Traditional Chinese medicine(TCM) decoction pieces are a core carrier for the inheritance and innovation of TCM, and their quality and safety are critical to public health and the sustainable development of the industry. Conventional quality control models, while having established a well-developed system through long-term practice, still face challenges such as relatively long inspection cycles, insufficient objectivity in characterizing complex traits, and urgent needs for improving the efficiency of integrating multidimensional quality information when confronted with the dual demands of large-scale production and precision quality control. With the rapid development of artificial intelligence, machine learning can deeply analyze multidimensional data of the morphology, spectroscopy, and chemical fingerprints of decoction pieces by constructing high-dimensional feature space analysis models, significantly improving the standardization level and decision-making efficiency of quality evaluation. This article reviews the research progress in the application of machine learning in the processing, production, and rapid quality evaluation of TCM decoction pieces. It further analyzes current challenges in technological implementation and proposes potential solutions, offering theoretical and technical references to advance the digital and intelligent transformation of the industry.
Machine Learning ; Drugs, Chinese Herbal/standards* ; Quality Control ; Medicine, Chinese Traditional/standards* ; Humans

Objective:To investigate the impact of programmed death receptor-1(PD-1)and its ligand(PD-L1)on the differentiation of decidual macrophages(DMs)and embryonic development.Methods:20 patients with re-current spontaneous abortion(RSA group)and 20 patients with normal pregnancy induced artificial abortion(NP group)were selected from Sichuan Provincial People's Hospital between March 2021 and January 2024.Villous and decidual tissues were obtained from both groups.Real-time fluorescent quantitative polymerase chain reac-tion(qPCR)and Western blot techniques were used to detect the expression of PD-L1 mRNA and protein in vil-lous tissues.Flow cytometry was used to analyze the types of DMs and their PD-1 expression.Human monocytic leukemia cells(THP-1)were differentiated under different conditions,with a control group and a PD-1 blocked group established,and different reagents were added into those two groups to induce differentiation,then the pro-portion of DMs types was measured in both groups.Results:PD-L1 protein and mRNA were expressed in the vil-lous tissue of both groups of patients but the expression of PD-L1 protein and mRNA was reduced in the RSA group compared to the NP group(P<0.05).The decidual tissues of both groups contained M1 and M2 macro-phages.Compared with the NP group,the ratio of M2 to M1 DMs in the RSA group was lower(P<0.05),indica-ting a polarization towards the M1 type in DMs.There was no statistically significant difference in PD-1 expression between the two groups(P>0.05).Human THP-1 cells can be stimulated to differentiate into M1 and M2 macro-phages.Afterblocking PD-1,theratioof M2 to M1 macrophages decreased(P<0.05),indicating a polarization towards the M1 type in macrophages.Conclusions:In patients with RSA,the expression of PD-L1 in villous tis-sues is decreased,and DMs polarize towards the M1 type.Blocking the PD-1/PD-L1 pathway can further promote the polarization of macrophages towards the M1 type.The influence of PD-1/PD-L1 pathway on macrophage po-larization may provide new insights into the pathogenesis of RSA.

Humans ; PPAR gamma/metabolism* ; Multiple Sclerosis ; Transcription Factors/metabolism* ; Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha

Objective:To investigate the regulatory effect of transient receptor potential cation channel subfamily C member 3 (TRPC3) on the retina in oxygen-induced retinopathy (OIR) mice and biological behavior of human retinal vascular endothelial cells (HREC).Methods:A total of 32 healthy SPF grade 7-day-old C57BL/6 mice were selected and randomly divided into a control group and an OIR group by the random number table method, with 16 mice in each group.The control group received no special treatment, and the OIR model was established in the OIR group.On postnatal day 17 (PN17), the success of the model establishment was verified by immunofluorescence staining of the retinal patch.The in vitro cultured HREC were divided into a normal control group, a transfection reagent group, and a si-TRPC3 group.The normal control group received no special treatment, while the transfection reagent group and the si-TRPC3 group were transfected with transfection reagent or transfection reagent + si-TRPC3.The relative expression of TRPC3 mRNA was detected by real-time quantitative fluorescence PCR.The relative expressions of TRPC3, transcription factor NF-E2 related factor (Nrf2), and superoxide dismutase (SOD) proteins were determined by Western blot.HREC were further divided into a normal control group, a vascular endothelial growth factor (VEGF) group, a si-TRPC3 group, and a Pyr3 (TRPC3 channel inhibitor) group, which were cultured in complete medium, medium containing 20 ng/ml VEGF recombinant protein, medium containing 20 ng/ml VEGF recombinant protein (si-TRPC3 transfection for 72 hours), and medium containing 20 ng/ml VEGF recombinant protein+ 1 μmol/L Pyr3 for 48 hours, respectively.The proliferation ability of HREC was detected using cell counting kit 8 (CCK-8). The horizontal and vertical migration ability of cells were detected by cell scratch assay and transwell assay, respectively.This study followed the 3R principles of animal welfare and was approved by the Ethics Committee of Hebei Eye Hospital (No.2023LW04). Results:Pathological neovascular clusters with strong fluorescent staining appeared in the retina of OIR mice on PN17.The relative expressions of TRPC3 mRNA and protein in the retina of OIR mice were 2.057±0.244 and 1.517±0.290, respectively, significantly higher than 0.983±0.033 and 0.874±0.052 of control group ( t=6.165, 3.094; both at P<0.05). The relative expression levels of TRPC3 mRNA and protein were significantly lower, and the relative expression levels of Nrf2 and SOD proteins were higher in the si-TRPC3 group than in the normal control and transfection reagent groups, and the differences were statistically significant (all at P<0.05). The CCK-8 experiment results showed that the cell absorbance value was higher in the VEGF group than in the normal control group, and lower in the si-TRPC3 and Pyr3 groups than in the VEGF group, with statistically significant differences (all at P<0.05). The results of the cell scratch experiment showed that the lateral migration rate of VEGF group cells was higher than that of normal control group, while the lateral migration rate of si-TRPC3 group and Pyr3 group cells was lower than that of VEGF group, and the differences were statistically significant (all at P<0.05). The transwell experiment results showed that the number of stained cells in the VEGF group was higher than that in the normal control group, and the number of stained cells in the si-TRPC3 group and Pyr3 group was lower than that in the VEGF group, with statistically significant differences (all at P<0.05). Conclusions:Hypoxia induces increased TRPC3 expression in OIR mouse retina, and downregulation of TRPC3 inhibits HREC proliferation and migration.The mechanism is related to the activation of the Nrf2-related oxidative stress pathway.

Objective:To investigate the impact of programmed death receptor-1(PD-1)and its ligand(PD-L1)on the differentiation of decidual macrophages(DMs)and embryonic development.Methods:20 patients with re-current spontaneous abortion(RSA group)and 20 patients with normal pregnancy induced artificial abortion(NP group)were selected from Sichuan Provincial People's Hospital between March 2021 and January 2024.Villous and decidual tissues were obtained from both groups.Real-time fluorescent quantitative polymerase chain reac-tion(qPCR)and Western blot techniques were used to detect the expression of PD-L1 mRNA and protein in vil-lous tissues.Flow cytometry was used to analyze the types of DMs and their PD-1 expression.Human monocytic leukemia cells(THP-1)were differentiated under different conditions,with a control group and a PD-1 blocked group established,and different reagents were added into those two groups to induce differentiation,then the pro-portion of DMs types was measured in both groups.Results:PD-L1 protein and mRNA were expressed in the vil-lous tissue of both groups of patients but the expression of PD-L1 protein and mRNA was reduced in the RSA group compared to the NP group(P<0.05).The decidual tissues of both groups contained M1 and M2 macro-phages.Compared with the NP group,the ratio of M2 to M1 DMs in the RSA group was lower(P<0.05),indica-ting a polarization towards the M1 type in DMs.There was no statistically significant difference in PD-1 expression between the two groups(P>0.05).Human THP-1 cells can be stimulated to differentiate into M1 and M2 macro-phages.Afterblocking PD-1,theratioof M2 to M1 macrophages decreased(P<0.05),indicating a polarization towards the M1 type in macrophages.Conclusions:In patients with RSA,the expression of PD-L1 in villous tis-sues is decreased,and DMs polarize towards the M1 type.Blocking the PD-1/PD-L1 pathway can further promote the polarization of macrophages towards the M1 type.The influence of PD-1/PD-L1 pathway on macrophage po-larization may provide new insights into the pathogenesis of RSA.

Objective:To investigate the impact of programmed death receptor-1(PD-1)and its ligand(PD-L1)on the differentiation of decidual macrophages(DMs)and embryonic development.Methods:20 patients with re-current spontaneous abortion(RSA group)and 20 patients with normal pregnancy induced artificial abortion(NP group)were selected from Sichuan Provincial People's Hospital between March 2021 and January 2024.Villous and decidual tissues were obtained from both groups.Real-time fluorescent quantitative polymerase chain reac-tion(qPCR)and Western blot techniques were used to detect the expression of PD-L1 mRNA and protein in vil-lous tissues.Flow cytometry was used to analyze the types of DMs and their PD-1 expression.Human monocytic leukemia cells(THP-1)were differentiated under different conditions,with a control group and a PD-1 blocked group established,and different reagents were added into those two groups to induce differentiation,then the pro-portion of DMs types was measured in both groups.Results:PD-L1 protein and mRNA were expressed in the vil-lous tissue of both groups of patients but the expression of PD-L1 protein and mRNA was reduced in the RSA group compared to the NP group(P<0.05).The decidual tissues of both groups contained M1 and M2 macro-phages.Compared with the NP group,the ratio of M2 to M1 DMs in the RSA group was lower(P<0.05),indica-ting a polarization towards the M1 type in DMs.There was no statistically significant difference in PD-1 expression between the two groups(P>0.05).Human THP-1 cells can be stimulated to differentiate into M1 and M2 macro-phages.Afterblocking PD-1,theratioof M2 to M1 macrophages decreased(P<0.05),indicating a polarization towards the M1 type in macrophages.Conclusions:In patients with RSA,the expression of PD-L1 in villous tis-sues is decreased,and DMs polarize towards the M1 type.Blocking the PD-1/PD-L1 pathway can further promote the polarization of macrophages towards the M1 type.The influence of PD-1/PD-L1 pathway on macrophage po-larization may provide new insights into the pathogenesis of RSA.

Objective:To investigate the impact of programmed death receptor-1(PD-1)and its ligand(PD-L1)on the differentiation of decidual macrophages(DMs)and embryonic development.Methods:20 patients with re-current spontaneous abortion(RSA group)and 20 patients with normal pregnancy induced artificial abortion(NP group)were selected from Sichuan Provincial People's Hospital between March 2021 and January 2024.Villous and decidual tissues were obtained from both groups.Real-time fluorescent quantitative polymerase chain reac-tion(qPCR)and Western blot techniques were used to detect the expression of PD-L1 mRNA and protein in vil-lous tissues.Flow cytometry was used to analyze the types of DMs and their PD-1 expression.Human monocytic leukemia cells(THP-1)were differentiated under different conditions,with a control group and a PD-1 blocked group established,and different reagents were added into those two groups to induce differentiation,then the pro-portion of DMs types was measured in both groups.Results:PD-L1 protein and mRNA were expressed in the vil-lous tissue of both groups of patients but the expression of PD-L1 protein and mRNA was reduced in the RSA group compared to the NP group(P<0.05).The decidual tissues of both groups contained M1 and M2 macro-phages.Compared with the NP group,the ratio of M2 to M1 DMs in the RSA group was lower(P<0.05),indica-ting a polarization towards the M1 type in DMs.There was no statistically significant difference in PD-1 expression between the two groups(P>0.05).Human THP-1 cells can be stimulated to differentiate into M1 and M2 macro-phages.Afterblocking PD-1,theratioof M2 to M1 macrophages decreased(P<0.05),indicating a polarization towards the M1 type in macrophages.Conclusions:In patients with RSA,the expression of PD-L1 in villous tis-sues is decreased,and DMs polarize towards the M1 type.Blocking the PD-1/PD-L1 pathway can further promote the polarization of macrophages towards the M1 type.The influence of PD-1/PD-L1 pathway on macrophage po-larization may provide new insights into the pathogenesis of RSA.

Objective:To investigate the impact of programmed death receptor-1(PD-1)and its ligand(PD-L1)on the differentiation of decidual macrophages(DMs)and embryonic development.Methods:20 patients with re-current spontaneous abortion(RSA group)and 20 patients with normal pregnancy induced artificial abortion(NP group)were selected from Sichuan Provincial People's Hospital between March 2021 and January 2024.Villous and decidual tissues were obtained from both groups.Real-time fluorescent quantitative polymerase chain reac-tion(qPCR)and Western blot techniques were used to detect the expression of PD-L1 mRNA and protein in vil-lous tissues.Flow cytometry was used to analyze the types of DMs and their PD-1 expression.Human monocytic leukemia cells(THP-1)were differentiated under different conditions,with a control group and a PD-1 blocked group established,and different reagents were added into those two groups to induce differentiation,then the pro-portion of DMs types was measured in both groups.Results:PD-L1 protein and mRNA were expressed in the vil-lous tissue of both groups of patients but the expression of PD-L1 protein and mRNA was reduced in the RSA group compared to the NP group(P<0.05).The decidual tissues of both groups contained M1 and M2 macro-phages.Compared with the NP group,the ratio of M2 to M1 DMs in the RSA group was lower(P<0.05),indica-ting a polarization towards the M1 type in DMs.There was no statistically significant difference in PD-1 expression between the two groups(P>0.05).Human THP-1 cells can be stimulated to differentiate into M1 and M2 macro-phages.Afterblocking PD-1,theratioof M2 to M1 macrophages decreased(P<0.05),indicating a polarization towards the M1 type in macrophages.Conclusions:In patients with RSA,the expression of PD-L1 in villous tis-sues is decreased,and DMs polarize towards the M1 type.Blocking the PD-1/PD-L1 pathway can further promote the polarization of macrophages towards the M1 type.The influence of PD-1/PD-L1 pathway on macrophage po-larization may provide new insights into the pathogenesis of RSA.

Objective:To investigate the impact of programmed death receptor-1(PD-1)and its ligand(PD-L1)on the differentiation of decidual macrophages(DMs)and embryonic development.Methods:20 patients with re-current spontaneous abortion(RSA group)and 20 patients with normal pregnancy induced artificial abortion(NP group)were selected from Sichuan Provincial People's Hospital between March 2021 and January 2024.Villous and decidual tissues were obtained from both groups.Real-time fluorescent quantitative polymerase chain reac-tion(qPCR)and Western blot techniques were used to detect the expression of PD-L1 mRNA and protein in vil-lous tissues.Flow cytometry was used to analyze the types of DMs and their PD-1 expression.Human monocytic leukemia cells(THP-1)were differentiated under different conditions,with a control group and a PD-1 blocked group established,and different reagents were added into those two groups to induce differentiation,then the pro-portion of DMs types was measured in both groups.Results:PD-L1 protein and mRNA were expressed in the vil-lous tissue of both groups of patients but the expression of PD-L1 protein and mRNA was reduced in the RSA group compared to the NP group(P<0.05).The decidual tissues of both groups contained M1 and M2 macro-phages.Compared with the NP group,the ratio of M2 to M1 DMs in the RSA group was lower(P<0.05),indica-ting a polarization towards the M1 type in DMs.There was no statistically significant difference in PD-1 expression between the two groups(P>0.05).Human THP-1 cells can be stimulated to differentiate into M1 and M2 macro-phages.Afterblocking PD-1,theratioof M2 to M1 macrophages decreased(P<0.05),indicating a polarization towards the M1 type in macrophages.Conclusions:In patients with RSA,the expression of PD-L1 in villous tis-sues is decreased,and DMs polarize towards the M1 type.Blocking the PD-1/PD-L1 pathway can further promote the polarization of macrophages towards the M1 type.The influence of PD-1/PD-L1 pathway on macrophage po-larization may provide new insights into the pathogenesis of RSA.

Objective:To investigate the impact of programmed death receptor-1(PD-1)and its ligand(PD-L1)on the differentiation of decidual macrophages(DMs)and embryonic development.Methods:20 patients with re-current spontaneous abortion(RSA group)and 20 patients with normal pregnancy induced artificial abortion(NP group)were selected from Sichuan Provincial People's Hospital between March 2021 and January 2024.Villous and decidual tissues were obtained from both groups.Real-time fluorescent quantitative polymerase chain reac-tion(qPCR)and Western blot techniques were used to detect the expression of PD-L1 mRNA and protein in vil-lous tissues.Flow cytometry was used to analyze the types of DMs and their PD-1 expression.Human monocytic leukemia cells(THP-1)were differentiated under different conditions,with a control group and a PD-1 blocked group established,and different reagents were added into those two groups to induce differentiation,then the pro-portion of DMs types was measured in both groups.Results:PD-L1 protein and mRNA were expressed in the vil-lous tissue of both groups of patients but the expression of PD-L1 protein and mRNA was reduced in the RSA group compared to the NP group(P<0.05).The decidual tissues of both groups contained M1 and M2 macro-phages.Compared with the NP group,the ratio of M2 to M1 DMs in the RSA group was lower(P<0.05),indica-ting a polarization towards the M1 type in DMs.There was no statistically significant difference in PD-1 expression between the two groups(P>0.05).Human THP-1 cells can be stimulated to differentiate into M1 and M2 macro-phages.Afterblocking PD-1,theratioof M2 to M1 macrophages decreased(P<0.05),indicating a polarization towards the M1 type in macrophages.Conclusions:In patients with RSA,the expression of PD-L1 in villous tis-sues is decreased,and DMs polarize towards the M1 type.Blocking the PD-1/PD-L1 pathway can further promote the polarization of macrophages towards the M1 type.The influence of PD-1/PD-L1 pathway on macrophage po-larization may provide new insights into the pathogenesis of RSA.