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

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

Objective:Based on the specific cleavage and non-specific "trans-cleavage" activities of the clustered regularly interspaced short palindromic repeats (CRISPR) and CRISPR-associated protein(CRISPR/Cas13), we established a visually amplification-free rapid detection technique of 2019-nCoV nucleic acid. This technique is easily processed with a low detection limit and good specificity.Methods:According to the 2019-nCoV gene sequence, specific CRISPR RNAs were screened and designed by bioinformatics analysis, and then synthesized as universal signal-strained RNA transcription targets in vitro to establish and optimize the reaction system. Moreover, the 2019-nCoV pseudoviral nucleic acid was used as a standard substance to evaluate the detection limit. A total of 65 positive samples were collected from various 2019-nCoV variants, while 48 negative samples included other clinically common respiratory pathogens, such as influenza A virus, influenza B virus, human parainfluenza virus, Klebsiella pneumonia, etc. All samples were tested by quantitative PCR (qPCR), digital PCR, and the method established in this study. The sensitivity and specificity of the newly established method were analyzed and evaluated. Results:With the newly established technique, the detection time for 2019-nCoV nucleic acid could be minimized to 6 minutes. In addition, the detection limit was 14 copies/μl when assisted by the displaying instrument, whereas it increased to 28 copies/μl with the naked eye. This technique had a sensitivity and specificity of 98.5% (66/67) and 100% (46/46) respectively, showing no statistically significant difference compared to the gold standard qPCR( P=1). Conclusions:This study has successfully established a CRISPR/Cas13a-based visually rapid detection technique for 2019-nCoV nucleic acid. This technique offers the advantages of a simple process, convenient operation, low environmental operating requirements, a detection limit close to qPCR, and a strong potential for on-site testing applications.

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.

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.