1.Research progress on DNA identification methods of narcotic plants
Jingzhi RAN ; Yankun WANG ; Peng XU ; Mengxiang SU ; Kaiming YAN ; Jin YAN
Journal of China Pharmaceutical University 2026;57(2):181-188
Narcotic plants are strictly regulated worldwide due to their ability to extract drug alkaloids and drug precursor components. Besides the three traditional core species, cannabis, opium poppy, and coca, the misuse of psychoactive plants with addictive properties has become increasingly prevalent globally in recent years, and the establishment of accurate identification methods for such plants has become an urgent need in the field of narcotics control. Within existing identification frameworks, the conventional morphological and chemical analysis methods, despite their long-term application, have demonstrated considerable limitations. In contrast, DNA-based molecular identification techniques have achieved significant advancement in recent years due to their high specificity and stability. This review comprehensively examines current DNA-based identification approaches for narcotic plants through three key dimensions: DNA molecular marker technology, DNA barcoding technology, and emerging molecular biological techniques, and elaborates on the principles, technical characteristics, application scenarios, and research progress of each technology, providing some reference for the scientific selection of DNA identification strategies for narcotic plants in different specific scenarios.
2.Investigation and influencing factors of enteral nutrition support in elderly patients with ischemic stroke
Hong RAN ; Yan REN ; Xiaolu HUANG ; Xiaodan HAO
Journal of Public Health and Preventive Medicine 2025;36(1):123-126
Objective To explore enteral nutrition support and analyze its influencing factors in elderly patients with ischemic stroke. Methods A total of 328 patients with ischemic stroke in General Hospital of Western Theater Command were enrolled for nutritional screening between July 2020 and February 2024. Corresponding nutritional support plans were selected to investigate the compliance of patients with enteral nutrition support. Patients were divided into a standard group (n=140) and a non-standard group (n=97) based on whether their calorie intake met the standard. The effects of different clinical characteristics on enteral nutrition support were explored, and logistic analysis was used to analyze the influencing factors of non-standard enteral nutrition support. Results In the 328 patients with ischemic stroke, proportions of total parenteral nutrition support, total enteral nutrition support, and parenteral/enteral nutrition support were 25.30%, 27.74% and 46.95%, respectively. The proportions of vomiting or regurgitation, gastric residual volume >100 mL, mechanical ventilation and use of antibiotics >2 in the non-standard group were higher than those in the standard group (P<0.05). Logistic analysis showed that the above clinical characteristics were risk factors influencing patients with enteral nutrition support and parenteral/enteral nutrition support. Conclusion Vomiting or regurgitation , gastric residual volume, mechanical ventilation, and amount of antibiotics used are important influencing factors of enteral nutrition support in patients. Clinicians should pay attention to the above clinical characteristics.
3.Mechanism of Ruyan Neixiao Cream in Promoting Ferroptosis in Breast Precancerous Lesion Cells by Regulating Nrf2/SLC7A11/GPX4 Signaling Pathway
Haotian ZHANG ; Yebei QIU ; Ran SU ; Xianxin YAN ; Min MA
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):98-107
ObjectiveTo explore the mechanism by which Ruyan Neixiao cream (RUC) induces ferroptosis in breast precancerous lesion (BPL) cells, and to enrich the theoretical foundation for its use in the treatment of BPL. MethodsThe inhibition of cell proliferation by 1%, 2%, and 4% concentrations of Ruyanneixiao Cream transdermal solution (RUT) was assessed using cell counting kit-8 (CCK-8) and a colony formation assay. Reactive oxygen species (ROS) were measured using the DCFH-DA probe, and the levels of ferrous ions (Fe2+), glutathione (GSH), and malondialdehyde (MDA) were determined using appropriate kits. Lipid peroxidation was detected with the C11-BODIPY581/591 fluorescent probe. The expression of nuclear factor E2-related factor 2 (Nrf2), solute carrier family 7 member 11 (SLC7A11), and glutathione peroxidase 4 (GPX4) proteins was analyzed by Western blot. The BPL rat model was constructed using 2,2′-bis(hydroxymethyl)butyric acid (DMBA) combined with estrogen and progesterone, and the rats were treated with RUC for external application. After the 12th cycle, the rats were euthanized, and histopathological changes in breast tissue were observed by hematoxylin-eosin (HE) staining. Fe2+ and MDA levels in breast tissue were measured using corresponding kits. The expression of Nrf2, SLC7A11, and GPX4 proteins in BPL rat breast tissue was detected by immunohistochemistry (IHC) and Western blot. ResultsCompared with the matrix group, the cell viability of MCF-10AT cells in the 1%, 2%, and 4% RUT groups was significantly reduced (P<0.05) in a concentration-dependent manner, with the 24-hour half inhibitory concentration (IC50) being 2.23%. Compared with the 4% RUT group, cell viability in the RUT + Fer-1 group was significantly increased (P<0.05). Compared with the matrix group, the colony formation rates of MCF-10AT cells in the 1%, 2%, and 4% RUT groups were significantly decreased (P<0.05). Compared with the 4% RUT group, the cell colony formation rate of the RUT + Fer-1 group was significantly increased (P<0.05). Compared with the matrix group, the levels of ROS and Fe2+ in the 1%, 2%, and 4% RUT groups were significantly increased (P<0.05), while GSH levels were significantly decreased (P<0.05), and MDA and lipid peroxidation levels were significantly increased (P<0.05). Compared with the 4% RUT group, ROS and Fe2+ levels in the RUT + Fer-1 group were significantly reduced (P<0.05), while GSH levels were significantly increased (P<0.05), and MDA and lipid peroxidation levels were significantly reduced (P<0.05). Compared with the matrix group, the protein expression levels of Nrf2, SLC7A11, and GPX4 in the 1%, 2%, and 4% RUT groups were significantly decreased (P<0.05). Compared with the 4% RUT group, the protein expression levels of Nrf2, SLC7A11, and GPX4 in the RUT + Fer-1 group were significantly increased (P<0.05). In the in vivo experiment, compared with the matrix group, the breast tissue histopathological status of the BPL rats in the RUC group was effectively improved, with less dilatation of the mammary ducts and more orderly duct arrangement. No pathological morphology indicative of invasive cancer was observed. Compared with the matrix group, Fe2+ and MDA levels in the mammary tissue of the RUC group were significantly increased (P<0.05). Compared with the matrix group, the protein expression levels of Nrf2, SLC7A11, and GPX4 in the mammary tissue of the RUC group were significantly reduced (P<0.05). ConclusionRUC may induce ferroptosis in BPL cells by inhibiting the Nrf2/SLC7A11/GPX4 signaling pathway, increasing Fe2+ accumulation, and promoting lipid peroxidation.
4.Mechanism of Ruyan Neixiao Cream in Promoting Ferroptosis in Breast Precancerous Lesion Cells by Regulating Nrf2/SLC7A11/GPX4 Signaling Pathway
Haotian ZHANG ; Yebei QIU ; Ran SU ; Xianxin YAN ; Min MA
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):98-107
ObjectiveTo explore the mechanism by which Ruyan Neixiao cream (RUC) induces ferroptosis in breast precancerous lesion (BPL) cells, and to enrich the theoretical foundation for its use in the treatment of BPL. MethodsThe inhibition of cell proliferation by 1%, 2%, and 4% concentrations of Ruyanneixiao Cream transdermal solution (RUT) was assessed using cell counting kit-8 (CCK-8) and a colony formation assay. Reactive oxygen species (ROS) were measured using the DCFH-DA probe, and the levels of ferrous ions (Fe2+), glutathione (GSH), and malondialdehyde (MDA) were determined using appropriate kits. Lipid peroxidation was detected with the C11-BODIPY581/591 fluorescent probe. The expression of nuclear factor E2-related factor 2 (Nrf2), solute carrier family 7 member 11 (SLC7A11), and glutathione peroxidase 4 (GPX4) proteins was analyzed by Western blot. The BPL rat model was constructed using 2,2′-bis(hydroxymethyl)butyric acid (DMBA) combined with estrogen and progesterone, and the rats were treated with RUC for external application. After the 12th cycle, the rats were euthanized, and histopathological changes in breast tissue were observed by hematoxylin-eosin (HE) staining. Fe2+ and MDA levels in breast tissue were measured using corresponding kits. The expression of Nrf2, SLC7A11, and GPX4 proteins in BPL rat breast tissue was detected by immunohistochemistry (IHC) and Western blot. ResultsCompared with the matrix group, the cell viability of MCF-10AT cells in the 1%, 2%, and 4% RUT groups was significantly reduced (P<0.05) in a concentration-dependent manner, with the 24-hour half inhibitory concentration (IC50) being 2.23%. Compared with the 4% RUT group, cell viability in the RUT + Fer-1 group was significantly increased (P<0.05). Compared with the matrix group, the colony formation rates of MCF-10AT cells in the 1%, 2%, and 4% RUT groups were significantly decreased (P<0.05). Compared with the 4% RUT group, the cell colony formation rate of the RUT + Fer-1 group was significantly increased (P<0.05). Compared with the matrix group, the levels of ROS and Fe2+ in the 1%, 2%, and 4% RUT groups were significantly increased (P<0.05), while GSH levels were significantly decreased (P<0.05), and MDA and lipid peroxidation levels were significantly increased (P<0.05). Compared with the 4% RUT group, ROS and Fe2+ levels in the RUT + Fer-1 group were significantly reduced (P<0.05), while GSH levels were significantly increased (P<0.05), and MDA and lipid peroxidation levels were significantly reduced (P<0.05). Compared with the matrix group, the protein expression levels of Nrf2, SLC7A11, and GPX4 in the 1%, 2%, and 4% RUT groups were significantly decreased (P<0.05). Compared with the 4% RUT group, the protein expression levels of Nrf2, SLC7A11, and GPX4 in the RUT + Fer-1 group were significantly increased (P<0.05). In the in vivo experiment, compared with the matrix group, the breast tissue histopathological status of the BPL rats in the RUC group was effectively improved, with less dilatation of the mammary ducts and more orderly duct arrangement. No pathological morphology indicative of invasive cancer was observed. Compared with the matrix group, Fe2+ and MDA levels in the mammary tissue of the RUC group were significantly increased (P<0.05). Compared with the matrix group, the protein expression levels of Nrf2, SLC7A11, and GPX4 in the mammary tissue of the RUC group were significantly reduced (P<0.05). ConclusionRUC may induce ferroptosis in BPL cells by inhibiting the Nrf2/SLC7A11/GPX4 signaling pathway, increasing Fe2+ accumulation, and promoting lipid peroxidation.
5.Association of serum exosomal miR-122-5p with the prognosis of hepatic confluent necrosis and fibrosis in patients with chronic hepatitis B
Quanwei HE ; Ran XU ; Wei HAN ; Sihao WANG ; Yan CHEN ; Yongping YANG
Journal of Clinical Hepatology 2025;41(5):888-899
ObjectiveTo investigate the association of serum exosomal microRNAs (miRNAs) with hepatic inflammatory injury and histological outcomes in patients with chronic hepatitis B (CHB). MethodsPeripheral serum samples were collected from six healthy adults and six patients with CHB, and size exclusion chromatography was used to extract exosomes. Small RNA sequencing and transcriptomic analysis were used to identify the serum exosomal miRNAs associated with liver inflammatory injury and fibrosis, and quantitative real-time PCR was used for validation in a mouse model of acute liver injury induced by lipopolysaccharide/D-galactosamine, a rat model of liver fibrosis induced by carbon tetrachloride, and 84 CHB patients undergoing liver biopsy twice before and after treatment. The independent-samples t test was used for comparison of normally distributed continuous data between two groups; an analysis of variance was used for comparison between multiple groups, and the Tukey test was used for further comparison between two groups. The Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups; the Kruskal-Wallis H test was used for comparison between multiple groups, and the Dunn test was used for further comparison between two groups. The chi-square test or the Fisher’s exact test was used for comparison of categorical data between groups. The univariate and multivariate Logistic regression analyses were used to investigate influencing factors. ResultsAbnormal expression of serum exosomal miR-122-5p was observed in patients with CHB, and it was downregulated in patients with confluent necrosis and advanced fibrosis. In the mouse model of acute liver injury and the rat model of liver fibrosis, compared with the control group, the model group had a significant reduction in the expression level of miR-122-5p in the liver (P=0.048 and 0.014), and compared with the patients with mild liver injury, the patients with severe confluent necrosis and advanced fibrosis showed a significant reduction in the expression level of miR-122-5p in liver tissue (P<0.05). Among the 84 CHB patients, the patients with severe hepatic confluent necrosis or advanced liver fibrosis had a significantly lower expression level of serum exosomal miR-122-5p than those with mild liver injury (P<0.001 and P=0.003). The multivariate Logistic regression analysis showed that the expression level of miR-122-5p was an independent influencing factor for confluent necrosis (odds ratio [OR]=0.001, 95% confidence interval [CI]: 0.000 — 0.037, P=0.005) and liver fibrosis degree (OR=0.568, 95%CI: 0.331 — 0.856, P=0.019). In addition, compared with the patients with low expression of miR-122-5p, the patients with high expression of miR-122-5p before treatment had a significantly higher reversal rate of liver fibrosis after 72 weeks of antiviral therapy (64.3% vs 38.1%, P=0.029). ConclusionSerum exosomal miR-122-5p in CHB patients is closely associated with the progression of hepatic confluent necrosis and fibrosis, and the reduction in the expression level of miR-122-5p may aggravate hepatic confluent necrosis, promote the progression of fibrosis, and affect the histological outcome of CHB patients after antiviral therapy.
6.An adaptive Bayesian randomized controlled trial of traditional Chinese medicine in progressive pulmonary fibrosis: Rationale and study design.
Cheng ZHANG ; Yi-Sen NIE ; Chuan-Tao ZHANG ; Hong-Jing YANG ; Hao-Ran ZHANG ; Wei XIAO ; Guang-Fu CUI ; Jia LI ; Shuang-Jing LI ; Qing-Song HUANG ; Shi-Yan YAN
Journal of Integrative Medicine 2025;23(2):138-144
Progressive pulmonary fibrosis (PPF) is a progressive and lethal condition with few effective treatment options. Improvements in quality of life for patients with PPF remain limited even while receiving treatment with approved antifibrotic drugs. Traditional Chinese medicine (TCM) has the potential to improve cough, dyspnea and fatigue symptoms of patients with PPF. TCM treatments are typically diverse and individualized, requiring urgent development of efficient and precise design strategies to identify effective treatment options. We designed an innovative Bayesian adaptive two-stage trial, hoping to provide new ideas for the rapid evaluation of the effectiveness of TCM in PPF. An open-label, two-stage, adaptive Bayesian randomized controlled trial will be conducted in China. Based on Bayesian methods, the trial will employ response-adaptive randomization to allocate patients to study groups based on data collected over the course of the trial. The adaptive Bayesian trial design will employ a Bayesian hierarchical model with "stopping" and "continuation" criteria once a predetermined posterior probability of superiority or futility and a decision threshold are reached. The trial can be implemented more efficiently by sharing the master protocol and organizational management mechanisms of the sub-trial we have implemented. The primary patient-reported outcome is a change in the Leicester Cough Questionnaire score, reflecting an improvement in cough-specific quality of life. The adaptive Bayesian trial design may be a promising method to facilitate the rapid clinical evaluation of TCM effectiveness for PPF, and will provide an example for how to evaluate TCM effectiveness in rare and refractory diseases. However, due to the complexity of the trial implementation, sufficient simulation analysis by professional statistical analysts is required to construct a Bayesian response-adaptive randomization procedure for timely response. Moreover, detailed standard operating procedures need to be developed to ensure the feasibility of the trial implementation. Please cite this article as: Zhang C, Nie YS, Zhang CT, Yang HJ, Zhang HR, Xiao W, Cui GF, Li J, Li SJ, Huang QS, Yan SY. An adaptive Bayesian randomized controlled trial of traditional Chinese medicine in progressive pulmonary fibrosis: Rationale and study design. J Integr Med. 2025; 23(2): 138-145.
Female
;
Humans
;
Male
;
Bayes Theorem
;
Disease Progression
;
Drugs, Chinese Herbal/therapeutic use*
;
Medicine, Chinese Traditional/methods*
;
Pulmonary Fibrosis/therapy*
;
Quality of Life
;
Randomized Controlled Trials as Topic
;
Research Design
;
Adaptive Clinical Trials as Topic
7.Thermal sensitization of acupoints in patients with knee osteoarthritis: A cross-sectional case-control study.
Jian-Feng TU ; Xue-Zhou WANG ; Shi-Yan YAN ; Yi-Ran WANG ; Jing-Wen YANG ; Guang-Xia SHI ; Wen-Zheng ZHANG ; Li-Na JIN ; Li-Sha YANG ; Dong-Hua LIU ; Li-Qiong WANG ; Bao-Hong MI
Journal of Integrative Medicine 2025;23(3):289-296
OBJECTIVE:
Varied acupoint selections represent a potential cause of the uncertainty surrounding the efficacy of acupuncture for knee osteoarthritis (OA). Skin temperature, a guiding factor for acupoint selection, may help to address this issue. This study explored thermal sensitization of acupoints used for the treatment of knee OA.
METHODS:
This cross-sectional case-control study enrolled cases aged 45-75 years with symptomatic knee OA and age- and gender-matched non-knee OA controls in a 1:1 ratio. All participants underwent infrared thermographic imaging. The primary outcome was the relative skin temperature of acupoint (STA), and the secondary outcome was the absolute STA of 11 acupoints. The Z test was used to compare the relative and absolute STAs between the groups. Principal component analysis was used to extract the common factors (CFs, acupoint cluster) in the STAs. A general linear model was used to identify factors affecting the STA in the knee OA cases. For the group comparisons of relative STA, P < 0.0045 (adjusted for 11 acupoints through Bonferroni correction) was considered to indicate statistical significance. For other analyses, P < 0.05 was used as the threshold for statistical significance.
RESULTS:
The analysis included 308 participants, consisting of 151 cases (mean age: [64.58 ± 6.67] years; male: 25.83%; mean body mass index: [25.70 ± 3.16] kg/m2) and 157 controls (mean age: [63.37 ± 5.96] years; male: 26.11%; mean body mass index: [24.47 ± 2.84] kg/m2). The relative STAs of ST34 (P = 0.0001), EX-LE2 (P < 0.0001), EX-LE5 (P = 0.0006), SP10 (P < 0.0001), BL40 (P = 0.0012) and GB39 (P = 0.0037) were higher in the knee OA group. No difference was found in the STAs of ST35, ST36, SP9, GB33 and GB34. Four CFs were identified for relative STA in both groups. The acupoints within each CF were consistent between the groups. The mean values of the relative STAs across each CF were higher in the knee OA group. In the knee OA cases, no factors were observed to affect the relative STA, while age and gender were found to affect the absolute STA.
CONCLUSION
Among patients with knee OA, thermal sensitization occurs in the acupoints of the lower extremity, exhibiting localized and regional thermal consistencies. The thermally sensitized acupoints that we identified in this study, ST34, SP10, EX-LE2, EX-LE5, GB39 and BL40, may be good choices for the acupuncture treatment of knee OA. Please cite this article as: Tu JF, Wang XZ, Yan SY, Wang YR, Yang JW, Shi GX, Zhang WZ, Jing LN, Yang LS, Liu DH, Wang LQ, Mi BH. Thermal sensitization of acupoints in patients with knee osteoarthritis: A cross-sectional case-control study. J Integr Med. 2025; 23(3): 289-296.
Humans
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Osteoarthritis, Knee/physiopathology*
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Male
;
Cross-Sectional Studies
;
Middle Aged
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Female
;
Acupuncture Points
;
Case-Control Studies
;
Aged
;
Skin Temperature
;
Acupuncture Therapy
8.Separate and Combained Associations of PM 2.5 Exposure and Smoking with Dementia and Cognitive Impairment.
Lu CUI ; Zhi Hui WANG ; Yu Hong LIU ; Lin Lin MA ; Shi Ge QI ; Ran AN ; Xi CHEN ; Hao Yan GUO ; Yu Xiang YAN
Biomedical and Environmental Sciences 2025;38(2):194-205
OBJECTIVE:
The results of limited studies on the relationship between environmental pollution and dementia have been contradictory. We analyzed the combined effects of PM 2.5 and smoking on the prevalence of dementia and cognitive impairment in an elderly community-dwelling Chinese population.
METHODS:
We assessed 24,117 individuals along with the annual average PM 2.5 concentrations from 2012 to 2016. Dementia was confirmed in the baseline survey at a qualified clinical facility, and newly suspected dementia was assessed in 2017, after excluding cases of suspected dementia in 2015. National census data were used to weight the sample data to reflect the entire population in China, with multiple logistic regression performed to analyze the combined effects of PM 2.5 and smoking frequency on dementia and cognitive impairment.
RESULTS:
Individuals exposed to the highest PM 2.5 concentration and smoked daily were at higher risk of dementia than those in the lowest PM 2.5 concentration group ( OR, 1.603; 95% CI [1.626-1.635], P < 0.0001) and in the nonsmoking group ( OR, 1.248; 95% CI [1.244-1.252]; P < 0.0001). Moderate PM 2.5 exposure and occasional smoking together increased the short-term risk of cognitive impairment. High-level PM 2.5 exposure and smoking were associated with an increased risk of dementia, so more efforts are needed to reduce this risk through environmental protection and antismoking campaigns.
CONCLUSION
High-level PM 2.5 exposure and smoking were associated with an increased risk of dementia. Lowering the ambient PM 2.5, and smoking cessation are recommended to promote health.
Humans
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Dementia/etiology*
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Male
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Aged
;
Female
;
Cognitive Dysfunction/etiology*
;
China/epidemiology*
;
Particulate Matter/analysis*
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Smoking/epidemiology*
;
Air Pollutants/analysis*
;
Aged, 80 and over
;
Environmental Exposure/adverse effects*
;
Prevalence
;
Middle Aged
9.Comparative Transcriptomic and Metabolomic Analyses Reveal the Mechanism by Which Foam Macrophages Restrict Survival of Intracellular Mycobacterium Tuberculosis.
Xiao PENG ; Yuan Yuan LIU ; Li Yao CHEN ; Hui YANG ; Yan CHANG ; Ye Ran YANG ; Xuan ZHANG ; An Na JIA ; Yong Bo YU ; Yong Li GUO ; Jie LU
Biomedical and Environmental Sciences 2025;38(7):781-791
OBJECTIVES:
This study aimed to investigate the impact of foam macrophages (FMs) on the intracellular survival of Mycobacterium tuberculosis (MTB) and identify the molecular mechanisms influencing MTB survival.
METHODS:
An in vitro FM model was established using oleic acid induction. Transcriptomic and metabolomic analyses were conducted to identify the key molecular pathways involved in FM-mediated MTB survival.
RESULTS:
Induced FMs effectively restricted MTB survival. Transcriptomic and metabolomic profiling revealed distinct changes in gene and metabolite expression in FMs during MTB infection compared with normal macrophages. Integrated analyses identified significant alterations in the cyclic adenosine monophosphate (cAMP) signaling pathway, indicating that its activation contributes to the FM-mediated restriction of MTB survival.
CONCLUSIONS
FMs inhibit MTB survival. The cAMP signaling pathway is a key contributor. These findings enhance the understanding of the role of FMs in tuberculosis progression, suggest potential targets for host-directed therapies, and offer new directions for developing diagnostic and therapeutic strategies against tuberculosis.
Mycobacterium tuberculosis/physiology*
;
Transcriptome
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Metabolomics
;
Foam Cells/microbiology*
;
Humans
;
Metabolome
;
Tuberculosis/microbiology*
;
Gene Expression Profiling
10.Generalized Functional Linear Models: Efficient Modeling for High-dimensional Correlated Mixture Exposures.
Bing Song ZHANG ; Hai Bin YU ; Xin PENG ; Hai Yi YAN ; Si Ran LI ; Shutong LUO ; Hui Zi WEIREN ; Zhu Jiang ZHOU ; Ya Lin KUANG ; Yi Huan ZHENG ; Chu Lan OU ; Lin Hua LIU ; Yuehua HU ; Jin Dong NI
Biomedical and Environmental Sciences 2025;38(8):961-976
OBJECTIVE:
Humans are exposed to complex mixtures of environmental chemicals and other factors that can affect their health. Analysis of these mixture exposures presents several key challenges for environmental epidemiology and risk assessment, including high dimensionality, correlated exposure, and subtle individual effects.
METHODS:
We proposed a novel statistical approach, the generalized functional linear model (GFLM), to analyze the health effects of exposure mixtures. GFLM treats the effect of mixture exposures as a smooth function by reordering exposures based on specific mechanisms and capturing internal correlations to provide a meaningful estimation and interpretation. The robustness and efficiency was evaluated under various scenarios through extensive simulation studies.
RESULTS:
We applied the GFLM to two datasets from the National Health and Nutrition Examination Survey (NHANES). In the first application, we examined the effects of 37 nutrients on BMI (2011-2016 cycles). The GFLM identified a significant mixture effect, with fiber and fat emerging as the nutrients with the greatest negative and positive effects on BMI, respectively. For the second application, we investigated the association between four pre- and perfluoroalkyl substances (PFAS) and gout risk (2007-2018 cycles). Unlike traditional methods, the GFLM indicated no significant association, demonstrating its robustness to multicollinearity.
CONCLUSION
GFLM framework is a powerful tool for mixture exposure analysis, offering improved handling of correlated exposures and interpretable results. It demonstrates robust performance across various scenarios and real-world applications, advancing our understanding of complex environmental exposures and their health impacts on environmental epidemiology and toxicology.
Humans
;
Environmental Exposure/analysis*
;
Linear Models
;
Nutrition Surveys
;
Environmental Pollutants
;
Body Mass Index


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