1.Databases, knowledge bases, and large models for biomanufacturing.
Zhitao MAO ; Xiaoping LIAO ; Hongwu MA
Chinese Journal of Biotechnology 2025;41(3):901-916
Biomanufacturing is an advanced manufacturing method that integrates biology, chemistry, and engineering. It utilizes renewable biomass and biological organisms as production media to scale up the production of target products through fermentation. Compared with petrochemical routes, biomanufacturing offers significant advantages in reducing CO2 emissions, lowering energy consumption, and cutting costs. With the development of systems biology and synthetic biology and the accumulation of bioinformatics data, the integration of information technologies such as artificial intelligence, large models, and high-performance computing with biotechnology is propelling biomanufacturing into a data-driven era. This paper reviews the latest research progress on databases, knowledge bases, and large language models for biomanufacturing. It explores the development directions, challenges, and emerging technical methods in this field, aiming to provide guidance and inspiration for scientific research in related areas.
Biotechnology/methods*
;
Knowledge Bases
;
Synthetic Biology
;
Databases, Factual
;
Artificial Intelligence
;
Systems Biology
;
Computational Biology
;
Fermentation
2.Intelligent mining, engineering, and de novo design of proteins.
Cui LIU ; Zhenkun SHI ; Hongwu MA ; Xiaoping LIAO
Chinese Journal of Biotechnology 2025;41(3):993-1010
Natural components serve the survival instincts of cells that are obtained through long-term evolution, while they often fail to meet the demands of engineered cells for efficiently performing biological functions in special industrial environments. Enzymes, as biological catalysts, play a key role in biosynthetic pathways, significantly enhancing the rate and selectivity of biochemical reactions. However, the catalytic efficiency, stability, substrate specificity, and tolerance of natural enzymes often fall short of industrial production requirements. Therefore, exploring and modifying enzymes to suit specific biomanufacturing processes has become crucial. In recent years, artificial intelligence (AI) has played an increasingly important role in the discovery, evaluation, engineering, and de novo design of proteins. AI can accelerate the discovery and optimization of proteins by analyzing large amounts of bioinformatics data and predicting protein functions and characteristics by machine learning and deep learning algorithms. Moreover, AI can assist researchers in designing new protein structures by simulating and predicting their performance under different conditions, providing guidance for protein design. This paper reviews the latest research advances in protein discovery, evaluation, engineering, and de novo design for biomanufacturing and explores the hot topics, challenges, and emerging technical methods in this field, aiming to provide guidance and inspiration for researchers in related fields.
Protein Engineering/methods*
;
Artificial Intelligence
;
Proteins/genetics*
;
Computational Biology
;
Machine Learning
;
Data Mining
;
Algorithms
;
Deep Learning
3.Research progress in mechanism models and artificial intelligence models for protein expression systems.
Yi YANG ; Jun DU ; Chunhe YANG ; Hongwu MA
Chinese Journal of Biotechnology 2025;41(3):1079-1097
Proteins are the basic building blocks of life. Studying the protein expression mechanism is essential for understanding the cellular organization principles and the development of biotechnology. Protein expression, involving transcription, translation, folding, and post-translational modification, is a complicatedly regulated process affected by various cellular components and sequence features of the expressed protein. Establishing protein expression models based on expression data is of great significance for probing into the regulatory factors and mechanisms of protein expression. Here we review the recent research progress in the mechanism models for quantitatively simulating the protein expression process and the prediction algorithms based on artificial intelligence for analyzing the regulatory factors. Chemical reaction network models have been developed to mathematically describe the elementary processes in protein expression and simulate the influences of various cellular components such as RNA polymerase and tRNA. However, the experimental determination of the huge number of model parameters is a big challenge. The main objective of data-driven AI models is to study the effects of protein/DNA sequences of the target protein on its expression, and subsequently optimize the sequences to improve protein expression. Methods combining mechanism models and AI models have the potential to deepen our understanding of protein expression processes, providing theoretical and technical support for the efficient production of high-value proteins and coordinate the regulation of different proteins.
Artificial Intelligence
;
Proteins/metabolism*
;
Algorithms
;
Protein Biosynthesis
4.Characteristics and prevention and control strategies of combat trauma related infections:an open-source literature databases
Guoxing HUANG ; Jingyuan MA ; Hongwu YAO ; Jinlong WANG ; Di WU ; Meng WANG ; Xinlou LI
Chinese Journal of Nosocomiology 2025;35(16):2529-2534
OBJECTIVE By conducting evidence evaluation research on literatures,this study aims to reveal the o-verall characteristics and research hotspots in the field of combat trauma-related infections,ultimately providing data support for the prevention and control of such infections.METHODS Relevant research in this field was sys-tematically collected from open-source databases to construct a dataset.The overall characteristics,research hotspots,prevention and control strategies,and future challenges of trauma-related infections were summarized and analyzed.RESULTS From 2004 to 2024,184 papers were published.The United States contributed the most publications,with Uniformed Services University of the Health Sciences being the most productive research insti-tution and Professor Clinton K.Murray as the author with the highest number of publications.The top five key-words with the highest frequency were combat related injury,infection,Acinetobacter baumannii,epidemiology and management.Among the publicly published literature data on war trauma-related infections,blast injuries ac-counted for the largest proportion,mainly multi-site injuries,with limb injuries being the most common.Bacteri-al infections were more common than fungal infections,with gram-negative bacteria being predominant and A.baumannii being the most common.Besides early wound management and the use of antibacterial drugs,in-creased attention should be paid to infection prevention and control in austere environments and the development of novel countermeasures.These advancements are critical to address projected changes in combat trauma,inclu-ding increasingly complex injuries and substantially elevated risks of infection and antimicrobial resistance.CONCLUSION This study systematically presents research hotspots,developmental trends,and prospects in com-bat trauma-related infections through evidence evaluation study,providing novel perspectives for researchers and facilitating further development in this field.
5.Preparation of tubeimoside Ⅲ nanoemulsion and evaluation of its adjuvant effect
Jing WEI ; Shulin LIU ; Yan YE ; Mingqi XU ; Zhen SONG ; Yan DENG ; Hongwu SUN ; Lei MA ; Haibo LI
Journal of Army Medical University 2025;47(8):784-793
Objective To prepare tubeimoside Ⅲ nanoemulsion(TBMⅢ-NE)and evaluate its adjuvant effect in vaccines.Methods TBMⅢ-NE was prepared using low-energy emulsification.Dynamic light scattering was used to characterize the particle size and polydispersity index of the obtained TBMⅢ-NE,and transmission electron microscopy(TEM)was employed to observe the morphology.CCK-8 assay was utilized to determine the cytotoxicity of TBMⅢ-NE on bone marrow-derived dendritic cells(BMDCs).The in vitro safety of TBMⅢ-NE was evaluated using a hemolysis assay.The ability of TBMⅢ-NE to promote the phagocytosis of antigens by DC2.4 cells was observed using confocal laser microscopy.After co-incubation of TBMⅢ-NE with BMDCs,the expression levels of CD40,CD86,MHC-Ⅰ,and CCR7 on the surface of BMDCs were detected using flow cytometry,and the levels of cytokines in the supernatant of BMDCs were measured using enzyme-linked immunosorbent assay(ELISA).After female BALB/c mice were immunized with the SARS-CoV-2 antigen RBD in combination with TBMⅢ-NE,ELISA was conducted to determine the serum levels of specific IgG,IgG2a,and IgG1 antibodies.The number of specific IFN-γ-secreting cells in mouse splenocytes was detected using enzyme-linked immunospot(ELISpot)assay.Results The prepared blank nanoemulsion(BNE)and TBMⅢ-NE were in a particle size of 25.46 and 25.89 nm,and a polydispersity index of 0.214 and 0.125,respectively.TEM displayed that TBMⅢ-NE was in uniform sphere and well dispersed.When the TBMⅢ-NE adjuvant was diluted by 400-fold,the survival rate of BMDCs was approximately 86%.Compared with free TBMⅢ,the hemolytic toxicity of TBMⅢ-NE was significantly reduced(P<0.01).TBMⅢ-NE promoted the phagocytosis of antigens by DC2.4 cells and significantly increased the expression of CCR7 on the surface of BMDCs(P<0.05),indicating its potential to promote more dendritic cells to effectively migrate to lymph nodes.TBMⅢ-NE also promoted the expression of IL-6 and IL-1β in the supernatant of BMDCs(P<0.05).When combined with RBD,TBMⅢ-NE significantly increased the levels of specific IgG,IgG2a,and IgG1 antibodies in mouse serum(P<0.01)and promoted the secretion of specific IFN-γ in splenocytes(P<0.01),indicating that TBM Ⅲ-NE could enhance specific cellular immune responses.Conclusion A stable and highly effective TBMⅢ-NE that can induce humoral and cellular immune responses is successfully prepared.
6.Functional requirements and construction requirements for infection prevention and control system in medical institutions
Chengxue MA ; Zhenghao YU ; Yubin XING ; Haiyan ZHOU ; Mingmei DU ; Rui HUO ; Jian LIN ; Chunping CHEN ; Yunxi LIU ; Hongwu YAO
Chinese Journal of Nosocomiology 2025;35(18):2816-2820
OBJECTIVE To systematically analyze the functional system and construction requirements for infection prevention and control('infection control system'in short)in medical institutions so as to facilitate the effective,standardized and practical construction of the infection control system.METHODS The questionnaires were de-signed based on the relevant criteria and literatures that were released in China with the combination of expect con-sultant and were distributed to experts or professionals involving multiple fields such as hospital infection manage-ment,clinical medical treatment and information technology.The questionnaires were recycled,summarized and analyzed.RESULTS The list of functions of the infection control system(consultative draft)was formulated after review of literatures and expert consultation,including fundamental functions such as data management,case sur-veillance and intervention feedback as well as the advanced functions like target surveillance,occupational protec-tion and interconnection.The surveyed subjects agreed unanimously after the questionnaire survey that all of the function modules and elements enlisted were important,the average score of importance was more than 4 points,the score of coefficient of variable(CV)for importance of the function modules was less than 0.25,indicating that there was high consistency in the opinions among the surveyed subjects.The element of tracing and epidemiologi-cal survey function was adopted and added according to the feedback suggestions from some of the subjects;two function elements including data query and clinical interaction were revised,and the list of function requirements for the infection control systems was finally defined.CONCLUSION The requirements for functions of the infection control system that are determined in the study can provide important bases and data support for the research and standardized development of future infection control system.
7.Thoughts on the application of acupuncture in bronchoscopy operation
Xiaodong WANG ; Xian MA ; Hongwu WANG
China Journal of Endoscopy 2025;31(5):80-83
Acupuncture and moxibustion have a long history,with a wide range of applications,and have the characteristics of safety,efficiency,economy,etc.It has played an important role in the treatment of various diseases since ancient times.Combining acupuncture with modern examination methods and applying it to the operation of bronchoscopy has the advantages of expanding the application scope of acupuncture,increasing the auxiliary means of bronchoscopy operation,and improving the patient experience of bronchoscopy examination.The article reviews relevant literature and summarizes the aspects of preoperative pain relief,alleviation of intraoperative adverse events,and promotion of postoperative throat recovery,including commonly used acupoints and acupuncture methods.Corresponding solutions are proposed to provide reference ideas for clinical practice.
8.Functional requirements and construction requirements for infection prevention and control system in medical institutions
Chengxue MA ; Zhenghao YU ; Yubin XING ; Haiyan ZHOU ; Mingmei DU ; Rui HUO ; Jian LIN ; Chunping CHEN ; Yunxi LIU ; Hongwu YAO
Chinese Journal of Nosocomiology 2025;35(18):2816-2820
OBJECTIVE To systematically analyze the functional system and construction requirements for infection prevention and control('infection control system'in short)in medical institutions so as to facilitate the effective,standardized and practical construction of the infection control system.METHODS The questionnaires were de-signed based on the relevant criteria and literatures that were released in China with the combination of expect con-sultant and were distributed to experts or professionals involving multiple fields such as hospital infection manage-ment,clinical medical treatment and information technology.The questionnaires were recycled,summarized and analyzed.RESULTS The list of functions of the infection control system(consultative draft)was formulated after review of literatures and expert consultation,including fundamental functions such as data management,case sur-veillance and intervention feedback as well as the advanced functions like target surveillance,occupational protec-tion and interconnection.The surveyed subjects agreed unanimously after the questionnaire survey that all of the function modules and elements enlisted were important,the average score of importance was more than 4 points,the score of coefficient of variable(CV)for importance of the function modules was less than 0.25,indicating that there was high consistency in the opinions among the surveyed subjects.The element of tracing and epidemiologi-cal survey function was adopted and added according to the feedback suggestions from some of the subjects;two function elements including data query and clinical interaction were revised,and the list of function requirements for the infection control systems was finally defined.CONCLUSION The requirements for functions of the infection control system that are determined in the study can provide important bases and data support for the research and standardized development of future infection control system.
9.Thoughts on the application of acupuncture in bronchoscopy operation
Xiaodong WANG ; Xian MA ; Hongwu WANG
China Journal of Endoscopy 2025;31(5):80-83
Acupuncture and moxibustion have a long history,with a wide range of applications,and have the characteristics of safety,efficiency,economy,etc.It has played an important role in the treatment of various diseases since ancient times.Combining acupuncture with modern examination methods and applying it to the operation of bronchoscopy has the advantages of expanding the application scope of acupuncture,increasing the auxiliary means of bronchoscopy operation,and improving the patient experience of bronchoscopy examination.The article reviews relevant literature and summarizes the aspects of preoperative pain relief,alleviation of intraoperative adverse events,and promotion of postoperative throat recovery,including commonly used acupoints and acupuncture methods.Corresponding solutions are proposed to provide reference ideas for clinical practice.
10.Characteristics and prevention and control strategies of combat trauma related infections:an open-source literature databases
Guoxing HUANG ; Jingyuan MA ; Hongwu YAO ; Jinlong WANG ; Di WU ; Meng WANG ; Xinlou LI
Chinese Journal of Nosocomiology 2025;35(16):2529-2534
OBJECTIVE By conducting evidence evaluation research on literatures,this study aims to reveal the o-verall characteristics and research hotspots in the field of combat trauma-related infections,ultimately providing data support for the prevention and control of such infections.METHODS Relevant research in this field was sys-tematically collected from open-source databases to construct a dataset.The overall characteristics,research hotspots,prevention and control strategies,and future challenges of trauma-related infections were summarized and analyzed.RESULTS From 2004 to 2024,184 papers were published.The United States contributed the most publications,with Uniformed Services University of the Health Sciences being the most productive research insti-tution and Professor Clinton K.Murray as the author with the highest number of publications.The top five key-words with the highest frequency were combat related injury,infection,Acinetobacter baumannii,epidemiology and management.Among the publicly published literature data on war trauma-related infections,blast injuries ac-counted for the largest proportion,mainly multi-site injuries,with limb injuries being the most common.Bacteri-al infections were more common than fungal infections,with gram-negative bacteria being predominant and A.baumannii being the most common.Besides early wound management and the use of antibacterial drugs,in-creased attention should be paid to infection prevention and control in austere environments and the development of novel countermeasures.These advancements are critical to address projected changes in combat trauma,inclu-ding increasingly complex injuries and substantially elevated risks of infection and antimicrobial resistance.CONCLUSION This study systematically presents research hotspots,developmental trends,and prospects in com-bat trauma-related infections through evidence evaluation study,providing novel perspectives for researchers and facilitating further development in this field.

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