1.Applications of Vaterite in Drug Loading and Controlled Release
Xiao-Hui SONG ; Ming-Yu PAN ; Jian-Feng XU ; Zheng-Yu HUANG ; Qing PAN ; Qing-Ning LI
Progress in Biochemistry and Biophysics 2025;52(1):162-181
Currently, the drug delivery system (DDS) based on nanomaterials has become a hot interdisciplinary research topic. One of the core issues is drug loading and controlled release, in which the key lever is carriers. Vaterite, as an inorganic porous nano-material, is one metastable structure of calcium carbonate, full of micro or nano porous. Recently, vaterite has attracted more and more attention, due to its significant advantages, such as rich resources, easy preparations, low cost, simple loading procedures, good biocompatibility and many other good points. Vaterite, gained from suitable preparation strategies, can not only possess the good drug carrying performance, like high loading capacity and stable loading efficiency, but also improve the drug release ability, showing the better drug delivery effects, such as targeting release, pH sensitive release, photothermal controlled release, magnetic assistant release, optothermal controlled release. At the same time, the vaterite carriers, with good safety itself, can protect proteins, enzymes, or other drugs from degradation or inactivation, help imaging or visualization with loading fluorescent drugs in vitro and in vivo, and play synergistic effects with other therapy approaches, like photodynamic therapy, sonodynamic therapy, and thermochemotherapy. Latterly, some renewed reports in drug loading and controlled release have led to their widespread applications in diverse fields, from cell level to clinical studies. This review introduces the basic characteristics of vaterite and briefly summarizes its research history, followed by synthesis strategies. We subsequently highlight recent developments in drug loading and controlled release, with an emphasis on the advantages, quantity capacity, and comparations. Furthermore, new opportunities for using vaterite in cell level and animal level are detailed. Finally, the possible problems and development trends are discussed.
2.Identification of TEAD1 Transcripts and Functional Analysis in Chicken Preadipocytes
Min PENG ; Hu XU ; Zi-Qiu JIA ; Qing-Zhu YANG ; Lin PAN ; Wei-Yu WANG ; Ling-Zhe KONG ; Ying-Ning SUN
Progress in Biochemistry and Biophysics 2024;51(1):215-229
ObjectiveAlthough expression of the TEAD1 protein in preadipocytes has been established, its function remains unclear. In this study, we sought to detect transcripts of TEAD1 in chicken and to examine the effects of this protein on the proliferation, migration, apoptosis, and differentiation of immortalized chicken preadipocyte cell lines (ICP1). MethodsThe full-length sequence of the TEAD1 gene was cloned and the two transcripts were subjected to bioinformatics analysis. The subcellsular localization of TEAD1 transcripts was determined based on indirect immunofluorescence. The effects of TEAD1 transcripts overexpression on the proliferation of ICP1 cells were examined by RT-qPCR, CCK-8, and EdU assays; the effects of TEAD1 transcripts on ICP1 cells migration were examined based on the scratch test; and the effects of TEAD1 transcripts overexpression on ICP1 cells apoptosis were analyzed using apoptosis-Hoechst staining and RT-qPCR. The expression of TEAD1 transcripts in different tissues, cells lines, and ICP1 at different periods of differentiation was analyzed by RT-qPCR. The effects of TEAD1 transcripts overexpression on lipid droplet accumulation and adipogenic-related gene expression in ICP1 cells were analyzed based on Oil Red O and BODIPY staining, RT-qPCR, Western blot, and dual-luciferase reporter gene assays. Finally, the content of triglyceride (TG) was measured in TEAD1 overexpressed ICP1 cells. ResultsThe full-length TEAD1 was cloned and two TEAD1 transcripts were identified. The TEAD1-V1 protein was found to be localized primarily in the cell nucleus, whereas the TEAD1-V2 protein is localized in the cell cytoplasm and nucleus. The overexpression of both TEAD1-V1 and TEAD1-V2 significantly inhibited the proliferation of ICP1 cells. Whereas the overexpression of TEAD1-V1 promoted ICP1 cell migration, the overexpression of TEAD1-V2 had no significant effects on ICP1 migration; the overexpression of both TEAD1-V1 and TEAD1-V2 significantly promoted the apoptosis of ICP1 cells. We found that the different transcripts of TEAD1 have similar expression pattern in different tissues and cells lines. During induced preadipocyte differentiation, the expression of these genes initially declined, although subsequently increased. Overexpression of TEAD1-V1 promoted a significant reduction in lipid droplet formation and inhibited C/EBPα expression during the differentiation of ICP1 cells (P<0.05). However, the overexpression of TEAD1-V2 had no significant effect on lipid droplet accumulation or the expression of adipogenic-related proteins (P>0.05). Overexpression of TEAD1-V1 significantly decreased triglyceride content in ICP1 cells (P<0.05), while overexpression of TEAD1-V2 had no effect on triglyceride content in ICP1 cells (P>0.05). ConclusionIn this study, for the first time, identified two TEAD1 transcripts. Overexpressed transcripts TEAD1-V1 and TEAD1-V2 both inhibited the proliferation of chicken preadipocytes and promoted apoptosis of chicken preadipocytes. TEAD1-V1 inhibited the differentiation of preadipocytes and promoted the migration of preadipocytes, while TEAD1-V2 had no effect on the differentiation and migration of preadipocytes.
3.Clinical Observation on Acupuncture Combined with Rehabilitation Training in Treating Patients with Qi Deficiency and Blood Stasis Type of Hypertensive Cerebral Hemorrhage in the Recovery Period
Li OUYANG ; Cai-Yu PENG ; Qing-Yang WANG ; Jing-Jing PAN ; Rui WANG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(4):930-936
Objective To observe the clinical efficacy of acupuncture combined with rehabilitation training in treating qi deficiency and blood stasis type of hypertensive cerebral hemorrhage in the recovery stage.Methods A total of 132 patients with qi deficiency and blood stasis type of hypertensive cerebral hemorrhage in the recovery period were randomly divided into observation group and control group,with 66 cases in each group,the control group was given western medicine conventional treatment combined with rehabilitation training,and the observation group was treated with acupuncture on the basis of the control group.Both groups of patients were treated for 12 consecutive weeks.After 12 weeks of treatment,the clinical efficacy of the two groups was evaluated.The changes of simplified Fugl-Meyer Assessment(FMA),National Institutes of Health Neurological Impairment Scale(NIHSS),and traditional Chinese medicine(TCM)syndrome scores,as well as the changes of serum interleukin 6(IL-6),homocysteine(Hcy),and endothelin 1(ET-1),serum matrix metalloproteinase 9(MMP-9),and brain-derived neurotrophic factor(BDNF)levels were observed before and after the treatment of the patients in the two groups.The changes of serum serine-threonine protein kinase(AKT),phosphatidylinositol-3 kinase(PI3K),and Bcl-2-related X protein(bax)levels were compared between the two groups before and after treatment.Results(1)After treatment,the serum IL-6,Hcy,ET-1 levels of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the serum IL-6,Hcy,ET-1 levels,and the difference was statistically significant(P<0.05).(2)After treatment,the serum MMP-9 and BDNF levels of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving serum MMP-9 and BDNF levels,with statistically significant differences(P<0.05).(3)After treatment,the serum AKT,PI3K,bax levels of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving serum AKT,PI3K,bax levels,and the difference was statistically significant(P<0.05).(4)After treatment,the FMA score,TCM syndrome scores,and NIHSS score of patients in the two groups were significantly improved(P<0.05),and the observation group was significantly superior to the control group in improving the FMA score,TCM syndrome scores,and NIHSS score,and the differences were statistically significant(P<0.05).(5)The total effective rate was 93.34%(62/66)in the observation group and 81.82%(54/66)in the control group.The efficacy of the observation group was superior to that of the control group,and the difference was statistically significant(P<0.05).Conclusion Acupuncture combined with rehabilitation training for the treatment of patients recovering from hypertensive cerebral hemorrhage of qi deficiency and blood stasis type can significantly reduce the patient's inflammatory response,regulate the level of neurofactors,inhibit neuronal apoptosis,and promote the recovery of neurological function,and the clinical efficacy is remarkable.
4.Preparation and performance evaluation of S100B time-resolved fluorescence immunoassay kit
Dong-Qing FENG ; Bu-Zhuo XU ; Shu-Hong LUO ; Yu-Nan WU ; Zhuo ZHANG ; Hao TANG ; Yi-Ming WENG ; Ruo-Pan HUANG ; Xu-Dong SONG
Chinese Medical Equipment Journal 2024;45(1):47-55
Objective To develop a time-resolved fluorescent immunoassay kit for the rapid,accurate and quantitative detection of S100B protein in serum and to evaluate its performance.Methods The test strip was prepared using time-resolved fluorescent microsphere-labeled anti-S100B polyclonal antibody and rabbit IgG antibody,labeling pads,sample pads,S100B nitrocellulose films and absorbent paper,and an S100B time-resolved fluorescence immunoassay kit was obtained by assembling the cartridge.The performance of the kit developed was evaluated by standard curve,accuracy,minimum detection limit,linear interval,specificity,reproducibility and stability.The reference intervals of 199 pieces of healthy human serum and plasma samples from a certain region were detected with the kit,and the clinical performance of the kit and Roche Elecsys S100 kit was tested by synchronous blind method to assess the consistency of the results of the two kits for 142 samples.Results The S100B time-resolved fluorescence immunoassay kit had the standard curve beingy=(1.133 02+1.752 24)/[1+(x/1.082 20)×(-0.603 52)]-1.752 24,R2=0.999 08 and the linear range being[0.05,30]ng/mL,which met the requirements of the relative deviation of the accuracy within±15%,the minimum detection limit not hgier than 0.05 ng/mL,the relative deviation of specificity within±15%and the coefficient of variation of intra-and inter-batch difference less than 15%.The stability test results indicated that the kit was valid for 12 months at 2-30 ℃ conditions.The reference intervals of serum and plasma samples measured by the kit were both lower than 0.3 ng/mL.Clinical trials showed that the results by the kit and Roche Elecsys S100 Assay Kit were in high agreement(Kappa=0.906 1>0.80)and met the requirements.Conclusion The kit developed detects the concentration of S100B protein in serum quickly,accurately and quantitatively,and provides references for the diagnosis and treatment of neurological diseases,autoimmune diseases,cerebrovascular diseases and etc.[Chinese Medical Equipment Journal,2024,45(1):47-55]
5.Simultaneous content determination of seventeen constituents in Yangxue Ruanjian Capsules by UPLC-MS/MS
Yong-Ming LIU ; Shu-Sen LIU ; Yi-Zhe XIONG ; Xiang WANG ; Yu-Yun WU ; Jin LIU ; Ling-Yun PAN ; Guo-Qing DU ; Hong-Sheng ZHAN
Chinese Traditional Patent Medicine 2024;46(2):353-358
AIM To establish a UPLC-MS/MS method for the simultaneous content determination of liquiritin apioside,alibiflorin,swertiamarin,methyl gallate,benzoylpaeoniflorin,sweroside,6′-O-β-D-glucosylgentiopicroside,isoliquiritigenin,loganic acid,liquiritigenin,gallic acid,paeoniflorin,oxypaeoniflorin,gentiopicroside,glycyrrhizic acid,isoliquiritoside and liquiritin in Yangxue Ruanjian Capsules.METHODS The analysis was performed on a 40℃thermostatic Waters BEH C18column(2.1 mm×100 mm,1.7 μm),with the mobile phase comprising of 2 mmol/L ammonium acetate(containing 0.1%formic acid)-acetonitrile flowing at 0.3 mL/min in a gradient elution manner,and electron spray ionization source was adopted in negative ion scanning with multiple reaction monitoring mode.RESULTS Seventeen constituents showed good linear relationships within their own ranges(r>0.999 6),whose average recoveries were 91.33%-104.03%with the RSDs of 1.58%-3.50%.CONCLUSION This rapid,accurate and stable method can be used for the quality control of Yangxue Ruanjian Capsules.
6.Surveillance of parasitic infections in market-sold aquatic products and knowledge and practice towards food-borne parasitic diseases among residents in Shanghai Municipality from 2020 to 2023
Simin DAI ; Qing YU ; Zhenyu WANG ; Yaoguang ZHANG ; Jiawei YANG ; Zixin WEI ; Xiaojiang MA ; Qian ZHU ; Jian CHEN ; Hao PAN ; Huanyu WU
Chinese Journal of Schistosomiasis Control 2024;36(6):631-636
Objective To investigate the prevalence of parasitic infections in market-sold aquatic products in Shanghai Municipality, and to understand the knowledge and practice towards food-borne parasitic diseases among residents, so as to provide insights into the surveillance and control of food-borne parasitic diseases. Methods Freshwater products, seawater products and pickled products were randomly obtained from agricultural trade markets, supermarkets, retail stores and restaurants in Huangpu, Putuo, Minhang and Qingpu districts of Shanghai Municipality from 2020 to 2023. Parasite metacercariae and larvae were detected in these aquatic products using pressing method, digestion method and the dissection method, and the detection of parasitic infection was compared in different types of aquatic products. In addition, the knowledge and practice towards food-borne parasitic diseases were investigated among residents aged 10-80 years old who randomly selected from agricultural trade markets, supermarkets, community streets and other population concentration areas in these four districts by questionnaire in 2023, and the awareness of food-borne parasitic diseases knowledge and percentage of healthy behaviors formation were analyzed. Results A total of 2 109 aquatic products sampled from Huangpu, Putuo, Minhang and Qingpu districts of Shanghai Municipality from 2020 to 2023 were detected, and there were 317 products detected with parasitic infections, with an overall detection rate of 15.03%. There were 8 products detected with parasitic infections in 1 221 freshwater products, with a detection rate of 0.66%, and Clonorchis sinensis was the predominant parasite, which was detected in Pseudorasbora parva, Rhodeus amarus and Carassius auratus. There were 82 products detected with parasitic infections in 501 seawater products, with a detection rate of 16.37%, and Anisakis was the predominant parasite, which was detected in Trichiurus lepturus, Larimichthys polyactis, Pneumatophorus japonicus, Collchthys lucidus, Mugil cephalus, Larimichthys crocea, Scomberomorus niphonius, Stromateoides argenteus and Cololabis saira. There were 227 products detected with parasitic infections in 387 pickled products, with a detection rate of 58.66%, and the prevalence rates of Echinostoma metacercariae were 76.27% (225/295) in Bullacta exarata and 11.11% (2/18) in crab pastes, respectively (χ2 = 159.511, P < 0.05). No Paragonimus infection was found in freshwater shrimps, crabs and pickled products, and no Diphyllobothrium latum larvae infection was detected in freshwater and seawater fish. Questionnaire surveys showed that the awareness of food-borne parasitic diseases knowledge was 79.00% (222/281), and the percentages of washing hands before and after meals, not drinking filtered water or tap water directly, not eating raw or semi-raw food, being willing to change special dietary preferences or bad living habits for health, and being willing to learn more about food-borne parasitic diseases knowledge were 99.64% (280/281), 72.24% (203/281), 56.23% (158/281), 96.80% (272/281) and 97.51% (274/281) among residents living in Huangpu, Putuo, Minhang and Qingpu districts, respectively. Conclusions There are food-borne parasite contaminations in market-sold aquatic products in Shanghai Municipality. Although residents are aware of food-borne parasitic diseases knowledge, sustainable surveillance of food-borne parasitic diseases and improved health education are required to minimize the risk of human parasitic infections.
7.Application of radial collateral artery perforator flap on reconstruction of moderate-severe thumb web contracture
Fang YU ; Juyu TANG ; Panfeng WU ; Lei ZENG ; Liming QING ; Yongbing XIAO ; Ding PAN
Chinese Journal of Plastic Surgery 2024;40(9):929-935
Objective:To explore the efficiency of radial collateral artery perforator flap to reconstruct defects of thumb web contracture release.Methods:The data of patients with moderate to severe thumb web contracture treated with radial collateral artery perforator flap from September 2018 to September 2022 in Department of Orthopedics-Hand Microsurgery of Xiangya Hospital, Central South University were analyzed retrospectively. A skin flap with the radial collateral artery perforating point as the center and the line connecting the deltoid muscle insertion point and the apex of the humeral lateral condyle as the axis were designed before surgery. During the operation, the skin scar in the thumb web area was first removed, and the contracted tissues such as deep fascia and muscles were loosened. Then, a skin flap was harvested along the design line and transferred to the recipient site. After vascular and nerve anastomosis under a microscope, the incision was intermittently sutured and a drainage tube was placed. The blood flow of the flap and complication were monitored closely. In the last follow-up, the distance and angle of thumb web were observed; the appearance, sensory recovery (excellent, good, moderate, and poor) and the hand function (S0 level to S4 level represented feeling no recovery to complete recovery) were evaluated.Results:A total of 8 patients were included, including 7 males and 1 female, aged 23-56 years (average of 40.3 years old). The distance of thumb web was 20-38 mm (average 26.9 mm), and the angle was 22°-36° (average 27.4°) before surgery. Five hands were classified as severe thumb web contracture, and 3 hands were moderate. The sizes of perforator flap were from 5.5 cm×3.5 cm-13.0 cm×6.5 cm. Seven flaps survived uneventfully and venous congestion occurred in 1 flap. After exploration, the flap survived completely. Primary healing of wounds occurred in the donor and recipient areas. Postoperative follow-up ranged from 6 months to 2.5 years (average 13.6 months). In the last follow-up, the distance of thumb web was 48-63 mm (average 57.1 mm), and the angle was 40°-52° (average 44.8°) post-operation. Thumb web function evaluation: excellent in 5 cases and good in 3 cases. All patients were satisfied with the thumb web. Sensory recovered to S3 in 3 cases, S2 in 4 cases and S1 in 1 case. The donor site healed well, leaving scars. There was no radial nerve damage, and elbow joint movement was normal.Conclusion:The radial collateral artery perforator flap has reliable blood supply, relatively simple operation and the appearance and function of thumb web restored well postoperatively. The application of radial collateral artery perforator flap is an effective procedure to repair the thumb web contracture.
8.Application of radial collateral artery perforator flap on reconstruction of moderate-severe thumb web contracture
Fang YU ; Juyu TANG ; Panfeng WU ; Lei ZENG ; Liming QING ; Yongbing XIAO ; Ding PAN
Chinese Journal of Plastic Surgery 2024;40(9):929-935
Objective:To explore the efficiency of radial collateral artery perforator flap to reconstruct defects of thumb web contracture release.Methods:The data of patients with moderate to severe thumb web contracture treated with radial collateral artery perforator flap from September 2018 to September 2022 in Department of Orthopedics-Hand Microsurgery of Xiangya Hospital, Central South University were analyzed retrospectively. A skin flap with the radial collateral artery perforating point as the center and the line connecting the deltoid muscle insertion point and the apex of the humeral lateral condyle as the axis were designed before surgery. During the operation, the skin scar in the thumb web area was first removed, and the contracted tissues such as deep fascia and muscles were loosened. Then, a skin flap was harvested along the design line and transferred to the recipient site. After vascular and nerve anastomosis under a microscope, the incision was intermittently sutured and a drainage tube was placed. The blood flow of the flap and complication were monitored closely. In the last follow-up, the distance and angle of thumb web were observed; the appearance, sensory recovery (excellent, good, moderate, and poor) and the hand function (S0 level to S4 level represented feeling no recovery to complete recovery) were evaluated.Results:A total of 8 patients were included, including 7 males and 1 female, aged 23-56 years (average of 40.3 years old). The distance of thumb web was 20-38 mm (average 26.9 mm), and the angle was 22°-36° (average 27.4°) before surgery. Five hands were classified as severe thumb web contracture, and 3 hands were moderate. The sizes of perforator flap were from 5.5 cm×3.5 cm-13.0 cm×6.5 cm. Seven flaps survived uneventfully and venous congestion occurred in 1 flap. After exploration, the flap survived completely. Primary healing of wounds occurred in the donor and recipient areas. Postoperative follow-up ranged from 6 months to 2.5 years (average 13.6 months). In the last follow-up, the distance of thumb web was 48-63 mm (average 57.1 mm), and the angle was 40°-52° (average 44.8°) post-operation. Thumb web function evaluation: excellent in 5 cases and good in 3 cases. All patients were satisfied with the thumb web. Sensory recovered to S3 in 3 cases, S2 in 4 cases and S1 in 1 case. The donor site healed well, leaving scars. There was no radial nerve damage, and elbow joint movement was normal.Conclusion:The radial collateral artery perforator flap has reliable blood supply, relatively simple operation and the appearance and function of thumb web restored well postoperatively. The application of radial collateral artery perforator flap is an effective procedure to repair the thumb web contracture.
9.Tildrakizumab for moderate-to-severe plaque psoriasis in Chinese patients: A 12-week randomized placebo-controlled phase III trial with long-term extension
Chen YU ; Songmei GENG ; Bin YANG ; Yunhua DENG ; Fuqiu LI ; Xiaojing KANG ; Mingye BI ; Furen ZHANG ; Yi ZHAO ; Weili PAN ; Zhongwei TIAN ; Jinhua XU ; Zhenghua ZHANG ; Nan YU ; Xinsuo DUAN ; Shuping GUO ; Qing SUN ; Weiquan LI ; Juan TAO ; Zhijun LIU ; Yuanyuan YIN ; Gang WANG
Chinese Medical Journal 2024;137(10):1190-1198
Background::There is a need for effective and safe therapies for psoriasis that provide sustained benefits. The aim of this study was to assess the efficacy and safety of tildrakizumab, an anti-interleukin-23p19 monoclonal antibody, for treating moderate-to-severe plaque psoriasis in Chinese patients.Methods::In this multi-center, double-blind, phase III trial, patients with moderate-to-severe plaque psoriasis were enrolled and randomly assigned (1:1) to receive subcutaneous tildrakizumab 100 mg or placebo at weeks 0 and 4. Patients initially assigned to placebo were switched to receive tildrakizumab at weeks 12, 16, and every 12 weeks thereafter. Patients in the tildrakizumab group continued with tildrakizumab at week 16, and every 12 weeks until week 52. The primary endpoint was the Psoriasis Area and Severity Index (PASI 75) response rate at week 12.Results::At week 12, tildrakizumab demonstrated significantly higher PASI 75 response rates (66.4% [73/110] vs. 12.7% [14/110]; difference, 51.4% [95% confidence interval (CI), 40.72, 62.13]; P <0.001) and Physician’s Global Assessment (60.9% [67/110] vs. 10.0% [11/110]; difference, 49.1% [95% CI, 38.64, 59.62]; P <0.001) compared to placebo. PASI 75 response continued to improve over time in both tildrakizumab and placebo-switching to tildrakizumab groups, reaching maximal efficacy after 28 weeks (86.8% [92/106] vs. 82.4% [89/108]) and maintained up to 52 weeks (91.3% [95/104] vs. 87.4% [90/103]). Most treatment-emergent adverse events were mild and not related to tildrakizumab. Conclusion::Tildrakizumab demonstrated durable efficacy through week 52 and was well tolerated in Chinese patients with moderate-to-severe plaque psoriasis.Trial registration::ClinicalTrials.gov, NCT05108766.
10.Near Infrared Spectral Analysis Based on Data Augmentation Strategy and Convolutional Neural Network
Yun ZHENG ; Si-Yu YANG ; Tao WANG ; Zhuo-Wen DENG ; Wei-Jie LAN ; Yong-Huan YUN ; Lei-Qing PAN
Chinese Journal of Analytical Chemistry 2024;52(9):1266-1276
Near infrared spectroscopy(NIRS)technology combined with chemometrics algorithms has been widely used in quantitative and qualitative analysis of food and medicine.However,traditional chemometrics methods,especially linear classification methods,often yield unsatisfactory results when addressing multi-class classification problems.Convolutional neural network(CNN)is adept at extracting deep-level features from data and suitable for handling non-linear relationships.The modeling performance of CNN depends on the size and diversity of sample,while the collection and preprocessing of NIRS sample data is often time-consuming and labor-intensive.This study proposed a NIRS qualitative analysis method based on data augmentation strategies and CNN.The data augmentation strategy included two steps.Firstly,applying Bootstrap resampling and generative adversarial network(GAN)methods to augment three NIRS datasets(Medicine,coffee and grape).Secondly,combining the original samples(Y)with the Bootstrap augmented samples(B)and GAN augmented samples(G)to obtain three augmented datasets(Y-B,Y-G and Y-B-G).Based on this,a CNN model structure suitable for these datasets was designed,consisting of 2 one-dimensional convolutional layers,1 max-pooling layer,and 1 fully connected layer.The results showed that compared to the optimal models of partial least squares discriminant analysis(PLS-DA),support vector machine(SVM),and back propagation neural network(BP),the CNN model based on Y-B dataset achieved average accuracy improvements of 3.998%,9.364%,and 4.689%for medicine(Binary classification);the CNN model based on the Y-B-G dataset achieved average accuracy improvements of 6.001%,2.004%,and 7.523%for coffee(7-class classification);and the CNN model based on the Y-B dataset achieved average accuracy improvements of 33.408%,51.994%,and 34.378%for grapes(20-class classification).It was evident that the models established based on data augmentation strategies and CNN demonstrated better classification accuracy and generalization performance with different datasets and classification categories.

Result Analysis
Print
Save
E-mail