gold nanoparticles using alginate: In vitro and in vivo assessment of its administration effects with swimming exercise on diabetic rats
- Mitigating digestive disorders: Action mechanisms of Mediterranean herbal active compounds
- Distribution of CYP2D6 and CYP2C19 gene polymorphisms in Han and Uygur populations with breast cancer in Xinjiang, China
- VSP-2 attenuates secretion of inflammatory cytokines induced by LPS in BV2 cells by mediating the PPARγ/NF-κB signaling pathway
- Factors influencing spontaneous hypothermia after emergency trauma and the construction of a predictive model
- Long-term administration of morphine specifically alters the level of protein expression in different brain regions and affects the redox state
- Application of metagenomic next-generation sequencing technology in the etiological diagnosis of peritoneal dialysis-associated peritonitis
- Clinical diagnosis, prevention, and treatment of neurodyspepsia syndrome using intelligent medicine
- Case report: Successful bronchoscopic interventional treatment of endobronchial leiomyomas
- Preliminary investigation into the genetic etiology of short stature in children through whole exon sequencing of the core family
- Cystic adenomyoma of the uterus: Case report and literature review
- Mesoporous silica nanoparticles as a drug delivery mechanism
- Dynamic changes in autophagy activity in different degrees of pulmonary fibrosis in mice
- Vitamin D deficiency and inflammatory markers in type 2 diabetes: Big data insights
- Lactate-induced IGF1R protein lactylation promotes proliferation and metabolic reprogramming of lung cancer cells
- Meta-analysis on the efficacy of allogeneic hematopoietic stem cell transplantation to treat malignant lymphoma
- Mitochondrial DNA drives neuroinflammation through the cGAS-IFN signaling pathway in the spinal cord of neuropathic pain mice
- Application value of artificial intelligence algorithm-based magnetic resonance multi-sequence imaging in staging diagnosis of cervical cancer
- Embedded monitoring system and teaching of artificial intelligence online drug component recognition
- Investigation into the association of FNDC1 and ADAMTS12 gene expression with plumage coloration in Muscovy ducks
- Yak meat content in feed and its impact on the growth of rats
- A rare case of Richter transformation with breast involvement: A case report and literature review
- First report of Nocardia wallacei infection in an immunocompetent patient in Zhejiang province
- Rhodococcus equi and Brucella pulmonary mass in immunocompetent: A case report and literature review
- Downregulation of RIP3 ameliorates the left ventricular mechanics and function after myocardial infarction via modulating NF-κB/NLRP3 pathway
- Evaluation of the role of some non-enzymatic antioxidants among Iraqi patients with non-alcoholic fatty liver disease
- The role of Phafin proteins in cell signaling pathways and diseases
- Ten-year anemia as initial manifestation of Castleman disease in the abdominal cavity: A case report
- Coexistence of hereditary spherocytosis with SPTB P.Trp1150 gene variant and Gilbert syndrome: A case report and literature review
- Utilization of convolutional neural networks to analyze microscopic images for high-throughput screening of mesenchymal stem cells
- Exploratory evaluation supported by experimental and modeling approaches of Inula viscosa root extract as a potent corrosion inhibitor for mild steel in a 1 M HCl solution
- Imaging manifestations of ductal adenoma of the breast: A case report
- Gut microbiota and sleep: Interaction mechanisms and therapeutic prospects
- Isomangiferin promotes the migration and osteogenic differentiation of rat bone marrow mesenchymal stem cells
- Prognostic value and microenvironmental crosstalk of exosome-related signatures in human epidermal growth factor receptor 2 positive breast cancer
- Circular RNAs as potential biomarkers for male severe sepsis
- Knockdown of Stanniocalcin-1 inhibits growth and glycolysis in oral squamous cell carcinoma cells
- The expression and biological role of complement C1s in esophageal squamous cell carcinoma
- A novel GNAS mutation in pseudohypoparathyroidism type 1a with articular flexion deformity: A case report
- Predictive value of serum magnesium levels for prognosis in patients with non-small cell lung cancer undergoing EGFR-TKI therapy
- HSPB1 alleviates acute-on-chronic liver failure via the P53/Bax pathway
- IgG4-related disease complicated by PLA2R-associated membranous nephropathy: A case report
- Baculovirus-mediated endostatin and angiostatin activation of autophagy through the AMPK/AKT/mTOR pathway inhibits angiogenesis in hepatocellular carcinoma
- Metformin mitigates osteoarthritis progression by modulating the PI3K/AKT/mTOR signaling pathway and enhancing chondrocyte autophagy
- Evaluation of the activity of antimicrobial peptides against bacterial vaginosis
- Atypical presentation of γ/δ mycosis fungoides with an unusual phenotype and SOCS1 mutation
- Analysis of the microecological mechanism of diabetic kidney disease based on the theory of “gut–kidney axis”: A systematic review
- Omega-3 fatty acids prevent gestational diabetes mellitus via modulation of lipid metabolism
- Refractory hypertension complicated with Turner syndrome: A case report
- Interaction of ncRNAs and the PI3K/AKT/mTOR pathway: Implications for osteosarcoma
- Association of low attenuation area scores with pulmonary function and clinical prognosis in patients with chronic obstructive pulmonary disease
- Long non-coding RNAs in bone formation: Key regulators and therapeutic prospects
- The deubiquitinating enzyme USP35 regulates the stability of NRF2 protein
- Neutrophil-to-lymphocyte ratio and platelet-to-lymphocyte ratio as potential diagnostic markers for rebleeding in patients with esophagogastric variceal bleeding
- G protein-coupled receptor 1 participating in the mechanism of mediating gestational diabetes mellitus by phosphorylating the AKT pathway
- LL37-mtDNA regulates viability, apoptosis, inflammation, and autophagy in lipopolysaccharide-treated RLE-6TN cells by targeting Hsp90aa1
- The analgesic effect of paeoniflorin: A focused review
- Chemical composition’s effect on Solanum nigrum Linn.’s antioxidant capacity and erythrocyte protection: Bioactive components and molecular docking analysis
- Knockdown of HCK promotes HREC cell viability and inner blood–retinal barrier integrity by regulating the AMPK signaling pathway
- The role of rapamycin in the PINK1/Parkin signaling pathway in mitophagy in podocytes
- Laryngeal non-Hodgkin lymphoma: Report of four cases and review of the literature
- Clinical value of macrogenome next-generation sequencing on infections
- Overview of dendritic cells and related pathways in autoimmune uveitis
- TAK-242 alleviates diabetic cardiomyopathy via inhibiting pyroptosis and TLR4/CaMKII/NLRP3 pathway
- Hypomethylation in promoters of PGC-1α involved in exercise-driven skeletal muscular alterations in old age
- Profile and antimicrobial susceptibility patterns of bacteria isolated from effluents of Kolladiba and Debark hospitals
- The expression and clinical significance of syncytin-1 in serum exosomes of hepatocellular carcinoma patients
- A histomorphometric study to evaluate the therapeutic effects of biosynthesized silver nanoparticles on the kidneys infected with Plasmodium chabaudi
- PGRMC1 and PAQR4 are promising molecular targets for a rare subtype of ovarian cancer
- Analysis of MDA, SOD, TAOC, MNCV, SNCV, and TSS scores in patients with diabetes peripheral neuropathy
- SLIT3 deficiency promotes non-small cell lung cancer progression by modulating UBE2C/WNT signaling
- The relationship between TMCO1 and CALR in the pathological characteristics of prostate cancer and its effect on the metastasis of prostate cancer cells
- Heterogeneous nuclear ribonucleoprotein K is a potential target for enhancing the chemosensitivity of nasopharyngeal carcinoma
- PHB2 alleviates retinal pigment epithelium cell fibrosis by suppressing the AGE–RAGE pathway
- Anti-γ-aminobutyric acid-B receptor autoimmune encephalitis with syncope as the initial symptom: Case report and literature review
- Comparative analysis of chloroplast genome of Lonicera japonica cv. Damaohua
- Human umbilical cord mesenchymal stem cells regulate glutathione metabolism depending on the ERK–Nrf2–HO-1 signal pathway to repair phosphoramide mustard-induced ovarian cancer cells
- Electroacupuncture on GB acupoints improves osteoporosis via the estradiol–PI3K–Akt signaling pathway
- Renalase protects against podocyte injury by inhibiting oxidative stress and apoptosis in diabetic nephropathy
- Review: Dicranostigma leptopodum: A peculiar plant of Papaveraceae
- Combination effect of flavonoids attenuates lung cancer cell proliferation by inhibiting the STAT3 and FAK signaling pathway
- Renal microangiopathy and immune complex glomerulonephritis induced by anti-tumour agents: A case report
- Correlation analysis of AVPR1a and AVPR2 with abnormal water and sodium and potassium metabolism in rats
- Gastrointestinal health anti-diarrheal mixture relieves spleen deficiency-induced diarrhea through regulating gut microbiota
- Myriad factors and pathways influencing tumor radiotherapy resistance
- Exploring the effects of culture conditions on Yapsin (YPS) gene expression in Nakaseomyces glabratus
- Screening of prognostic core genes based on cell–cell interaction in the peripheral blood of patients with sepsis
- Coagulation factor II thrombin receptor as a promising biomarker in breast cancer management
- Ileocecal mucinous carcinoma misdiagnosed as incarcerated hernia: A case report
- Methyltransferase like 13 promotes malignant behaviors of bladder cancer cells through targeting PI3K/ATK signaling pathway
- The debate between electricity and heat, efficacy and safety of irreversible electroporation and radiofrequency ablation in the treatment of liver cancer: A meta-analysis
- ZAG promotes colorectal cancer cell proliferation and epithelial–mesenchymal transition by promoting lipid synthesis
- Baicalein inhibits NLRP3 inflammasome activation and mitigates placental inflammation and oxidative stress in gestational diabetes mellitus
- Impact of SWCNT-conjugated senna leaf extract on breast cancer cells: A potential apoptotic therapeutic strategy
- MFAP5 inhibits the malignant progression of endometrial cancer cells in vitro
- Major ozonated autohemotherapy promoted functional recovery following spinal cord injury in adult rats via the inhibition of oxidative stress and inflammation
- Axodendritic targeting of TAU and MAP2 and microtubule polarization in iPSC-derived versus SH-SY5Y-derived human neurons
- Differential expression of phosphoinositide 3-kinase/protein kinase B and Toll-like receptor/nuclear factor kappa B signaling pathways in experimental obesity Wistar rat model
- The therapeutic potential of targeting Oncostatin M and the interleukin-6 family in retinal diseases: A comprehensive review
- BA inhibits LPS-stimulated inflammatory response and apoptosis in human middle ear epithelial cells by regulating the Nf-Kb/Iκbα axis
- Role of circRMRP and circRPL27 in chronic obstructive pulmonary disease
- Investigating the role of hyperexpressed HCN1 in inducing myocardial infarction through activation of the NF-κB signaling pathway
- Characterization of phenolic compounds and evaluation of anti-diabetic potential in Cannabis sativa L. seeds: In vivo, in vitro, and in silico studies
- Quantitative immunohistochemistry analysis of breast Ki67 based on artificial intelligence
- Ecology and Environmental Science
- Screening of different growth conditions of Bacillus subtilis isolated from membrane-less microbial fuel cell toward antimicrobial activity profiling
- Degradation of a mixture of 13 polycyclic aromatic hydrocarbons by commercial effective microorganisms
- Evaluation of the impact of two citrus plants on the variation of Panonychus citri (Acari: Tetranychidae) and beneficial phytoseiid mites
- Prediction of present and future distribution areas of Juniperus drupacea Labill and determination of ethnobotany properties in Antalya Province, Türkiye
- Population genetics of Todarodes pacificus (Cephalopoda: Ommastrephidae) in the northwest Pacific Ocean via GBS sequencing
- A comparative analysis of dendrometric, macromorphological, and micromorphological characteristics of Pistacia atlantica subsp. atlantica and Pistacia terebinthus in the middle Atlas region of Morocco
- Macrofungal sporocarp community in the lichen Scots pine forests
- Assessing the proximate compositions of indigenous forage species in Yemen’s pastoral rangelands
- Food Science
- Gut microbiota changes associated with low-carbohydrate diet intervention for obesity
- Reexamination of Aspergillus cristatus phylogeny in dark tea: Characteristics of the mitochondrial genome
- Differences in the flavonoid composition of the leaves, fruits, and branches of mulberry are distinguished based on a plant metabolomics approach
- Investigating the impact of wet rendering (solventless method) on PUFA-rich oil from catfish (Clarias magur) viscera
- Non-linear associations between cardiovascular metabolic indices and metabolic-associated fatty liver disease: A cross-sectional study in the US population (2017–2020)
- Knockdown of USP7 alleviates atherosclerosis in ApoE-deficient mice by regulating EZH2 expression
- Utility of dairy microbiome as a tool for authentication and traceability
- Agriculture
- Enhancing faba bean (Vicia faba L.) productivity through establishing the area-specific fertilizer rate recommendation in southwest Ethiopia
- Impact of novel herbicide based on synthetic auxins and ALS inhibitor on weed control
- Perspectives of pteridophytes microbiome for bioremediation in agricultural applications
- Fertilizer application parameters for drip-irrigated peanut based on the fertilizer effect function established from a “3414” field trial
- Improving the productivity and profitability of maize (Zea mays L.) using optimum blended inorganic fertilization
- Application of leaf multispectral analyzer in comparison to hyperspectral device to assess the diversity of spectral reflectance indices in wheat genotypes
- Animal Sciences
- Knockdown of ANP32E inhibits colorectal cancer cell growth and glycolysis by regulating the AKT/mTOR pathway
- Development of a detection chip for major pathogenic drug-resistant genes and drug targets in bovine respiratory system diseases
- Exploration of the genetic influence of MYOT and MB genes on the plumage coloration of Muscovy ducks
- Transcriptome analysis of adipose tissue in grazing cattle: Identifying key regulators of fat metabolism
- Comparison of nutritional value of the wild and cultivated spiny loaches at three growth stages
- Transcriptomic analysis of liver immune response in Chinese spiny frog (Quasipaa spinosa) infected with Proteus mirabilis
- Disruption of BCAA degradation is a critical characteristic of diabetic cardiomyopathy revealed by integrated transcriptome and metabolome analysis
- Plant Sciences
- Effect of long-term in-row branch covering on soil microorganisms in pear orchards
- Photosynthetic physiological characteristics, growth performance, and element concentrations reveal the calcicole–calcifuge behaviors of three Camellia species
- Transcriptome analysis reveals the mechanism of NaHCO3 promoting tobacco leaf maturation
- Bioinformatics, expression analysis, and functional verification of allene oxide synthase gene HvnAOS1 and HvnAOS2 in qingke
- Water, nitrogen, and phosphorus coupling improves gray jujube fruit quality and yield
- Improving grape fruit quality through soil conditioner: Insights from RNA-seq analysis of Cabernet Sauvignon roots
- Role of Embinin in the reabsorption of nucleus pulposus in lumbar disc herniation: Promotion of nucleus pulposus neovascularization and apoptosis of nucleus pulposus cells
- Revealing the effects of amino acid, organic acid, and phytohormones on the germination of tomato seeds under salinity stress
- Combined effects of nitrogen fertilizer and biochar on the growth, yield, and quality of pepper
- Comprehensive phytochemical and toxicological analysis of Chenopodium ambrosioides (L.) fractions
- Impact of “3414” fertilization on the yield and quality of greenhouse tomatoes
- Exploring the coupling mode of water and fertilizer for improving growth, fruit quality, and yield of the pear in the arid region
- Metagenomic analysis of endophytic bacteria in seed potato (Solanum tuberosum)
- Antibacterial, antifungal, and phytochemical properties of Salsola kali ethanolic extract
- Exploring the hepatoprotective properties of citronellol: In vitro and in silico studies on ethanol-induced damage in HepG2 cells
- Enhanced osmotic dehydration of watermelon rind using honey–sucrose solutions: A study on pre-treatment efficacy and mass transfer kinetics
- Effects of exogenous 2,4-epibrassinolide on photosynthetic traits of 53 cowpea varieties under NaCl stress
- Comparative transcriptome analysis of maize (Zea mays L.) seedlings in response to copper stress
- An optimization method for measuring the stomata in cassava (Manihot esculenta Crantz) under multiple abiotic stresses
- Fosinopril inhibits Ang II-induced VSMC proliferation, phenotype transformation, migration, and oxidative stress through the TGF-β1/Smad signaling pathway
- Antioxidant and antimicrobial activities of Salsola imbricata methanolic extract and its phytochemical characterization
- Bioengineering and Biotechnology
- Absorbable calcium and phosphorus bioactive membranes promote bone marrow mesenchymal stem cells osteogenic differentiation for bone regeneration
- New advances in protein engineering for industrial applications: Key takeaways
- An overview of the production and use of Bacillus thuringiensis toxin
- Research progress of nanoparticles in diagnosis and treatment of hepatocellular carcinoma
- Bioelectrochemical biosensors for water quality assessment and wastewater monitoring
- PEI/MMNs@LNA-542 nanoparticles alleviate ICU-acquired weakness through targeted autophagy inhibition and mitochondrial protection
- Unleashing of cytotoxic effects of thymoquinone-bovine serum albumin nanoparticles on A549 lung cancer cells
- Erratum
- Erratum to “Investigating the association between dietary patterns and glycemic control among children and adolescents with T1DM”
- Erratum to “Activation of hypermethylated P2RY1 mitigates gastric cancer by promoting apoptosis and inhibiting proliferation”
- Retraction
- Retraction to “MiR-223-3p regulates cell viability, migration, invasion, and apoptosis of non-small cell lung cancer cells by targeting RHOB”
- Retraction to “A data mining technique for detecting malignant mesothelioma cancer using multiple regression analysis”
- Special Issue on Advances in Neurodegenerative Disease Research and Treatment
- Transplantation of human neural stem cell prevents symptomatic motor behavior disability in a rat model of Parkinson’s disease
- Special Issue on Multi-omics
- Inflammasome complex genes with clinical relevance suggest potential as therapeutic targets for anti-tumor drugs in clear cell renal cell carcinoma
- Gastroesophageal varices in primary biliary cholangitis with anti-centromere antibody positivity: Early onset?