1.Oxylipidomics Combined with Transcriptomics Reveals Mechanism of Jianpi Huogu Prescription in Treating Steroid-induced Osteonecrosis of Femoral Head in Rats
Lili WANG ; Qun LI ; Zhixing HU ; Qianqian YAN ; Liting XU ; Xiaoxiao WANG ; Chunyan ZHU ; Yanqiong ZHANG ; Weiheng CHEN ; Haijun HE ; Chunfang LIU ; Na LIN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(11):190-199
ObjectiveTo unveil the mechanism of Jianpi Huogu prescription (JPHGP) in ameliorating the dyslipidemia of steroid-induced osteonecrosis of the femur head (SONFH) by oxylipidomics combined with transcriptomics. MethodsSixty SD rats were assigned into normal, model, low-, medium-, and high-dose (2.5, 5, 10 g·kg-1, respectively) JPHGP, and Jiangushengwan (1.53 g·kg-1) groups. Lipopolysaccharide was injected into the tail vein at a dose of 20 μg·kg-1 on days 1 and 2, and methylprednisolone sodium succinate was injected at a dose of 40 mg·kg-1 into the buttock muscle on days 3 to 5. The normal group received an equal volume of normal saline. Drug administration by gavage began 4 weeks after the last injection, and samples were taken after administration for 8 weeks. Hematoxylin-eosin staining was conducted to reveal the histopathological changes of the femoral head, and the number of adipocytes, the rate of empty bone lacunae, and the trabecular area were calculated. Micro-computed tomography was used for revealing the histological and histomorphometrical changes of the femoral head. Enzyme-linked immunosorbent assay was employed to measure the serum levels of triglyceride (TG), total cholesterol (TC), low-density lipoprotein (LDL), high-density lipoprotein (HDL), apolipoprotein A1 (ApoA1), and apolipoprotein B (ApoB). At the same time, the femoral head was collected for oxylipidomic and transcriptomic detection. The differential metabolites and differential genes were enriched and analyzed, and the target genes regulating lipid metabolism were predicted. The predicted target proteins were further verified by molecular docking, immunohistochemistry, and Western blot. ResultsCompared with the normal group, the model group showcased thinning of the femoral head, trabecular fracture, karyopyknosis, subchondral cystic degeneration, increases in the number of adipocytes and the rate of empty bone lacunae (P<0.01), a reduction in the trabecular area (P<0.01), decreases in BMD, Tb.Th, Tb.N, and BV/TV, and increases in Tb.Sp and BS/BV (P<0.01). Compared with the model group, the JPHGP groups showed no obvious thinning of the femoral head or subchondroidal cystic degeneration. The high- and medium-dose JPHGP groups presented declines in the number of adipocytes and the rate of empty bone lacunae, an increase in the trabecular area (P<0.05, P<0.01), rises in BMD, Tb.Th, Tb.N, and BV/TV, and decreases in Tb.Sp and BS/BV (P<0.05, P<0.01). Compared with the normal group, the model group showcased raised serum levels of TG, TC, LDL, and ApoB and lowered serum levels of HDL and ApoA1 (P<0.01). Compared with the model group, the JPHGP groups had lowered serum levels of TG, TC, LDL, and ApoB (P<0.05, P<0.01) and a risen serum level of ApoA1 (P<0.05, P<0.01). Moreover, the serum level of HDL in the high-dose JPHGP group increased (P<0.01). A total of 19 different metabolites of disease set and drug set were screened out by oxylipidomics of the femoral head, and 119 core genes with restored expression were detected by transcriptomics. The enriched pathways were mainly concentrated in inflammation, lipids, apoptosis, and osteoclast differentiation. Molecular docking, immunohistochemistry, and Western blot results showed that compared with the normal group, the model group displayed increased content of 5-lipoxygenase (5-LO) and peroxisome proliferator-activated receptor γ (PPARγ) in the femoral head (P<0.01). Compared with the model group, medium- and high-dose JPHGP reduced the content of 5-LO and PPARγ (P<0.05, P<0.01). ConclusionJPHGP can restore the levels of oxidized lipid metabolites by regulating the 5-LO-PPARγ axis to treat SONFH in rats. Relevant studies provide experimental evidence for the efficacy mechanism of JPHGP in the treatment of SONFH.
2.Oxylipidomics Combined with Transcriptomics Reveals Mechanism of Jianpi Huogu Prescription in Treating Steroid-induced Osteonecrosis of Femoral Head in Rats
Lili WANG ; Qun LI ; Zhixing HU ; Qianqian YAN ; Liting XU ; Xiaoxiao WANG ; Chunyan ZHU ; Yanqiong ZHANG ; Weiheng CHEN ; Haijun HE ; Chunfang LIU ; Na LIN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(11):190-199
ObjectiveTo unveil the mechanism of Jianpi Huogu prescription (JPHGP) in ameliorating the dyslipidemia of steroid-induced osteonecrosis of the femur head (SONFH) by oxylipidomics combined with transcriptomics. MethodsSixty SD rats were assigned into normal, model, low-, medium-, and high-dose (2.5, 5, 10 g·kg-1, respectively) JPHGP, and Jiangushengwan (1.53 g·kg-1) groups. Lipopolysaccharide was injected into the tail vein at a dose of 20 μg·kg-1 on days 1 and 2, and methylprednisolone sodium succinate was injected at a dose of 40 mg·kg-1 into the buttock muscle on days 3 to 5. The normal group received an equal volume of normal saline. Drug administration by gavage began 4 weeks after the last injection, and samples were taken after administration for 8 weeks. Hematoxylin-eosin staining was conducted to reveal the histopathological changes of the femoral head, and the number of adipocytes, the rate of empty bone lacunae, and the trabecular area were calculated. Micro-computed tomography was used for revealing the histological and histomorphometrical changes of the femoral head. Enzyme-linked immunosorbent assay was employed to measure the serum levels of triglyceride (TG), total cholesterol (TC), low-density lipoprotein (LDL), high-density lipoprotein (HDL), apolipoprotein A1 (ApoA1), and apolipoprotein B (ApoB). At the same time, the femoral head was collected for oxylipidomic and transcriptomic detection. The differential metabolites and differential genes were enriched and analyzed, and the target genes regulating lipid metabolism were predicted. The predicted target proteins were further verified by molecular docking, immunohistochemistry, and Western blot. ResultsCompared with the normal group, the model group showcased thinning of the femoral head, trabecular fracture, karyopyknosis, subchondral cystic degeneration, increases in the number of adipocytes and the rate of empty bone lacunae (P<0.01), a reduction in the trabecular area (P<0.01), decreases in BMD, Tb.Th, Tb.N, and BV/TV, and increases in Tb.Sp and BS/BV (P<0.01). Compared with the model group, the JPHGP groups showed no obvious thinning of the femoral head or subchondroidal cystic degeneration. The high- and medium-dose JPHGP groups presented declines in the number of adipocytes and the rate of empty bone lacunae, an increase in the trabecular area (P<0.05, P<0.01), rises in BMD, Tb.Th, Tb.N, and BV/TV, and decreases in Tb.Sp and BS/BV (P<0.05, P<0.01). Compared with the normal group, the model group showcased raised serum levels of TG, TC, LDL, and ApoB and lowered serum levels of HDL and ApoA1 (P<0.01). Compared with the model group, the JPHGP groups had lowered serum levels of TG, TC, LDL, and ApoB (P<0.05, P<0.01) and a risen serum level of ApoA1 (P<0.05, P<0.01). Moreover, the serum level of HDL in the high-dose JPHGP group increased (P<0.01). A total of 19 different metabolites of disease set and drug set were screened out by oxylipidomics of the femoral head, and 119 core genes with restored expression were detected by transcriptomics. The enriched pathways were mainly concentrated in inflammation, lipids, apoptosis, and osteoclast differentiation. Molecular docking, immunohistochemistry, and Western blot results showed that compared with the normal group, the model group displayed increased content of 5-lipoxygenase (5-LO) and peroxisome proliferator-activated receptor γ (PPARγ) in the femoral head (P<0.01). Compared with the model group, medium- and high-dose JPHGP reduced the content of 5-LO and PPARγ (P<0.05, P<0.01). ConclusionJPHGP can restore the levels of oxidized lipid metabolites by regulating the 5-LO-PPARγ axis to treat SONFH in rats. Relevant studies provide experimental evidence for the efficacy mechanism of JPHGP in the treatment of SONFH.
3.In silico prediction of pK a values using explainable deep learning methods.
Chen YANG ; Changda GONG ; Zhixing ZHANG ; Jiaojiao FANG ; Weihua LI ; Guixia LIU ; Yun TANG
Journal of Pharmaceutical Analysis 2025;15(6):101174-101174
Negative logarithm of the acid dissociation constant (pK a) significantly influences the absorption, distribution, metabolism, excretion, and toxicity (ADMET) properties of molecules and is a crucial indicator in drug research. Given the rapid and accurate characteristics of computational methods, their role in predicting drug properties is increasingly important. Although many pK a prediction models currently exist, they often focus on enhancing model precision while neglecting interpretability. In this study, we present GraFpK a, a pK a prediction model using graph neural networks (GNNs) and molecular fingerprints. The results show that our acidic and basic models achieved mean absolute errors (MAEs) of 0.621 and 0.402, respectively, on the test set, demonstrating good predictive performance. Notably, to improve interpretability, GraFpK a also incorporates Integrated Gradients (IGs), providing a clearer visual description of the atoms significantly affecting the pK a values. The high reliability and interpretability of GraFpK a ensure accurate pK a predictions while also facilitating a deeper understanding of the relationship between molecular structure and pK a values, making it a valuable tool in the field of pK a prediction.
4.MicroPET/CT-based exploration of the effects of acute sleep deprivation on glucose metabolism and neuroinflammation in rat brain
Mengya DAI ; Zhenyu XIANG ; Yan ZHANG ; Chaofeng LIU ; Jie GAO ; Zhixing QIN ; Hongliang WANG ; Zhifang WU ; Jianguo LI ; Sijin LI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(9):555-559
Objective:To investigate the effects of acute sleep deprivation (ASD) on hippocampal glucose metabolism and neuroinflammation in rat models.Methods:Twenty SD rats (10 males and 10 females) were divided into four groups (five in each group) by random sampling method: female ASD group, male ASD group, female control group, and male control group. Among them, the ASD group constructed the ASD model. After 72h sleep deprivation, all rats underwent 18F-FDG and N, N-diethyl-2-(2-(4-(2- 18F-fluoroethoxy)phenyl)-5, 7-dimethylpyrazolo[1, 5-a]pyrimidin-3-yl)acetamide ( 18F-DPA-714) microPET/CT brain imaging in 2d to compare the changes of 18F-FDG and 18F-DPA-714 SUV mean in the hippocampus of rats. Brain histopathology, immunohistochemistry and immunofluorescence staining were detected in rats. Independent-sample t test was used to analyze the data. Results:18F-FDG imaging showed the hippocampal SUV mean between ASD group and control group (female: 4.11±0.35 vs 1.89±0.28; male: 3.43±0.47 vs 2.02±0.54) were statistically significant ( t values: 9.65, 3.92, P values: <0.001, 0.002). 18F-DPA-714 imaging showed the hippocampal SUV mean between ASD group and control group (females: 0.28±0.01 vs 0.28±0.02; male: 0.26±0.02 vs 0.31±0.04) were not statistically significant ( t values: -0.18, -2.24, P values: 0.859, 0.056). The 18×10 3 translocator protein (TSPO) immunohistochemistry showed the expression in the hippocampal region of the brain between ASD group and control group (female: 0.19±0.02 vs 0.19±0.01; male: 0.21±0.01 vs 0.20±0.01) were not statistically different ( t values: -0.48, -1.67, P values: 0.651, 0.139). Immunofluorescence staining showed that microglial cytosol in the hippocampal region of the brain decreased after 72h of ASD, and the protrusion points and surrounding branches were significantly reduced. Conclusion:Increased hippocampal glucose metabolism in rats is observed after 72 h of ASD without significant neuroinflammation.
5.Clinical observation on the efficacy of modified anterior approach transpupillary silicone oil removal combined with phacoemulsification and intraocular lens implantation
Chenxiao SHEN ; Liang ZHANG ; Zhongning HUANG ; Zhixing CHENG ; Dan CAO ; Ying CUI ; Yesheng CHEN ; Ruoyu CHEN ; Honghua YU ; Anyi LIANG
Chinese Journal of Ocular Fundus Diseases 2025;41(10):780-786
Objective:To investigate and evaluate the clinical efficacy and safety of a modified anterior approach for transpupillary silicone oil removal combined with phacoemulsification and intraocular lens (IOL) implantation.Methods:A retrospective case-control study. A total of 148 patients (148 eyes) who underwent silicone oil removal combined with cataract surgery at the Department of Ophthalmology, Guangdong Provincial People's Hospital between January 2020 and November 2024 were included in the study. All affected eyes underwent preoperative examinations including best-corrected visual acuity (BCVA), intraocular pressure, corneal topography, and optical coherence tomography (OCT). Based on the method of silicone oil removal, the eyes were divided into two groups: group A (modified anterior approach transpupillary silicone oil removal combined with phacoemulsification and IOL implantation, 99 eyes) and group B (standard pars plana vitrectomy for silicone oil removal combined with phacoemulsification and IOL implantation, 49 eyes). The surgical duration, changes in BCVA and intraocular pressure at 1 day, 7 days, and 1 month postoperatively, as well as the incidence of complications such as corneal edema and its resolution, conjunctival congestion, iris prolapse, posterior capsule rupture, nucleus drop, IOL position, residual silicone oil in the vitreous cavity or anterior chamber, vitreous hemorrhage, recurrent retinal detachment (RD), and choroidal detachment or hemorrhage, were compared between the two groups. The independent sample t-test was used for the comparison of measurement data between the two groups, and the χ2 test was used for the comparison of count data. Results:The operation time of group A and group B was (17.01±1.28) min and (31.62±2.32) min, respectively. The operation time of group A was significantly shorter than that of group B, and the difference was statistically significant ( t=?41.002, P<0.001). The comparison of BCVA ( t =?0.561, ?0.833, ?1.386) and IOP ( t=?0.055, 1.375, ?0.507) between the two groups of affected eyes before surgery and at 1 day and 7 days after surgery showed no statistically significant differences ( P>0.05). There was no silicone oil residual in group A, while 3 eyes in group B were observed with silicone oil residual (6.1%, 3/49). Neovascular glaucoma was observed in one eye. Compared to group A, group B exhibited a statistically significant increase in the incidence of postoperative conjunctival congestion, silicone oil retention, and posterior capsular opacification ( χ2=10.600, 6.187, 92.617; P<0.05). In contrast, no statistically significant differences were observed between the groups in the incidence of corneal edema or recurrent retinal detachment (RD) ( χ2=0.272, 1.557; P>0.05). No intraoperative complications, such as iris prolapse, posterior capsular rupture, nucleus drop, zonular dehiscence, choroidal detachment, or hemorrhage, occurred in any of the operated eyes. Furthermore, no postoperative complications, including corneal endothelial decompensation, IOL displacement, or endophthalmitis, were observed during the follow-up period. Conclusion:Compared to the conventional pars plana approach for silicone oil removal combined with cataract surgery, the modified anterior perfusion transpupillary approach demonstrated significantly shorter surgical duration and a reduced incidence of postoperative complications.
6.In silico prediction of pKa values using explainable deep learning methods
Chen YANG ; Changda GONG ; Zhixing ZHANG ; Jiaojiao FANG ; Weihua LI ; Guixia LIU ; Yun TANG
Journal of Pharmaceutical Analysis 2025;15(6):1264-1276
Negative logarithm of the acid dissociation constant(pKa)significantly influences the absorption,dis-tribution,metabolism,excretion,and toxicity(ADMET)properties of molecules and is a crucial indicator in drug research.Given the rapid and accurate characteristics of computational methods,their role in predicting drug properties is increasingly important.Although many pKa prediction models currently exist,they often focus on enhancing model precision while neglecting interpretability.In this study,we present GraFpKa,a pKa prediction model using graph neural networks(GNNs)and molecular finger-prints.The results show that our acidic and basic models achieved mean absolute errors(MAEs)of 0.621 and 0.402,respectively,on the test set,demonstrating good predictive performance.Notably,to improve interpretability,GraFpKa also incorporates Integrated Gradients(IGs),providing a clearer visual description of the atoms significantly affecting the pKa values.The high reliability and interpretability of GraFpKa ensure accurate pKa predictions while also facilitating a deeper understanding of the relation-ship between molecular structure and pKa values,making it a valuable tool in the field of pKa prediction.
7.Application and Advance of Image Compression Algorithms in Medical Imaging
Jiawen SHANG ; Peng HUANG ; Zhixing CHANG ; Yuhan FAN ; Zhihui HU ; Ke ZHANG ; Jianrong DAI ; Hui YAN
Medical Journal of Peking Union Medical College Hospital 2025;16(5):1281-1290
Medical imaging technology plays a crucial role in clinical diagnosis and treatment. Image compression technology provides robust technical support for the storage and transmission of massive medical imaging data, serving as an effective safeguard for hospital data backup and telemedicine. The technology holds broad application prospects in the medical field, enabling the processing of various imaging modalities, multidimensional imaging, and medical video imaging. This study elaborates on general image and video compression algorithms, the application of compression algorithms in the medical field, and the performance metrics of medical image compression, thereby providing critical technical support for enhancing clinical diagnostic efficiency and data management security.
8.Tissue-resident peripheral helper T cells foster hepatocellular carcinoma immune evasion by promoting regulatory B-cell expansion.
Haoyuan YU ; Mengchen SHI ; Xuejiao LI ; Zhixing LIANG ; Kun LI ; Yongwei HU ; Siqi LI ; Mingshen ZHANG ; Yang YANG ; Yang LI ; Linsen YE
Chinese Medical Journal 2025;138(17):2148-2158
BACKGROUND:
Peripheral helper T (T PH ) cells are uniquely positioned within pathologically inflamed non-lymphoid tissues to stimulate B-cell responses and antibody production. However, the phenotype, function, and clinical relevance of T PH cells in hepatocellular carcinoma (HCC) are currently unknown.
METHODS:
Blood, tumor, and peritumoral liver tissue samples from 39 HCC patients (Sep 2016-Aug 2017) and 101 HCC patients (Sep 2011-Dec 2012) at the Third Affiliated Hospital of Sun Yat-sen University were used. Flow cytometry was used to quantify the expression, phenotype, and function of T PH cells. Log-rank tests were performed to evaluate disease-free survival and overall survival in samples from 39 patients and 101 patients with HCC. T PH cells, CD19 + B cells, and T follicular helper (T FH ) cells were cultured separately in vitro or isolated from C57/B6L mice in vivo for functional assays.
RESULTS:
T PH cells highly infiltrated tumor tissues, which was correlated with tumor size, early recurrence, and shorter survival time. The tumor-infiltrated T PH cells showed a unique ICOS hi CXCL13 + IL-21 - MAF + BCL-6 - phenotype and triggered naïve B-cell differentiation into regulatory B cells. Triggering programmed cell death protein 1 (PD-1) induced the production of C-X-C motif chemokine ligand 13 (CXCL13) by T PH cells, which then suppressed tumor-specific immunity and promoted disease progression.
CONCLUSION
Our study reveals a novel regulatory mechanism of T PH cell-regulatory B-cell-mediated immunosuppression and provides an important perspective for determining the balance between the differentiation of protumorigenic T PH cells and that of antitumorigenic T FH cells in the HCC microenvironment.
Carcinoma, Hepatocellular/metabolism*
;
Liver Neoplasms/metabolism*
;
Humans
;
T-Lymphocytes, Helper-Inducer/metabolism*
;
Animals
;
Mice
;
Male
;
Female
;
Mice, Inbred C57BL
;
Middle Aged
;
B-Lymphocytes, Regulatory/metabolism*
;
Flow Cytometry
;
Interleukin-21
;
Aged
;
Chemokine CXCL13/metabolism*
9.Clinical phenotype and genotype analysis of neuroinflammation, autoinflammation, splenomegaly and anemia syndrome caused by IRAK4 gene variant
Siming PENG ; Sunbixin YUAN ; Zhixing SUN ; Yu ZHANG ; Wei WANG ; Hongmei SONG
Chinese Journal of Pediatrics 2025;63(6):655-659
Objective:To summarize the clinical and genetic features of neuroinflammation, autoinflammation, splenomegaly and anemia (NASA) syndrome and investigate the pathogenic mechanism.Methods:The clinical data of 2 patients diagnosed with NASA syndrome at Department of Pediatrics, Peking Union Medical College Hospital were retrospectively analyzed. Variants were identified by gene panel sequencing and confirmed by Sanger sequencing. The function of IRAK4 gene variants was studied in vitro.Results:Among the 2 patients, case 1 was an 8-year-old girl and case 2 was a 10-year-old boy. Both patients presented in early childhood with anemia and hepatosplenomegaly. Case 1 was also experienced recurrent seizures. Laboratory examinations showed elevated inflammatory markers and neuroimaging revealed bilateral basal ganglia calcification. In case 2, anemia and inflammation markers were well controlled after treatment with tocilizumab, while case 1 succumbed to recurrent seizures. Genetic tests verified compound heterozygous variants in IRAK4 gene: case 1 carries a nonsense variant c.592G>T (p.G198X) and a missense variant c.248A>C (p.D83A), which were respectively from the parents; case 2 carries a c.831+3A>G variant and a frameshift variant c.540delT (p.F180Lfs*26), and the former was inherited from the father and the latter from the mother. The reverse transcription and Sanger sequencing results confirmed that c.831+3A>G variant led to exon 7 skipping. In vitro studies indicated that c.592G>T, c.540delT and c.831+3A>G variants resulted in truncated interleukin-1 receptor-associated kinase-4 (IRAK4) protein while c.248A>C do not cause changes in IRAK4 protein expression level and protein length.Conclusions:NASA syndrome should be considered in children with early-onset anemia, hepatosplenomegaly, recurrent seizures, elevated inflammatory markers and intracranial calcification. IRAK4 gene variants may lead to impaired anti-inflammatory function of IRAK4 protein, contributing to the autoinflammatory phenotype.
10.Effects of different birth seasons on screening thresholds for neonatal glucose-6-phosphate dehydrogenase deficiency in Shanghai and its distribution characteristics
Jing GUO ; Guoli TIAN ; Zhixing ZHU ; Zhuo ZHOU ; Wei JI ; Xiaofen ZHANG ; Yanmin WANG
Chinese Journal of Applied Clinical Pediatrics 2025;40(1):39-43
Objective:To analyze the differences in screening neonatal glucose-6-phosphate dehydrogenase (G6PD) deficiency in different birth seasons, establish screening thresholds for G6PD concentration in each season using indirect methods, and verify the reliability of the results.Methods:This was a cross-sectional study.A total of 140 823 newborns were collected from the Neonatal Screening Center of Shanghai Children′s Hospital from January 2020 to December 2023, including 41 029 cases, 35 796 cases, 33 969 cases and 30 029 cases in spring, summer, autumn and winter groups, respectively.The concentration of G6PD on the dried blood filter paper was determined using an automatic fluorescence analyzer.The distribution and statistical index of concentration values in four seasons were analyzed.The Kolmogorov-Smirnov test was used for normal distribution.The skewed distribution data was converted into approximately normal distribution using Box-Cox.Outliers were eliminated using the interquartile range (Turkey) method.The cumulative frequency distribution map was drawn through R language programming.The linear regression equation Y=B X+ A was fitted.The 0.5th percentile ( P0.5) was used as the screening threshold, which was compared with the reference value given by the manufacturer or laboratory and with the reference change value (RCV). Results:In the spring group, the positive rate was 4.02‰, 91 cases were confirmed, and the incidence was 1∶451.In the summer group, the positive rate was 7.18‰, 90 cases were confirmed, and the incidence was 1∶398.In the autumn group, the positive rate was 3.21‰, 86 cases were confirmed, and the incidence was 1∶395.In the winter group, the positive rate was 2.26‰, 61 cases were confirmed, and the incidence was 1∶492.The incidence rate did not change significantly in the four seasons ( P>0.05).The G6PD concentrations in the four seasons were compared in pairs, and the result was winter>autumn>spring>summer.The thresholds for G6PD screening were established indirectly: 25.08 U/dL, 22.83 U/dL, 26.63 U/dL and 38.01 U/dL in spring, summer, autumn and winter groups, respectively.The relative deviation in the threshold between the summer group and the laboratory was lower than RCV, while that between the other groups was higher than RCV.According to the screening threshold, the negative and positive conformity rates of 12 batches of 120 samples in the inter-laboratory evaluation program of Chinese Taiwan Preventive Medicine Foundation of China reached 100%. Conclusions:There is no difference in the incidence of G6PD deficiency between birth seasons.It is feasible to establish the screening threshold in each season using indirect methods, which is conducive to improving the efficiency of screening.

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