1.Molecular Crosstalk Mechanisms of Shoutai Wan and Juyuan Jian on Maternal-fetal Interface Subcellular Clusters in CBA/J×DBA/2 Recurrent Pregnancy Loss Model
Jingxin GAO ; Qiuping CHEN ; Xiaoyan ZHENG ; Pengfei ZENG ; Rui ZHOU ; Yancai TANG ; Qian ZENG ; Wenli GUO ; Jinzhu HUANG ; Weijun DING ; Linwen DENG ; Hang ZHOU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(2):70-87
ObjectiveTo systematically compare the differential regulation of the maternal-fetal interface cell lineages and communication networks in the CBA/J×DBA/2 mouse model of recurrent pregnancy loss (RPL) by the two classic therapeutic methods-tonifying the kidney to stabilize the fetus and invigorating the spleen to stabilize the fetus (Shoutai Wan, Juyuan Jian)-of traditional Chinese medicine (TCM) at the single-cell resolution and clarify their modern scientific connotations. MethodsFemale non-pregnant CBA/J mice were caged with male BALB/c (blank group) and DBA/2 (modeling group) mice separately. Pregnant mice in the modeling group were randomly grouped as follows: high/low-dose Shoutai Wan, high/low-dose Juyuan Jian, model (RPL), and positive control (dydrogesterone), with 10 mice in each group. Starting from the day after the detection of the vaginal plug, mice were administrated with drugs or an equal volume of normal saline by gavage for 10 consecutive days. After the intervention, the following indicators were measured. ① Macroscopic evaluation: general conditions, uterine wet weight, embryo loss rate, four coagulation parameters [prothrombin time (PT), activated partial thromboplastin time (APTT), fibrinogen (FIB), and thrombin time (TT)], and peripheral blood estradiol (E2) and progesterone (Pg) levels. The decidua with embryos was stained with hematoxylin-eosin (HE) and evaluated by transmission electron microscopy (TEM). The expression of B-cell lymphoma-2 (Bcl-2), vascular endothelial growth factor (VEGF), angiotensin Ⅱ (AngⅡ), matrix metalloproteinase-2 (MMP-2), interleukin-6 (IL-6), leukemia inhibitory factor (LIF), CXC chemokine ligand 12 (CXCL12), and microtubule-associated protein 1 light chain 3 homolog (LC3)Ⅰ/Ⅱ was quantified by Western blot. ② Mechanism analysis at the single-cell level: The decidua with embryos from the blank, model, high-dose Shoutai Wan, and high-dose Juyuan Jian groups (6 mice per group, with 3 single-cell samples per group, totaling 24 mice) were analyzed by the BD Rhapsody™ platform, and the whole-cell atlas was drawn by uniform manifold approximation and projection (UMAP) dimensionality reduction clustering combined with the single-cell mouse cell atlas (scMCA). The differentially expressed genes (DEGs) and cell interaction networks were analyzed via Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and CellChat, and the protein-protein interaction (PPI) map of subtype cells was constructed. The CytoTRACE pseudo-temporal analysis was performed to explore the developmental trajectories of core immune cells (natural killer cells, NK cells) from maternal and fetal sources. Results① Pathological and Western blot results indicated that compared with the blank group, the RPL group showed an increase in the embryo loss rate (P<0.01), down-regulated expression of Bcl-2, LIF, MMP-2, and Vegf in the decidua with embryos (P<0.05), up-regulated protein levels of CXCL-12, AngⅡ, and IL-6 (P<0.05), blocked angiogenesis, apoptosis-inflammation imbalance, and coagulation dysfunction. Both prescriptions dose-dependently reduced the abortion rate and restored the angiogenesis-inflammation balance, and Shoutai pill showed superior performance in restoring the E2 level to the Pg level (P<0.05). ② Single-cell transcriptome analysis indicated that compared with the blank group, the RPL group showed differences in multiple key cell populations such as decidual cells, trophoblast cells, endothelial cells, erythroblasts, NK cells, and macrophages at the maternal-fetal interface. Immunity and angiogenesis were the key links in RPL. Compared with the RPL group, high-dose Shoutai Wan reversed the changes of NK cells in the embryonic layer (upregulating the mRNA levels of 17 genes and downregulating the mRNA levels of 29 genes) and macrophages (upregulating the mRNA levels of 117 genes and downregulating the mRNA levels of 53 genes) through the regulation of gene expression. High-dose Shoutai pill regulated the immune cells to affect unfolded proteins, cell adhesion, and programmed cell death, thereby promoting decidualization and angiogenesis and modulating embryo-membrane development. High-dose Juyuan Jian regulated the key subgroups of NK cells (up-regulating the mRNA levels of 9 genes and down-regulating the mRNA levels of 17 genes) and macrophages (up-regulating the mRNA levels of 110 genes and down-regulating the mRNA levels of 81 genes), which affected decidual inflammation and apoptosis and intervened in glycolysis. ③ The pseudo-temporal analysis and communication network indicated that the communication frequency of the RPL group decreased. High-dose Shoutai Wan restored maternal-fetal tolerance through pathways such as NKG2D, CDH5, GDF, and FASLG. High-dose Juyuan Jian enhanced the IL-6/LIFR/JAK/signal transducer and activator of transcription 3 (STAT3) and desmosome/SEMA6/tumor necrosis factor-like weak inducer of apoptosis (TWEAK) signaling to improve endometrial receptivity. The RPL group showed an increased proportion of toxic dNK7, a decreased proportion of reparative dNK4, and blocked embryo fNK1. High-dose Shoutai Wan down-regulated dNK7 and up-regulated dNK4. High-dose Juyuan Jian inhibited the terminal differentiation of dNK7 and up-regulated LILRB1, thus restoring the balance of cytotoxicity and repair. ConclusionBoth the kidney-tonifying and spleen-invigorating methods are effective in treating RPL. NK and macrophages are the key immune cells in the interaction between the embryo and the membrane. The kidney-tonifying method (Shoutai Wan) has an advantage in regulating the phenotypes of unfolded protein, cell adhesion, and programmed cell death, and shows expression characteristics closer to the physiological state in the regulation of NKG2D and CDH5 signals. The spleen-invigorating method (Juyuan Jian) has an advantage in regulating epithelial-mesenchymal transition (EMT), angiogenesis, and glycolysis and shows higher communication intensity in the IL-6 and LIFR pathways.
2.Effect evaluation of pharmaceutical service based on root cause analysis combined with KAP theory on decreasing the protocol violations of investigational medicinal products rate in pediatric clinical trials
Chunyan GUO ; Yi ZHANG ; Yuxin YANG ; Yuguang LIANG ; Qian DING ; Qian WANG ; Chengyue ZHANG ; Yu SUN ; Peng GUO
China Pharmacy 2026;37(9):1206-1210
OBJECTIVE To investigate the effect of pharmaceutical services guided by root cause analysis (RCA) in a problem-oriented manner combined with knowledge-attitude-practice (KAP) theory on reducing the incidence of protocol violations of investigational medicinal products in pediatric clinical trials. METHODS A total of 617 participants from 69 drug clinical trial projects conducted in our hospital from January 2016 to December 2020 were selected as the control group, and 868 participants from 72 drug clinical trial projects from January 2022 to December 2025 as the observation group. RCA was performed on the protocol violations of investigational medicinal product in the control group to identify the types and underlying causes. The control group received routine pharmaceutical services for drug clinical trials, while the observation group was provided with precision pharmaceutical services from the three dimensions of knowledge, attitude and practice on the basis of routine pharmaceutical services, according to the root causes identified by RCA. The occurrence of investigational medicinal products protocol violations was compared between the two groups. RESULTS The total incidence of protocol violations of investigational medicinal products, as well as the incidences of minor and major protocol violations, were all significantly lower in the observation group than in the control group ( P <0.001). The main types of protocol violations in both groups included missed/under-/over-dosing of medications, non-adherence to administration time, failure to adjust dosage as required, and combined medication/vaccination in violation of the protocol. Regarding the responsible subjects of protocol violations, the incidences of protocol violations attributed to participants and their guardians as well as investigators and accidental factors were significantly lower in the observation group than in the control group ( P <0.001, P <0.001, P =0.025). However, there were no statistically significant differences in the incidences of protocol violations caused by sponsor-related reasons between the two groups ( P >0.05). CONCLUSIONS Pharmaceutical services led by pharmacists, based on problem-oriented RCA and combined with KAP theory, can effectively reduce the protocol violations of investigational medicinal products rate in pediatric clinical trials, thereby safeguarding the safety and rights of study participants.
3.Effect of Heat-sensitive Moxibustion on Quality of Life and Immune Function in Non-Small Cell Lung Cancer Patients with Qi Deficiency and Phlegm Stasis Syndrome Undergoing Chemotherapy:A Randomized Controlled Trial
Wenhao ZHAN ; Qian DING ; Zhiwei DONG ; Ting LI ; Shumei FU ; Ning TIAN
Journal of Traditional Chinese Medicine 2026;67(12):1289-1296
ObjectiveTo observe the effect of heat-sensitive moxibustion on quality of life and immune function in non-small cell lung cancer (NSCLC) patients undergoing chemotherapy. MethodsSeventy NSCLC patients with qi deficiency and phlegm stasis syndrome were randomly divided into an intervention group and a control group, with 35 cases in each group. The control group received chemotherapy combined with routine symptomatic treatment, while the intervention group additionally received heat-sensitive moxibustion since the first day of chemotherapy. Acupoints included Dazhui (GV14), bilateral Feishu (BL13), Zhongwan (CV12), Qihai (CV6), and Guanyuan (CV4). The site exhibiting the strongest heat-sensitization response was selected for moxibustion. Treatment was administered for 45 minutes per session, three times weekly for three consecutive weeks, totaling nine sessions. Before and after treatment, quality of life was assessed using the European Organization for Research and Treatment of Cancer Quality of Life Questionnaire (EORTC QLQ-C30), and traditional Chinese medicine (TCM) syndrome scores were evaluated. Peripheral blood levels of natural killer (NK) cells and T-lymphocyte subsets including CD3+, CD4+, and CD8+, and CD4+/CD8+ ratio were measured. Levels of programmed cell death protein-1 (PD-1), including PD-1⁺CD4⁺ and PD-1⁺CD8⁺ cells, were also assessed. Liver and renal function were monitored before and after treatment, and adverse events were recorded. ResultsIn the intervention group, 1 participant withdrew and 1 was excluded, while in the control group, 2 participants withdrew. Ultimately, 33 participants in each group were included in the final analysis. The intervention group showed significant improvements in physical, role, emotional, cognitive, and social functioning, as well as global health status after treatment, while scores for fatigue, nausea and vomiting, dyspnea, appetite loss, diarrhea, and TCM syndrome scale were significantly decreased (P<0.05). Moreover, the intervention group demonstrated higher scores in physical functioning, role functioning, and global health status, as well as lower scores for fatigue, nausea and vomiting, dyspnea, appetite loss, diarrhea, and the TCM syndrome scale than the control group (P<0.05). After treatment, the levels of peripheral NK cells and PD-1⁺CD8⁺ T cells in the intervention group increased significantly; furthermore, the intervention group exhibited higher peripheral NK cell levels and lower PD-1⁺CD8⁺ T cell levels than the control group (P<0.05). No significant differences were found in liver or renal function between the two groups (P>0.05). In addition, no adverse events such as burns or moxibustion-induced syncope occurred during the study. ConclusionHeat-sensitive moxibustion as an adjunctive therapy may enhance immune function, alleviate clinical symptoms, and improve quality of life, while demonstrating a favorable safety profile in NSCLC patients with qi deficiency and phlegm stasis.
4.Differences in deltamethrin resistance and kdr gene mutation in Culex tritaeniorhynchus population in and outside the Yellow Sea wetland
Xiao-er ZHANG ; Zhi-ming WU ; Ye TIAN ; Qian CUI ; Yu-qian JI ; Huan WANG ; Shu-juan YANG ; Yi-chao ZHAO ; Yu WANG ; Hua-yu YIN ; Yu DING ; Guo-jin YAN ; Min-sen ZHAO ; Shou-gang ZHANG ; Bing-dong SONG ; Hong-na CHEN ; Jian GAO ; Wei-fang YANG ; Yu-fu ZHANG ; Hui LIU ; Hong-liang CHU
Acta Parasitologica et Medica Entomologica Sinica 2026;33(2):101-107
Objective To gain insights into the biological characteristics of different populations of Culex tritaeniorhynchus within and around the Yellow Sea wetland from the perspective of the occurrence of resistance, we investigated the levels of resistance to deltamethrin and kdr gene mutation in the wetland and its peripheral areas. Methods Specimens were collected from Cx. tritaeniorhynchus populations at two monitoring sites in the Rare Bird National Nature Reserve and Tiaozi Ni Wetland Scenic Area, and also from two populations in Yancheng City and the Liuhe District of Nanjing, and the resistance of these mosquitoes to deltamethrin was determined using the CDC biotest bottle method. For each concentration of deltamethrin assessed, a random subset of exposed specimens was selected for amplification of the kdr gene fragment, followed by Sanger sequencing to identify and analyze resistance-associated mutations. Results The LC50 levels of deltamethrin among mosquitoes from the four populations in Luhe, Yancheng, the Rare Bird National Nature Reserve and the Tiaozi Ni Wetland Scenic Area were 2.048 5, 7.798 2, 3.473 3, and 17.695 5 mg/mL, respectively, with corresponding concentrations of deltamethrin ranging from 0.005 to 5.000,0.050 to 50.000,0.050 to 25.000 and 0.050 to 50.000 mg/mL, respectively. Furthermore, the ranges of the KT50 values were 11.76-107.43, 67.05-216.30,29.77-107.43 and 28.40-329.51 min; the 1-h knockdown rates were 34.58%-99.15%, 9.52%-43.80%, 55.09%-73.01%, and 10.09%-68.07%; and the 24-h mortality rates were 12.15%-67.52%,9.52%-79.56%,13.17%-82.21%, and 11.01%-78.99%, respectively. With respect to kdr gene mutation, we assayed a total of 63,70,59, and 57 mosquitoes for the four populations, for which we detected L1014F mutation frequencies of 14.29%, 35.00%, 20.34%, and 31.58%, respectively, with a majority of these mutations being heterozygous for resistance. In addition, five adult mosquitoes were identified has having synonymous mutations at site 1011[i. e. , AAT(asparagine)mutation to AAC(asparagine)]. Conclusions Our findings revealed the clear resistance of Cx. tritaeniorhynchus to deltamethrin in the Yancheng region of the Yellow Sea wetland, and the resistance phenotype and kdr frequency of Cx. tritaeniorhynchus in the wetland environment were comparable to those of Cx. tritaeniorhynchus in the wetland environment, thereby indicating that the resistance of different populations of Cx. tritaeniorhynchus was homogeneous under the pressure of different insecticide selection within and around the wetland. However, the underlying mechanisms need to be further studied.
5.Clinical Experience of Professor CUI Yinglin in Treating Pediatric Mitochondrial Encephalomyopathy Based on the Original Qi Theory
Yingge DING ; Shilong CHEN ; Shurui WANG ; Lihui WANG ; Qian CHEN ;
Journal of Traditional Chinese Medicine 2026;67(14):1485-1490
This paper summarizes Professor CUI Yinglin's clinical experience in treating pediatric mitochondrial encephalomyopathy based on the original qi theory. It is proposed that original qi depletion is the core pathogenesis, and the fundamental therapeutic principle is consolidating the root and replenishing original qi. Clinically, the disease is classified into four syndrome types, including insufficiency of kidney essence, spleen qi depletion, liver-kidney yin deficiency, and original qi constraint and stagnation accompanied by phlegm-stasis obstructing the collaterals. Correspondingly, self-formulated Gujing Yiyuan Decoction (固精益元汤) can be used to tonify the kidney and replenish essence, reinforce and strengthen original qi. Modified Yiyuan Decoction (益元汤) is used to fortify the spleen and supplement qi, consolidate the root and replenish original qi. Modified Da Bu Yuan Decoction (大补元煎) is employed to nourish the liver and kidney, and replenish original qi. Self-formulated Huatan Quyu Formula (化痰祛瘀方) is used to supplement qi and activating blood, resolve phlegm and unblocking the collaterals. Medication is flexibly adjusted according to syndrome differentiation, with simultaneous attention to the functional balance of the zang-fu (脏腑) organs and the harmony of qi, blood, yin, and yang, which may provide useful guidance for the clinical treatment of pediatric mitochondrial encephalomyopathy.
6.Clinical Experience of Professor CUI Yinglin in Treating Pediatric Mitochondrial Encephalomyopathy Based on the Original Qi Theory
Yingge DING ; Shilong CHEN ; Shurui WANG ; Lihui WANG ; Qian CHEN ;
Journal of Traditional Chinese Medicine 2026;67(14):1485-1490
This paper summarizes Professor CUI Yinglin's clinical experience in treating pediatric mitochondrial encephalomyopathy based on the original qi theory. It is proposed that original qi depletion is the core pathogenesis, and the fundamental therapeutic principle is consolidating the root and replenishing original qi. Clinically, the disease is classified into four syndrome types, including insufficiency of kidney essence, spleen qi depletion, liver-kidney yin deficiency, and original qi constraint and stagnation accompanied by phlegm-stasis obstructing the collaterals. Correspondingly, self-formulated Gujing Yiyuan Decoction (固精益元汤) can be used to tonify the kidney and replenish essence, reinforce and strengthen original qi. Modified Yiyuan Decoction (益元汤) is used to fortify the spleen and supplement qi, consolidate the root and replenish original qi. Modified Da Bu Yuan Decoction (大补元煎) is employed to nourish the liver and kidney, and replenish original qi. Self-formulated Huatan Quyu Formula (化痰祛瘀方) is used to supplement qi and activating blood, resolve phlegm and unblocking the collaterals. Medication is flexibly adjusted according to syndrome differentiation, with simultaneous attention to the functional balance of the zang-fu (脏腑) organs and the harmony of qi, blood, yin, and yang, which may provide useful guidance for the clinical treatment of pediatric mitochondrial encephalomyopathy.
7.Serum levels of trefoil factor 1 and bone morphogenetic protein 4 in patients with diabetic retinopathy and their clinical significance
Laixia DING ; Hongjuan XU ; Yunyi GU ; Yuzhe LIU ; Fang QIAN
International Eye Science 2025;25(7):1135-1139
AIM: To investigate the changes in serum levels of trefoil factor 1(Tff1)and bone morphogenetic protein 4(BMP4)in patients with diabetic retinopathy, and to evaluate their diagnostic value for diabetic retinopathy.METHODS: From January 2022 to January 2024, 186 patients with type 2 diabetes were selected as the study group and divided into a retinopathy subgroup(52 cases)and a non-retinopathy subgroup(134 cases)based on the presence of retinopathy. Another 186 healthy volunteers who underwent physical examinations during the same period were chosen as the control group. Serum Tff1 and BMP4 levels were measured using the enzyme-linked immunosorbent assay(ELISA). Pearson analysis was used to assess the correlation between serum Tff1, BMP4 levels, and clinical data. Multivariate Logistic regression analysis was performed to identify factors influencing the development of retinopathy in type 2 diabetic patients. Receiver operating characteristic(ROC)curve analysis was conducted to evaluate the diagnostic value of serum Tff1 and BMP4 levels for retinopathy in type 2 diabetic patients.RESULTS: Compared to the control group, serum Tff1 levels were lower and BMP4 levels were higher in both retinopathy and non-retinopathy subgroups(all P<0.05). Specifically, serum Tff1 levels were lower and BMP4 levels were higher in the retinopathy subgroup than in the non-retinopathy subgroup(all P<0.05). Pearson analysis revealed that Tff1 levels in type 2 diabetes patients were negatively correlated with disease duration, glycated hemoglobin levels, and triglyceride levels, while BMP4 levels were positively correlated(all P<0.05). Multivariate Logistic regression analysis identified type 2 diabetes duration, glycated hemoglobin, triglycerides, Tff1, and BMP4 as influencing factors for retinopathy development in type 2 diabetes patients(all P<0.05). ROC curve analysis showed that the combined diagnosis of serum Tff1 and BMP4 had an area under the curve(AUC)of 0.901, which was significantly higher than that of Tff1 alone(Z=2.069, P=0.039)and BMP4 alone(Z=2.072, P=0.038).CONCLUSION: Serum Tff1 levels are decreased and BMP4 levels are increased in patients with diabetic retinopathy, and the combined detection of these two markers offers high diagnostic value for diabetic retinopathy.
8.Sini decoction alleviates inflammation injury after myocardial infarction through regulating arachidonic acid metabolism.
Cuiping LONG ; Qian ZHOU ; Min XU ; Xin DING ; Xingxing ZHANG ; Ya ZHANG ; Yuping TANG ; Guangguo TAN
Chinese Herbal Medicines 2025;17(1):148-155
OBJECTIVE:
Myocardial inflammation during myocardial infarction (MI) could be inhibited by regulating arachidonic acid (AA) metabolism. Recent studies demonstrated that Sini Decoction (SND) was identified to be an effective prescription for treating heart failure (HF) caused by MI. But the anti-inflammatory mechanism of SND remained unclear. The work was designed to investigate the anti-inflammatory mechanism of SND through the AA metabolism pathway in vitro and in vivo experiments.
METHODS:
An inflammatory injury model of H9c2 cells was established by lipopolysaccharide (LPS)-stimulated macrophage-conditioned medium (CM). The MI model was built by the ligation of left anterior descending (LAD) branch of coronary artery in rat. Meanwhile, the rats were divided into five groups: sham group, MI group, MI + Celecoxib group, MI + low-dose SND group (SND-L) and MI + high-dose SND group (SND-H). Cardiac function, histopathological changes and serum cytokines were examined four weeks later. Western blot analysis was conducted to verify the key enzymes levels in the AA metabolic pathway, including phospholipase A2 (PLA2), cyclooxygenases (COXs) and lipoxygenases (LOXs).
RESULTS:
These in vivo results demonstrated that SND could improve the cardiac function and pathological changes of rats with MI, and regulate the key inflammatory molecules in the AA metabolism pathway, including sPLA2, COX-1, COX-2, 5-LOX and 15-LOX. In vitro, SND could decrease the release of pro-inflammatory cytokines including TNF-α and IL-6 and inhibit cell apoptosis in CM-induced H9c2 cells. Moreover, SND could protect H9c2 cells from the damage of CM by regulating nuclear factor kappa-B (NF-κB) signal pathway and the expression of COX-2.
CONCLUSION
SND may be a drug candidate for anti-inflammatory treatment during MI by regulating the multiple targets in the AA metabolism pathway.
9.High-throughput single-microbe RNA sequencing reveals adaptive state heterogeneity and host-phage activity associations in human gut microbiome.
Yifei SHEN ; Qinghong QIAN ; Liguo DING ; Wenxin QU ; Tianyu ZHANG ; Mengdi SONG ; Yingjuan HUANG ; Mengting WANG ; Ziye XU ; Jiaye CHEN ; Ling DONG ; Hongyu CHEN ; Enhui SHEN ; Shufa ZHENG ; Yu CHEN ; Jiong LIU ; Longjiang FAN ; Yongcheng WANG
Protein & Cell 2025;16(3):211-226
Microbial communities such as those residing in the human gut are highly diverse and complex, and many with important implications for health and diseases. The effects and functions of these microbial communities are determined not only by their species compositions and diversities but also by the dynamic intra- and inter-cellular states at the transcriptional level. Powerful and scalable technologies capable of acquiring single-microbe-resolution RNA sequencing information in order to achieve a comprehensive understanding of complex microbial communities together with their hosts are therefore utterly needed. Here we report the development and utilization of a droplet-based smRNA-seq (single-microbe RNA sequencing) method capable of identifying large species varieties in human samples, which we name smRandom-seq2. Together with a triple-module computational pipeline designed for the bacteria and bacteriophage sequencing data by smRandom-seq2 in four human gut samples, we established a single-cell level bacterial transcriptional landscape of human gut microbiome, which included 29,742 single microbes and 329 unique species. Distinct adaptive response states among species in Prevotella and Roseburia genera and intrinsic adaptive strategy heterogeneity in Phascolarctobacterium succinatutens were uncovered. Additionally, we identified hundreds of novel host-phage transcriptional activity associations in the human gut microbiome. Our results indicated that smRandom-seq2 is a high-throughput and high-resolution smRNA-seq technique that is highly adaptable to complex microbial communities in real-world situations and promises new perspectives in the understanding of human microbiomes.
Humans
;
Gastrointestinal Microbiome/genetics*
;
Bacteriophages/physiology*
;
High-Throughput Nucleotide Sequencing
;
Sequence Analysis, RNA/methods*
;
Bacteria/virology*
10.An intelligent recognition method for crop density based on Faster R-CNN.
Xiuhua LI ; Qian LI ; Hanwen ZHANG ; Lu DING ; Zeping WANG
Chinese Journal of Biotechnology 2025;41(10):3828-3839
Accurately obtaining the crop quantity and density is not only crucial for the demand-based input of water and fertilizer in the field but also vital for ensuring the yield and quality of crops. Aerial photography by unmanned aerial vehicles (UAVs) can quickly acquire the distribution image information of crops over a large area. However, the accurate recognition of a single type of dense targets is a huge challenge for most recognition algorithms. Taking banana seedlings as an example in this study, we captured the images of banana plantations by UAVs from high altitudes to explore an efficient recognition method for dense targets. We proposed a strategy of "cut-recognition-stitch" and constructed a counting method based on the improved Faster R-CNN algorithm. First, the images containing highly dense targets were cropped into a large number of image tiles according to different sizes (simulating different flight altitudes), and the Contrast Limited Adaptive Histogram Equalization (CLAHE) algorithm was adopted to improve the image quality. A banana seedling dataset containing 36 000 image tiles was constructed. Then, the Faster R-CNN network with optimized parameters was used to train the banana seedling recognition model. Finally, the recognition results were reversely stitched together, and a boundary deduplication algorithm was designed to correct the final counting results to reduce the repeated recognition caused by image cropping. The results show that the recognition accuracy of the Faster R-CNN with optimized parameters for banana image datasets of different sizes can reach up to 0.99 at most. The deduplication algorithm can reduce the average counting error for the original aerial images from 1.60% to 0.60%, and the average counting accuracy of banana seedlings reaches 99.4%. The proposed method effectively addresses the challenge of recognizing dense small objects in high-resolution aerial images, providing an efficient and reliable technical solution for intelligent crop density monitoring in precision agriculture.
Musa/growth & development*
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Crops, Agricultural/growth & development*
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Algorithms
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Neural Networks, Computer
;
Unmanned Aerial Devices
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Seedlings/growth & development*
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Image Processing, Computer-Assisted/methods*
;
Photography
;
Agriculture/methods*


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