1.Noninvasive Screening for Chronic Atrophic Gastritis Using Photoplethysmography-derived Meridian-labelled Harmonic Parameters
Yun-Qing LE ; Jian-Xin CHEN ; Ai-Ping CHEN ; Zhi-Hong LI
Progress in Biochemistry and Biophysics 2026;53(5):1178-1194
ObjectiveChronic atrophic gastritis (CAG) is usually diagnosed by gastroscopy and histopathological biopsy. These procedures remain the reference standard, but their invasive nature and resource requirements may limit their use in large-scale population screening and repeated follow-up. A convenient and reproducible method for noninvasive auxiliary screening may help identify individuals who require further endoscopic assessment. Fingertip photoplethysmography (PPG) provides a noninvasive recording of peripheral pulse waves and allows harmonic features to be extracted from the signal. In this study, the so-called meridian-related variables were defined as PPG-derived harmonic parameters labelled according to meridian nomenclature, rather than as direct measurements of meridian physiology. This study aimed to compare these harmonic parameters between patients with CAG and non-CAG controls, identify parameters that remained different after age adjustment, and develop a multivariable model for noninvasive auxiliary screening and pre-endoscopic risk stratification of CAG. MethodsA total of 343 participants were included, comprising 171 patients with CAG and 172 non-CAG controls. CAG diagnosis was established using gastroscopy and histopathology as the reference standard. Fingertip PPG signals were collected using a PPG-based pulse acquisition device. Eight PPG-derived harmonic parameters labelled according to meridian nomenclature were extracted for analysis. Between-group differences were first assessed using nonparametric tests. Age-adjusted analyses were then performed to reduce potential confounding by age. The false discovery rate (FDR) method was applied for multiple-comparison correction. A multivariable logistic regression model integrating age and multiple harmonic parameters was constructed. Model performance was evaluated using receiver operating characteristic (ROC) analysis and the area under the curve (AUC). Internal validation performance was assessed using stratified five-fold cross-validation and bootstrap optimism correction. Threshold performance was examined using both a high-specificity strategy and a Youden index-based cutoff. Decision curve analysis was used to evaluate the model’s net clinical benefit across a range of threshold probabilities. ResultsAll eight harmonic parameters were non-normally distributed. In the univariate analysis, the stomach-labelled harmonic parameter (ST), bladder-labelled harmonic parameter (BL), and liver-labelled harmonic parameter (LR) differed between the CAG and non-CAG groups. After age adjustment and FDR correction, only ST and BL remained statistically significant. Compared with non-CAG controls, patients with CAG showed higher ST values and lower BL values. This finding indicates an associated differential harmonic pattern that was not fully explained by age distribution. However, the discriminative ability of a single harmonic parameter was limited. The best-performing single indicator was ST, with an AUC of 0.652 (95% CI: 0.595-0.707). The multivariable model integrating age and multiple harmonic parameters achieved an AUC of 0.791 (95% CI: 0.743-0.835), representing an improvement of 0.139 over ST alone. In internal validation, stratified five-fold cross-validation yielded a mean AUC of 0.753 (95% CI: 0.715-0.781), and the bootstrap optimism-corrected AUC was 0.748. These results suggest that the model retained moderate discriminative performance after internal validation.At a specificity of at least 95%, the model achieved a sensitivity of only 40.4% (95% CI: 25.7%-49.7%). This high-specificity cutoff may be suboptimal as the preferred threshold for an initial screening setting because of the potential risk of missed CAG cases. The Youden index-based optimal cutoff was 0.419, corresponding to a sensitivity of 80.7% and a specificity of 62.8%. This threshold may better match the practical aim of noninvasive auxiliary screening, where sensitivity is usually prioritized to reduce missed cases. Decision curve analysis showed that, within a threshold probability range of 10%-55%, the model provided higher net clinical benefit than the reference strategies of recommending gastroscopy for all participants or for none. ConclusionPatients with CAG showed associated harmonic differences in fingertip PPG-derived features, mainly characterized by higher ST and lower BL values after age adjustment and FDR correction. Compared with a single harmonic parameter, the multivariable model showed better overall discrimination and retained moderate internal validation performance. These findings suggest that PPG-derived harmonic parameters labelled according to meridian nomenclature may provide auxiliary information for noninvasive auxiliary screening and front-line triage before gastroscopic confirmation in CAG. The present results support further validation rather than immediate clinical implementation. External validation in independent, multicenter, and preferably prospective screening cohorts is needed to assess the model’s generalizability, screening performance, and potential clinical utility.
2.Noninvasive Screening for Chronic Atrophic Gastritis Using Photoplethysmography-derived Meridian-labelled Harmonic Parameters
Yun-Qing LE ; Jian-Xin CHEN ; Ai-Ping CHEN ; Zhi-Hong LI
Progress in Biochemistry and Biophysics 2026;53(5):1178-1194
ObjectiveChronic atrophic gastritis (CAG) is usually diagnosed by gastroscopy and histopathological biopsy. These procedures remain the reference standard, but their invasive nature and resource requirements may limit their use in large-scale population screening and repeated follow-up. A convenient and reproducible method for noninvasive auxiliary screening may help identify individuals who require further endoscopic assessment. Fingertip photoplethysmography (PPG) provides a noninvasive recording of peripheral pulse waves and allows harmonic features to be extracted from the signal. In this study, the so-called meridian-related variables were defined as PPG-derived harmonic parameters labelled according to meridian nomenclature, rather than as direct measurements of meridian physiology. This study aimed to compare these harmonic parameters between patients with CAG and non-CAG controls, identify parameters that remained different after age adjustment, and develop a multivariable model for noninvasive auxiliary screening and pre-endoscopic risk stratification of CAG. MethodsA total of 343 participants were included, comprising 171 patients with CAG and 172 non-CAG controls. CAG diagnosis was established using gastroscopy and histopathology as the reference standard. Fingertip PPG signals were collected using a PPG-based pulse acquisition device. Eight PPG-derived harmonic parameters labelled according to meridian nomenclature were extracted for analysis. Between-group differences were first assessed using nonparametric tests. Age-adjusted analyses were then performed to reduce potential confounding by age. The false discovery rate (FDR) method was applied for multiple-comparison correction. A multivariable logistic regression model integrating age and multiple harmonic parameters was constructed. Model performance was evaluated using receiver operating characteristic (ROC) analysis and the area under the curve (AUC). Internal validation performance was assessed using stratified five-fold cross-validation and bootstrap optimism correction. Threshold performance was examined using both a high-specificity strategy and a Youden index-based cutoff. Decision curve analysis was used to evaluate the model’s net clinical benefit across a range of threshold probabilities. ResultsAll eight harmonic parameters were non-normally distributed. In the univariate analysis, the stomach-labelled harmonic parameter (ST), bladder-labelled harmonic parameter (BL), and liver-labelled harmonic parameter (LR) differed between the CAG and non-CAG groups. After age adjustment and FDR correction, only ST and BL remained statistically significant. Compared with non-CAG controls, patients with CAG showed higher ST values and lower BL values. This finding indicates an associated differential harmonic pattern that was not fully explained by age distribution. However, the discriminative ability of a single harmonic parameter was limited. The best-performing single indicator was ST, with an AUC of 0.652 (95% CI: 0.595-0.707). The multivariable model integrating age and multiple harmonic parameters achieved an AUC of 0.791 (95% CI: 0.743-0.835), representing an improvement of 0.139 over ST alone. In internal validation, stratified five-fold cross-validation yielded a mean AUC of 0.753 (95% CI: 0.715-0.781), and the bootstrap optimism-corrected AUC was 0.748. These results suggest that the model retained moderate discriminative performance after internal validation.At a specificity of at least 95%, the model achieved a sensitivity of only 40.4% (95% CI: 25.7%-49.7%). This high-specificity cutoff may be suboptimal as the preferred threshold for an initial screening setting because of the potential risk of missed CAG cases. The Youden index-based optimal cutoff was 0.419, corresponding to a sensitivity of 80.7% and a specificity of 62.8%. This threshold may better match the practical aim of noninvasive auxiliary screening, where sensitivity is usually prioritized to reduce missed cases. Decision curve analysis showed that, within a threshold probability range of 10%-55%, the model provided higher net clinical benefit than the reference strategies of recommending gastroscopy for all participants or for none. ConclusionPatients with CAG showed associated harmonic differences in fingertip PPG-derived features, mainly characterized by higher ST and lower BL values after age adjustment and FDR correction. Compared with a single harmonic parameter, the multivariable model showed better overall discrimination and retained moderate internal validation performance. These findings suggest that PPG-derived harmonic parameters labelled according to meridian nomenclature may provide auxiliary information for noninvasive auxiliary screening and front-line triage before gastroscopic confirmation in CAG. The present results support further validation rather than immediate clinical implementation. External validation in independent, multicenter, and preferably prospective screening cohorts is needed to assess the model’s generalizability, screening performance, and potential clinical utility.
3.Mitochondial-located miRNAs in The Regulation of mtDNA Expression
Peng-Xiao WANG ; Le-Rong CHEN ; Zhen WANG ; Jian-Gang LONG ; Yun-Hua PENG
Progress in Biochemistry and Biophysics 2025;52(7):1649-1660
Mitochondria, functioning not only as the central hub of cellular energy metabolism but also as semi-autonomous organelles, orchestrate cellular fate decisions through their endogenous mitochondrial DNA (mtDNA), which encodes core components of the electron transport chain. Emerging research has identified microRNAs localized within mitochondria, termed mitochondria-located microRNAs (mitomiRs). Recent studies have revealed that mitomiRs are transcribed from nuclear DNA (nDNA), processed and matured in the cytoplasm, and subsequently transported into mitochondria. mitomiRs regulate mtDNA through diverse mechanisms, including modulation of mtDNA expression at the translational level and direct binding to mtDNA to influence transcription. Aberrant expression of mitomiRs leads to mitochondrial dysfunction and contributes to the pathogenesis of metabolic diseases. Restoring mitomiR expression to physiological levels using mitomiRs mimics or inhibitors has been shown to improve mitochondrial function and alleviate related diseases. Consequently, the regulatory mechanisms of mitomiRs have become a major focus in mitochondrial research. Given that mitomiRs are located in mitochondria, targeted delivery strategies designed for mtDNA can be adapted for the delivery of mitomiRs mimics or inhibitors. However, numerous intracellular and extracellular barriers remain, highlighting the need for more precise and efficient delivery systems in the future. The regulation of mtDNA expression mediated by mitomiRs not only expands our understanding of miRNA functions in post-transcriptional gene regulation but also provides promising molecular targets for the treatment of mitochondrial-related diseases. This review systematically summarizes recent research progress on mitomiRs in regulating mtDNA expression and discusses the underlying mechanisms of mitomiRs-mtDNA interactions. Additionally, it provides new perspectives on precision therapeutic strategies, with a particular emphasis on mitomiRs-based regulation of mitochondrial function in mitochondrial-related diseases.
4.Correlation between serum homocysteine, folic acid and sperm DNA fragmentation index
LE Yun ; ZHU Yurong ; ZHU Mengyi ; WANG Tengfei ; SHAO Shengsheng ; CHEN Xiaojun ; YANG Sheng
Journal of Preventive Medicine 2025;37(4):400-403
Objective:
To analyze the correlation between serum homocysteine (Hcy) and both folic acid (FA) and sperm DNA fragmentation index (DFI), so as to provide the evidence for male fertility assessment.
Methods:
Males who visited and measured the serum Hcy in the Reproductive Medicine Center of Huzhou Maternal and Child Health Care Hospital from September 2022 to September 2023 were selected as the study subjects. Sperm quality parameters and sperm DFI were analyzed by collecting sperm. Hcy and FA were measured by collecting venous blood. Participants were stratified into a high Hcy group (Hcy≥15.0 μmol/L) and a normal group (Hcy<15.0 μmol/L). The correlations between serum Hcy and FA and sperm DFI were evaluated using linear regression models.
Results:
A total of 173 participants were enrolled, including 39 in the high Hcy group and 134 in the normal group. The sperm concentration in the high Hcy group was significantly lower than that in the normal group [(91.77±61.11)×106/mL vs. (144.21±106.82)×106/mL, P<0.05]. No statistically significant differences were observed in semen volume, sperm motility, curvilinear velocity, straight-line velocity, average path velocity, or sperm morphology normal rate (all P>0.05). The FA level in the high Hcy group was lower than that in the normal group [(4.44±1.79) nmol/L vs. (7.64±3.68) nmol/L, P<0.05]. The sperm DFI in the high Hcy group was higher than that in the normal group [(19.21±8.85)% vs. (13.07±6.43)%, P<0.05]. Serum Hcy level showed a negative correlation with FA level (r=-0.369, P<0.05) and a positive correlation with sperm DFI (r=0.351, P<0.05).
Conclusion
Serum Hcy level is associated with sperm concentration, FA and sperm DFI, suggesting that serum Hcy may affect sperm quality.
5.Interaction between influenza A virus nucleoprotein and TRIM25 protein
Xin-yan HU ; Qian-yun LIU ; Le-le AN ; Qiu-ju LAN ; Xiao-xia MA
Chinese Journal of Zoonoses 2025;41(3):219-226
This study was aimed at exploring the interaction between the nucleoprotein(NP)of influenza A virus(IAV)and TRIM25.The physicochemical properties and protein structure of IAV NP protein were analyzed through bioinformatics methods.The interaction between IAV NP and TRIM25 proteins was simulated with molecular docking techniques,and the in-teraction sites were predicted.With the cDNA of the A/Puerto Rico/8/1934(H1N1)PR8 strain as the template,the NP pro-tein was cloned into the eukaryotic expression vector pCMV-C-Flag through PCR amplification,the eukaryotic expression re-combinant plasmid pCMV-Flag-NP was constructed,and the expression was further verified.The protein expression levels of pCMV-Flag-NP and pCMV-HA-TRIM25 were detected at various time periods.The interaction between NP protein and TRIM25 protein was verified by co-immunoprecipitation.The co-localization of NP protein and TRIM25 protein in cells was ob-served with laser confocal microscopy.Bioinformatics analysis revealed that the NP protein consists of 498 amino acids and 20 amino acids,and is an unstable hydrophilic protein.The NP protein has multiple phosphorylation sites,as well as N-glycosyla-tion and O-glycosylation sites,but no transmembrane domain or signal peptide domain.Additionally,the NP protein's second-ary structure consists of a high proportion of alpha-helices and random coils.The molecular docking prediction results indicated that IAV NP interacts with TRIM25 protein and has multiple potential interaction sites,including the 233rd alanine,234th ala-nine,236th lysine,and 440th alanine of the NP protein.After successfully constructing and expressing the IAV NP protein,we verified the interaction between IAV NP and TRIM25 protein by immunoprecipitation and laser confocal microscopy obser-vations.Our results together suggested that the structure of the IAV NP protein is closely related to its function,and its im-portance to the virus is clear.In addition,the interaction between IAV NP and TRIM25 protein may be associated with TRIM25's anti-influenza virus mechanism.Further in-depth research may provide new ideas for anti-influenza virus strategies.
6.Retrospecitve study on clinical treatment of 214 children with high altitude pulmonary edema
Xueyue WANG ; Yu ZHANG ; Henghai NIE ; Chao CHEN ; Jing WANG ; Yifan LE ; Kaixiong LAN ; Xianjin BI ; Xiaoyang HONG ; Yun HAO ; Xiuping XU ; Liuxin DU
Chinese Pediatric Emergency Medicine 2025;32(7):504-508
Objective:To analyse the clinical characteristics of 214 cases of paediatric high altitude pulmonary edema(HAPE)and the efficacy of dexamethasone in adjunctive therapy.Methods:This retrospective study analyzed 214 pediatric cases of HAPE admitted to the Department of Paediatrics of the General Hospital of Tibetan Military between June 2015 to June 2017 and June 2019 to June 2021.Patients were divided into dexamethasone-treated group and dexamethasone-untreated group.Baseline data,clinical characteristics were collected to evaluate the treatment efficacy and drug side effects.Results:There were 107 children in each of the two groups with a median age of 8(5,11)years. The median age of the dexamethasone-treated group was 9(6,12)years and the mean age of the dexamethasone-untreated group was 7(3,10)years. The proportion of male children was 69.60%(149/214);the onset of illness was mostly concentrated within 72 hours,accounting for 97.20%(208/214)of the cases;83.18%(178/214)of the cases had symptoms of combined upper respiratory tract infection before entering the plateau. The most important clinical symptoms of the children were cough(86.92%,186/214),cyanosis(70.09%,150/214),and shortness of breath(66.36%,142/214). The proportion of auscultatory rhonchi was 83.18%(178/214),and all cases showed positive findings on chest radiography. After the dexamethasone regimen,the overall cure rate of the children was 94.39%,the average disappearance time of the symptoms and signs was(40.52±7.85)h,and the average hospital stay was(3.60±1.90)d. After treatment with the dexamethasone-free regimen,the overall cure rate was 92.52%,the mean time to disappearance of symptoms and signs was(42.10±7.62)h,and the mean length of stay in the hospital was(3.84±2.08)d. There was no significant difference in the cure rate,the disappearance time of symptoms and signs,and the average hospitalisation days between the two groups( P>0.05),but a total of 11 children in the dexamethasone-treated group experienced adverse drug reactions,and no children in the dexamethasone-untreated group experienced adverse drug reactions. Conclusion:Han Chinese male children,particularly those with upper respiratory infections,should be closely monitored for HAPE risk within three days of ascending to high altitudes. This study does not recommend the use of dexamethasone for pediatric HAPE due to the lack of therapeutic benefits and potential adverse effects.
7.Mechanistic Study of Demethylzeylasteral in Alleviating Ulcerative Colitis and Collagen-Induced Arthritis by Regulating Th17 Cell Differentiation
Peiyin YANG ; Le SHI ; Dahai DOU ; Jianxin SHI ; Tao LIANG ; Dongping YUAN ; Yun YU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(10):1288-1299
OBJECTIVE To investigate the anti-inflammatory mechanisms of demethylzeylasteral(Dem)in ulcerative colitis(UC)and collagen-induced arthritis(CIA),focusing on its regulation of Th17 cell differentiation and associated signaling pathways.METHODS UC was induced in C57BL/6 mice using dextran sulfate sodium(DSS),and Dem was administered by gavage at low(1 mg·kg-1)or high(2 mg·kg-1)doses.Disease severity was assessed by body weight loss,colon length,and stool consisten-cy.Serum cytokines(TNF-α,IL-1β,IL-6)were quantified by ELISA,and Th17 cell ratio in mesenteric lymph nodes was deter-mined by flow cytometry.The anti-inflammatory efficacy of Dem was further validated using a CIA mouse model.The efficacy of Dem was further verified in the CIA model,and the expression of JAK2 and STAT3 was intervened by siRNA to investigate its mechanism of action in Th17 differentiation.RESULTS Dem-treated mice showed reduced weight loss and colon shortening,and decreases in ser-um TNF-α,IL-1β,and IL-6 levels(P<0.01)and Th17 cell proportion(P<0.01).Western blot and siRNA assays showed that Dem significantly inhibited the differentiation and activation of Th17 cells by suppressing the phosphorylation of the JAK2-STAT3 path-way.Dem also significantly alleviated arthritis symptoms and related markers in the CIA model,confirming its anti-inflammatory effects.CONCLUSION Dem improves UC and rheumatoid arthritis by downregulating the JAK2-STAT3 signaling pathway,inhibi-ting Th17 cell differentiation and pro-inflammatory cytokine expression,suggesting its potential therapeutic value in immune-related diseases.
8.Mechanistic Study of Demethylzeylasteral in Alleviating Ulcerative Colitis and Collagen-Induced Arthritis by Regulating Th17 Cell Differentiation
Peiyin YANG ; Le SHI ; Dahai DOU ; Jianxin SHI ; Tao LIANG ; Dongping YUAN ; Yun YU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(10):1288-1299
OBJECTIVE To investigate the anti-inflammatory mechanisms of demethylzeylasteral(Dem)in ulcerative colitis(UC)and collagen-induced arthritis(CIA),focusing on its regulation of Th17 cell differentiation and associated signaling pathways.METHODS UC was induced in C57BL/6 mice using dextran sulfate sodium(DSS),and Dem was administered by gavage at low(1 mg·kg-1)or high(2 mg·kg-1)doses.Disease severity was assessed by body weight loss,colon length,and stool consisten-cy.Serum cytokines(TNF-α,IL-1β,IL-6)were quantified by ELISA,and Th17 cell ratio in mesenteric lymph nodes was deter-mined by flow cytometry.The anti-inflammatory efficacy of Dem was further validated using a CIA mouse model.The efficacy of Dem was further verified in the CIA model,and the expression of JAK2 and STAT3 was intervened by siRNA to investigate its mechanism of action in Th17 differentiation.RESULTS Dem-treated mice showed reduced weight loss and colon shortening,and decreases in ser-um TNF-α,IL-1β,and IL-6 levels(P<0.01)and Th17 cell proportion(P<0.01).Western blot and siRNA assays showed that Dem significantly inhibited the differentiation and activation of Th17 cells by suppressing the phosphorylation of the JAK2-STAT3 path-way.Dem also significantly alleviated arthritis symptoms and related markers in the CIA model,confirming its anti-inflammatory effects.CONCLUSION Dem improves UC and rheumatoid arthritis by downregulating the JAK2-STAT3 signaling pathway,inhibi-ting Th17 cell differentiation and pro-inflammatory cytokine expression,suggesting its potential therapeutic value in immune-related diseases.
9.Chemical and pharmacological research progress on Mongolian folk medicine Syringa pinnatifolia.
Kun GAO ; Chang-Xin LIU ; Jia-Qi CHEN ; Jing-Jing SUN ; Xiao-Juan LI ; Zhi-Qiang HUANG ; Ye ZHANG ; Pei-Feng XUE ; Su-Yi-le CHEN ; Xin DONG ; Xing-Yun CHAI
China Journal of Chinese Materia Medica 2025;50(8):2080-2089
Syringa pinnatifolia, belonging to the family Oleaceae, is a species endemic to China. It is predominantly distributed in the Helan Mountains region of Inner Mongolia and Ningxia of China. The peeled roots, stems, and thick branches have been used as a distinctive Mongolian medicinal material known as "Shan-chen-xiang", which has effects such as suppressing "khii", clearing heat, and relieving pain and is employed for the treatment of cardiovascular and pulmonary diseases and joint pain. Over the past five years, significant increase was achieved in research on chemical constituents and pharmacological effects. There were a total of 130 new constituents reported, covering sesquiterpenoids, lignans, and alkaloids. Its effects of anti-myocardial ischemia, anti-cerebral ischemia/reperfusion, sedation, and analgesia were revealed, and the mechanisms of agarwood formation were also investigated. To better understand its medical value and potential of clinical application, this review updates the research progress in recent five years focusing on the chemical constituents and pharmacological effects of S. pinnatifolia, providing reference for subsequent research on active ingredient and support for its innovative application in modern medicine system.
Medicine, Mongolian Traditional
;
Humans
;
Drugs, Chinese Herbal/pharmacology*
;
Animals
;
Syringa/chemistry*
10.KG-CNNDTI: a knowledge graph-enhanced prediction model for drug-target interactions and application in virtual screening of natural products against Alzheimer's disease.
Chengyuan YUE ; Baiyu CHEN ; Long CHEN ; Le XIONG ; Changda GONG ; Ze WANG ; Guixia LIU ; Weihua LI ; Rui WANG ; Yun TANG
Chinese Journal of Natural Medicines (English Ed.) 2025;23(11):1283-1292
Accurate prediction of drug-target interactions (DTIs) plays a pivotal role in drug discovery, facilitating optimization of lead compounds, drug repurposing and elucidation of drug side effects. However, traditional DTI prediction methods are often limited by incomplete biological data and insufficient representation of protein features. In this study, we proposed KG-CNNDTI, a novel knowledge graph-enhanced framework for DTI prediction, which integrates heterogeneous biological information to improve model generalizability and predictive performance. The proposed model utilized protein embeddings derived from a biomedical knowledge graph via the Node2Vec algorithm, which were further enriched with contextualized sequence representations obtained from ProteinBERT. For compound representation, multiple molecular fingerprint schemes alongside the Uni-Mol pre-trained model were evaluated. The fused representations served as inputs to both classical machine learning models and a convolutional neural network-based predictor. Experimental evaluations across benchmark datasets demonstrated that KG-CNNDTI achieved superior performance compared to state-of-the-art methods, particularly in terms of Precision, Recall, F1-Score and area under the precision-recall curve (AUPR). Ablation analysis highlighted the substantial contribution of knowledge graph-derived features. Moreover, KG-CNNDTI was employed for virtual screening of natural products against Alzheimer's disease, resulting in 40 candidate compounds. 5 were supported by literature evidence, among which 3 were further validated in vitro assays.
Alzheimer Disease/drug therapy*
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Biological Products/therapeutic use*
;
Humans
;
Neural Networks, Computer
;
Machine Learning
;
Drug Discovery/methods*
;
Algorithms
;
Drug Evaluation, Preclinical/methods*


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