1.AcidBasePred: a protein acid-base tolerance prediction platform based on deep learning.
Rong HUANG ; Hejian ZHANG ; Min WU ; Zhiyue MEN ; Huanyu CHU ; Jie BAI ; Hong CHANG ; Jian CHENG ; Xiaoping LIAO ; Yuwan LIU ; Yajian SONG ; Huifeng JIANG
Chinese Journal of Biotechnology 2024;40(12):4670-4681
The structures and activities of enzymes are influenced by pH of the environment. Understanding and distinguishing the adaptation mechanisms of enzymes to extreme pH values is of great significance for elucidating the molecular mechanisms and promoting the industrial applications of enzymes. In this study, the ESM-2 protein language model was used to encode the secreted microbial proteins with the optimal performance above pH 9 and below pH 5, which yielded 47 725 high-pH protein sequences and 66 079 low-pH protein sequences, respectively. A deep learning model was constructed to identify protein acid-base tolerance based on amino acid sequences. The model showcased significantly higher accuracy than other methods, with the overall accuracy of 94.8%, precision of 91.8%, and a recall rate of 93.4% on the test set. Furthermore, we built a website (https://enzymepred.biodesign.ac.cn), which enabled users to predict the acid-base tolerance by submitting the protein sequences of enzymes. This study has accelerated the application of enzymes in various fields, including biotechnology, pharmaceuticals, and chemicals. It provides a powerful tool for the rapid screening and optimization of industrial enzymes.
Deep Learning
;
Hydrogen-Ion Concentration
;
Amino Acid Sequence
;
Enzymes/metabolism*
;
Sequence Analysis, Protein
;
Proteins/metabolism*
;
Bacterial Proteins/metabolism*
2.Molecular epidemiology of clinical isolation of carbapenem-resistant Enterobacterales and application of carbapenemase inhibitor enhancement test.
Hongling LI ; Yiming ZHONG ; Qun YAN ; Wen'en LIU ; Xianghui LIANG
Journal of Central South University(Medical Sciences) 2023;48(8):1210-1216
OBJECTIVES:
The prevalence of carbapenem-resistant Enterobacterales (CRE) presents a significant challenge in clinical anti-infective treatment. This study aims to investigate drug resistance and the molecular epidemiological characteristics of CRE in our area. Additionally, we seek to evaluate practicality of utilizing carbapenemase inhibitor enhancement test in clinical laboratory.
METHODS:
Non-repeated CREs isolated from clinical specimens at Xiangya Hospital, Central South University, were collected. Minimum inhibitory concentration (MIC) combined with Kirby-Bauer (KB) assay was used to detect the drug susceptibility of the strains, and 13 carbapenemase-producing genes were detected by PCR. The phenotype of 126 strains of carbapenemase-producing Enterobacterales identified by PCR was detected by the carbapenemase inhibitor enhancement test to understand the agreement between the method and the gold standard PCR results.
RESULTS:
Among 704 CRE strains examined, we observed significant drug resistance in 501 strains dentified as carbapenemase-producing Enterobacterales (CPE). Klebsiella pneumoniae was the predominant CPE strain, followed by Enterobacter cloacae and Escherichia coli. A total of 9 carbapenemase types were detected, including Klebsiella pneumoniae carbapenemase (KPC), New Delhi metallo-β-lactamase (NDM), Verona integron- encoded metallo-β-lactamases (VIM), imipenemase (IMP), oxacillinase-48 (OXA-48), and rare imipenem-hydrolyzing β-lactamase (IMI), adelaide imipenemase (AIM), Bicêtre carbapenemase (BIC), and guiana extended-spectrum β-lactamase (GES). The detection rate of KPC serine carbapenemase was 61.7% (309/501). The carbapenemase inhibitor enhancement test exhibited a 100% consistency rate for the strains producing Class A serine carbapenemase and/or Class B metallo-β-lactamases.
CONCLUSIONS
CRE strains in Changsha, Hunan, China, are wide distribution and exhibit carbapenemase production. The main mechanism of carbapenem resistance in these bacterias is predominatly attributed to the production of KPC serine carbapenemase. The presence of GES and IMI genes carried by Enterobacterales has been detected for the first time in this region. The carbapenemase inhibitor enhancement test has been proven to be an accurate method for detecting CRE producing Class A serine carbapenemase and/or Class B metallo-β-lactamases. This method offers simpicity of operation and ease of results interpretation, making it weel-suited meeting the clinical microbiology laboratory's reguirements for the detection of serine carbapenemase and metallo-β-lactamases.
Humans
;
Carbapenems/pharmacology*
;
Molecular Epidemiology
;
Bacterial Proteins/analysis*
;
beta-Lactamases/analysis*
;
Klebsiella pneumoniae/genetics*
;
Escherichia coli
;
Microbial Sensitivity Tests
;
Serine
;
Anti-Bacterial Agents/pharmacology*
3.Evaluation of Multidrug Resistant Loop-mediated Isothermal Amplification Assay for Detecting the Drug Resistance of
Chun Fa LIU ; Yi Meng SONG ; Ping HE ; Dong Xin LIU ; Wen Cong HE ; Yan Ming LI ; Yan Lin ZHAO
Biomedical and Environmental Sciences 2021;34(8):616-622
Objective:
To evaluate multidrug resistant loop-mediated isothermal amplification (MDR-LAMP) assay for the early diagnosis of multidrug-resistant tuberculosis and to compare the mutation patterns associated with the
Methods:
MDR-LAMP assay was evaluated using 100
Results:
The sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) of MDR-LAMP were 85.5%, 93.6%, 96.7%, and 74.4% for the detection of resistance to isoniazid and rifampicin, respectively, and 80.5%, 92.3%, 98.6%, and 41.4% for the detection of
Conclusion
MDR-LAMP is a rapid and accessible assay for the laboratory identification of rifampicin and isoniazid resistance of
Antitubercular Agents
;
Bacterial Proteins/genetics*
;
Catalase/genetics*
;
DNA, Bacterial/analysis*
;
DNA-Directed RNA Polymerases/genetics*
;
Drug Resistance, Multiple, Bacterial/genetics*
;
Isoniazid
;
Molecular Diagnostic Techniques/methods*
;
Mutation
;
Mycobacterium tuberculosis/isolation & purification*
;
Nucleic Acid Amplification Techniques/methods*
;
Oxidoreductases/genetics*
;
Phenotype
;
Rifampin
;
Whole Genome Sequencing
4.Polymorphism of P66 in
Qin HAO ; Hui Xin LIU ; Xue Xia HOU ; Lin ZHANG ; Xiao Na YANG ; Kang Lin WAN
Biomedical and Environmental Sciences 2021;34(5):364-371
Objective:
To study the polymorphism in P66 and its human B-cell epitopes of
Methods:
Polymerase chain reaction (PCR) and sequencing were used to obtain the P66 sequences of 59 Chinese
Results:
Results showed that genetic and amino acid diversity presented in the 66 kD protein of all 59 Chinese strains, especially in
Conclusion
In P66 of 59 Chinese strains, polymorphisms were widely distributed. More importantly, the P66 amino acid sequences of
Bacterial Proteins/genetics*
;
Borrelia burgdorferi/genetics*
;
China
;
Cluster Analysis
;
Epitopes, B-Lymphocyte/genetics*
;
Genetic Markers
;
Genotype
;
Humans
;
Mutation
;
Polymerase Chain Reaction
;
Polymorphism, Genetic
;
Porins/genetics*
5.Immunoprotective effect of combined pneumococcal endopeptidase O and pneumococcal surface adhesin A vaccines against Streptococcus pneumoniae infection.
Jing ZHANG ; Ya-Li CUI ; Yong-Mei JIANG
Chinese Journal of Contemporary Pediatrics 2017;19(5):583-589
OBJECTIVETo investigate the prokaryotic expression of proteins pneumococcal endopeptidase O (PepO) and pneumococcal surface adhesin A (PsaA) in Streptococcus pneumoniae and their immunoprotective effect as vaccine candidate proteins.
METHODSSpecific primers of target gene fragments were designed, and then PCR amplification was performed to establish recombinant plasmids pET28a(+)-pepO and pET28a(+)-psaA, which were transformed into host cells, Escherichia coli BL21 and DE3, respectively, to induce expression. Highly purified target proteins PepO and PsaA were obtained after purification. Mucosal immunization was performed for BALB/c mice and specific antiserum was prepared. ELISA was used to measure the antibody titer, and Western blot was used to analyze the specificity of the antiserum of target proteins. The mice were randomly divided into negative control group, PepO group, PsaA group, and PepO+PsaA combined immunization group, with 18 mice in each group. The models of different serotypes of Streptococcus pneumoniae infection were established to evaluate the immunoprotective effect of target proteins used alone or in combination.
RESULTSThe target proteins PepO and PsaA were successfully obtained and Western blot demonstrated that the antiserum of these proteins had good specificity. There was no significant difference in the titers of IgA in saliva and IgG in serum between the PepO group and the combined immunization group (P>0.05); however, these two groups had significantly higher antibody titers than the PsaA group (P<0.05). The PepO, PsaA, and combined immunization groups had significantly higher protection rates for mice infected with Streptococcus pneumoniae D39 and CMCC31436 in the nasal cavity than the negative control group (P<0.05). The PepO and combined immunization groups had a significantly higher protection rate for mice infected with Streptococcus pneumoniae D39 than the PsaA group (P<0.05). The results of colonization experiment showed that compared with the control group, the PepO, PsaA, and combined immunization groups showed a significant reduction in the colonization of Streptococcus pneumoniae (CMCC31693 and CMCC31207) in the nasopharynx and lung (P<0.05). The combined immunization group showed a better effect on reducing the colonization of CMCC31207 in the lung than the PepO and PsaA alone groups.
CONCLUSIONSCombined PepO/PsaA vaccines may produce a better protective effect by mucosal immunization compared with the vaccine used alone in mice. The combined vaccines can effectively reduce the colonization of Streptococcus pneumoniae in the nasopharynx and lung. Therefore, such protein vaccines may have a great potential for research and development.
Adhesins, Bacterial ; immunology ; Animals ; Antibodies, Bacterial ; analysis ; Bacterial Proteins ; immunology ; Female ; Immunization ; Lipoproteins ; immunology ; Lung ; microbiology ; Metalloendopeptidases ; immunology ; Mice ; Mice, Inbred BALB C ; Pneumococcal Infections ; prevention & control ; Pneumococcal Vaccines ; immunology ; Saliva ; immunology
6.A quantitative analytical method for valienone and its application in the evaluation of valienone production by a breakthrough microbial process.
Li CUI ; Karin YANAGI ; Ting SHI ; Zhang-Min LIU ; Lin-Quan BAI ; Yan FENG
Chinese Journal of Natural Medicines (English Ed.) 2017;15(10):794-800
Valienone is a significant natural carbasugar member of the C7-cyclitol family as a valuable precursor for glycosidase inhibitor drugs. It is an intermediate of validamycin A biosynthesis pathway and exhibits minimal accumulation in the fermentation broth of the natural Streptomyces producer. A quantitative analytical method is crucial for the development of a breakthrough microbial process overcoming the consumption of the natural metabolic flux. The present study was designed to develop a pre-column derivatization high-performance liquid chromatography method for quantification of valienone and to help establish a straightforward fermentation process for valienone production by metabolically engineered Streptomyces hygroscopicus 5008. Valienone was derivatized by 2, 4-dinitrophenylhydrazine (DNPH) in 10 mmol·L HPO at 37 °C for 45 min and the derivatives were separated on Eclipse XDB-C (5 μm, 4.6 mm × 150 mm) column at 30 °C eluted with 50% acetonitrile for 18 min. The derivatives were detected by diode array detector at 380 nm and the configurations of the derivatives were determined by computational studies. The method was shown to be effective, sensitive, and reliable. Good linearity was found in the range of 5-2 000 μg·mL. The intra- and inter-day precisions were 1.1%-2.7% and 1.7%-2.2%, respectively. The absolute recovery of the spiked samples was 97.2%-102.6%. To date, this is the first reversed-phase high-performance liquid chromatography detection method for valienone in microbial culture medium. This method successfully helped evaluate the valienone production capability of the engineered Streptomyces hygroscopicus 5008 and could be promising for C7-cyclitol profiling of different engineered mutants combined with the metabonomics methods.
Bacterial Proteins
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genetics
;
metabolism
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Biosynthetic Pathways
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Chromatography, Reverse-Phase
;
methods
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Cyclohexenes
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analysis
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Hexosamines
;
analysis
;
biosynthesis
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Metabolic Engineering
;
Streptomyces
;
genetics
;
metabolism
7.Analysis on human T cell epitopes polymorphisms of five specific antigens of Mycobacterium tuberculosis in 13 areas of China.
Shuangshuang CHEN ; Yongjuan XU ; Shiqi XIAO ; Machao LI ; Haican LIU ; Xiuqin ZHAO ; Yi JIANG ; Yimou WU ; Kanglin WAN ;
Chinese Journal of Epidemiology 2016;37(4):553-557
OBJECTIVETo investigate the polymorphisms of the coding gene and the human T cell epitopes of antigen GlnA1, Mpt70, LppX, GroES and LpqH on Mycobacterium tuberculosis complex (MTBC) strains in thirteen provinces of China.
METHODSA total of 173 clinical MTBC isolates from thirteen provinces were selected to test the gene sequences of the five antigens, using PCR and DNA sequencing methods. Sequences were compared and sliced by BioEdit, and the variations of the human and nonhuman T cell epitopes were analyzed. The rates on synonymous mutation (dS), non-synonymous mutation (dN) and dN/dS values were calculated by Mega 6.0 software.
RESULTSAmong the 173 strains, there were two non-synonymous mutations in the non-epitope region of glnA1, one non-synonymous mutations in epitope domain of mpt70, one non-synonymous mutation and one synonymous mutation in the epitope domain of lpqH; while groES showed no mutation. lppX had five non-synonymous mutations and one synonymous mutation in the epitope domain. Nine strains presented higher polymorphism at the same gene locus of position 152 in lppX. And seven of the fifteen epitopes contained in lppX were altered and the dN/dS value of this gene was 0.19.
CONCLUSIONSData from the human T cell epitope domains of MTBC antigens Mpt70, LppX and LpqH contained epitope diversity, indicated that these antigens may have involved in diversifying the selection to evade the host immunity. GlnA1 had the polymorphism in epitope domain, which might have little influence on the immuno-response. While GroES seemed relatively conservative, it could play an important role on identification, diagnosis and the development of potential Mycobacterium tuberculosis vaccine.
Antigens, Bacterial ; genetics ; Bacterial Proteins ; genetics ; China ; Epitopes, T-Lymphocyte ; genetics ; Humans ; Mycobacterium tuberculosis ; genetics ; Polymerase Chain Reaction ; Polymorphism, Genetic ; Sequence Analysis, DNA
8.Evaluation of Six Recombinant Proteins for Serological Diagnosis of Lyme Borreliosis in China.
Wei LIU ; Hui Xin LIU ; Lin ZHANG ; Xue Xia HOU ; Kang Lin WAN ; Qin HAO ;
Biomedical and Environmental Sciences 2016;29(5):323-330
OBJECTIVEIn this study, we evaluated the diagnostic efficiency of six recombinant proteins for the serodiagnosis of Lyme borreliosis (LB) and screened out the appropriate antigens to support the production of a Chinese clinical ELISA (enzyme-linked immunosorbent assay) kit for LB.
METHODSSix recombinant antigens, Fla B.g, OspC B.a, OspC B.g, P39 B.g, P83 B.g, and VlsE B.a, were used for ELISA to detect serum antibodies in LB, syphilis, and healthy controls. The ELISA results were used to generate receiver operating characteristic (ROC) curves, and the sensitivity and specificity of each protein was evaluated. All recombinant proteins were evaluated and screened by using logistic regression models.
RESULTSTwo IgG (VlsE and OspC B.g) and two IgM (OspC B.g and OspC B.a) antigens were left by the logistic regression model screened. VlsE had the highest specificity for syphilis samples in the IgG test (87.7%, P<0.05). OspC B.g had the highest diagnostic value in the IgM test (AUC=0.871). Interactive effects between OspC B.a and Fla B.g could reduce the specificity of the ELISA.
CONCLUSIONThree recombinant antigens, OspC B.g, OspC B.a, and VlsE B.a, were useful for ELISAs of LB. Additionally, the interaction between OspC B.a and Fla B.g should be examined in future research.
Antigens, Bacterial ; blood ; Bacterial Proteins ; analysis ; China ; Enzyme-Linked Immunosorbent Assay ; veterinary ; Lyme Disease ; diagnosis ; Recombinant Proteins ; analysis ; Sensitivity and Specificity ; Serologic Tests ; veterinary
9.Development of a Novel PmpD-N ELISA for Chlamydia psittaci Infection.
Shan Shan LIU ; ; Jun CHU ; Qiang ZHANG ; Wei SUN ; Tian Yuan ZHANG ; Cheng HE
Biomedical and Environmental Sciences 2016;29(5):315-322
OBJECTIVEChlamydia psittaci is an avian respiratory pathogen and zoonotic agent. The wide prevalence of C. psittaci poses a threat to the poultry industry and its employees. However, few commercial kits are available for detecting avian antibodies excluding the in-house ELISA kit. In this study, we developed a novel ELISA kit for detecting antibodies against C. psittaci based on the N-terminal fragment of polymorphic outer membrane protein D (PmpD-N) as the coating antigen.
METHODSThe antigen concentrations, primary antibody, and cut-off value were determined and optimized. The ELISA, designated PmpD-N ELISA, was assessed for sensitivity, specificity, and concordance using sera samples from 48 experimentally infected and 168 uninfected SPF chickens.
RESULTSThe sensitivity and specificity of PmpD-N ELISA were 97.9%, 100%, respectively, while the concordance was 98.1% as compared to that of MOMP-ELISA. No cross-reaction with positive sera for other avian pathogens was found. Using PmpD-N ELISA, 799/836 clinical samples were positive, including 93.0% and 98.1% positivity in layers and broilers, respectively.
CONCLUSIONThese data indicate that indirect ELISA with PmpD-N as the antigen candidate is a promising approach for the surveillance of C. psittaci infection.
Animals ; Bacterial Proteins ; analysis ; Chickens ; Chlamydophila psittaci ; genetics ; immunology ; isolation & purification ; Enzyme-Linked Immunosorbent Assay ; veterinary ; Membrane Proteins ; analysis ; Poultry Diseases ; diagnosis ; microbiology ; Psittacosis ; diagnosis ; microbiology ; veterinary ; Sensitivity and Specificity
10.New monoclonal antibody-based test for Helicobacter pylori urease in gastric tissue.
Do Hyun KIM ; Ho Dong KIM ; Hyeuk PARK ; Seung CHOI ; Jae Won BEOM ; Woo Jong KIM ; Chang Kook PARK ; Young Jik LEE ; Ju Young PARK ; Hyung Rag KIM ; Chul PARK ; Young Eun JOO ; Young Do JUNG
The Korean Journal of Internal Medicine 2016;31(1):40-45
BACKGROUND/AIMS: To evaluate a new monoclonal antibody for Helicobacter pylori urease in gastric tissue. METHODS: A total of 107 volunteers were enrolled. All subjects underwent a 13C-urea breath test and esophagogastroduodenoscopy. Gastric aspirates were analyzed for pH and ammonia. Six biopsy specimens in the gastric antrum and body were obtained for a rapid urease test and histology. The new monoclonal antibody-based H. pylori urease test (HPU) was performed to rapidly and qualitatively detect urease in two biopsy specimens. RESULTS: H. pylori infection was diagnosed in 73 subjects. The sensitivity and specificity of the HPU was 89% and 74%, respectively. The subjects were divided into two groups: one with true-positive and true-negative HPU results (n = 90) and the other with false-positive and false-negative HPU results (n = 17). Across all subjects, ammonia levels were 900.5 +/- 646.7 and 604.3 +/- 594.3 mumol/L (p > 0.05), and pH was 3.37 +/- 1.64 and 2.82 +/- 1.51 (p > 0.05). Sensitivity was higher in the presence of atrophic gastritis or intestinal metaplasia. CONCLUSIONS: HPU detected H. pylori in approximately 10 min. Gastric aspirate ammonia and pH levels did not affect the test results. Sensitivity was good in the presence of atrophic gastritis or intestinal metaplasia.
Adult
;
Antibodies, Monoclonal/*immunology
;
Bacterial Proteins/*analysis/immunology
;
Biomarkers/analysis
;
Biopsy
;
False Negative Reactions
;
False Positive Reactions
;
Female
;
Gastritis, Atrophic/*diagnosis/microbiology
;
Helicobacter Infections/*diagnosis/microbiology
;
Helicobacter pylori/*enzymology/immunology
;
Humans
;
*Immunologic Tests
;
Male
;
Metaplasia
;
Middle Aged
;
Predictive Value of Tests
;
Pyloric Antrum/*microbiology/pathology
;
Reproducibility of Results
;
Time Factors
;
Urease/*analysis/immunology
;
Workflow

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