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.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*
4.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
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
;
genetics
;
metabolism
;
Biosynthetic Pathways
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Chromatography, Reverse-Phase
;
methods
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Cyclohexenes
;
analysis
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Hexosamines
;
analysis
;
biosynthesis
;
Metabolic Engineering
;
Streptomyces
;
genetics
;
metabolism
7.Septicemia Caused by Neisseria meningitidis With Decreased Ciprofloxacin Susceptibility: The First Case Report in Korea.
Ji Yeon AHN ; Joon Ki MIN ; Myeong Hee KIM ; Soo Youn MOON ; Ki Ho PARK ; Mi Suk LEE ; Jun Seong SON
Annals of Laboratory Medicine 2016;36(3):275-277
No abstract available.
Anti-Bacterial Agents/pharmacology
;
Bacterial Proteins/genetics
;
Ceftriaxone/pharmacology/therapeutic use
;
Ciprofloxacin/pharmacology/therapeutic use
;
DNA, Bacterial/analysis/metabolism
;
Disk Diffusion Antimicrobial Tests
;
*Drug Resistance, Bacterial
;
Female
;
Humans
;
Neisseria meningitidis/drug effects/genetics/*isolation & purification
;
Polymerase Chain Reaction
;
Sepsis/*diagnosis/drug therapy/microbiology
;
Transcription Factors/genetics
;
Young Adult
8.Correlations between the CagA Antigen and Serum Levels of Anti-Helicobacter pylori IgG and IgA in Children.
Ji Hyun SEO ; Chun Woo LIM ; Ji Sook PARK ; Jung Sook YEOM ; Jae Young LIM ; Jin Su JUN ; Hyang Ok WOO ; Hee Shang YOUN ; Seung Chul BAIK ; Woo Kon LEE ; Myung Je CHO ; Kwang Ho RHEE
Journal of Korean Medical Science 2016;31(3):417-422
We tested correlations between anti-Helicobacter pylori IgG and IgA levels and the urease test, anti-CagA protein antibody, degree of gastritis, and age. In total, 509 children (0-15 years) were enrolled. Subjects were stratified as 0-4 years (n = 132), 5-9 years (n = 274), and 10-15 years (n = 103) and subjected to the urease test, histopathology, ELISA, and western blot using whole-cell lysates of H. pylori strain 51. The positivity rate in the urease test (P = 0.003), the degree of chronic gastritis (P = 0.021), and H. pylori infiltration (P < 0.001) increased with age. The median titer for anti-H. pylori IgG was 732.5 IU/mL at 0-4 years, 689.0 IU/mL at 5-9 years, and 966.0 IU/mL at 10-15 years (P < 0.001); the median titer for anti-H. pylori IgA was 61.0 IU/mL at 0-4 years, 63.5 IU/mL at 5-9 years, and 75.0 IU/mL at 10-15 years (P < 0.001). The CagA-positivity rate was 26.5% at 0-4 years, 36.5% at 5-9 years, and 46.6% at 10-15 years for IgG (P = 0.036), and 11.3% at 0-4 years, 18.6% at 5-9 years, and 23.3% at 10-15 years for IgA (P < 0.001). Anti-H. pylori IgG and IgA titers increased with the urease test grade, chronic gastritis degree, active gastritis, and H. pylori infiltration. Presence of CagA-positivity is well correlated with a high urease test grade and high anti-H. pylori IgG/IgA levels.
Adolescent
;
Antibodies, Bacterial/*blood
;
Antigens, Bacterial/*analysis/immunology
;
Bacterial Proteins/*analysis/immunology/metabolism
;
Blotting, Western
;
Child
;
Child, Preschool
;
Chronic Disease
;
Enzyme-Linked Immunosorbent Assay
;
Female
;
Gastritis/pathology
;
Helicobacter Infections/blood/microbiology/*pathology
;
Helicobacter pylori/isolation & purification/*metabolism
;
Humans
;
Immunoglobulin A/*blood
;
Immunoglobulin G/*blood
;
Infant
;
Infant, Newborn
;
Male
;
Severity of Illness Index
;
Urease/metabolism
9.Analysis of the Vaginal Microbiome by Next-Generation Sequencing and Evaluation of its Performance as a Clinical Diagnostic Tool in Vaginitis.
Ki Ho HONG ; Sung Kuk HONG ; Sung Im CHO ; Eunkyung RA ; Kyung Hee HAN ; Soon Beom KANG ; Eui Chong KIM ; Sung Sup PARK ; Moon Woo SEONG
Annals of Laboratory Medicine 2016;36(5):441-449
BACKGROUND: Next-generation sequencing (NGS) can detect many more microorganisms of a microbiome than traditional methods. This study aimed to analyze the vaginal microbiomes of Korean women by using NGS that included bacteria and other microorganisms. The NGS results were compared with the results of other assays, and NGS was evaluated for its feasibility for predicting vaginitis. METHODS: In total, 89 vaginal swab specimens were collected. Microscopic examinations of Gram staining and microbiological cultures were conducted on 67 specimens. NGS was performed with GS junior system on all of the vaginal specimens for the 16S rRNA, internal transcribed spacer (ITS), and Tvk genes to detect bacteria, fungi, and Trichomonas vaginalis. In addition, DNA probe assays of the Candida spp., Gardnerella vaginalis, and Trichomonas vaginalis were performed. Various predictors of diversity that were obtained from the NGS data were analyzed to predict vaginitis. RESULTS: ITS sequences were obtained in most of the specimens (56.2%). The compositions of the intermediate and vaginitis Nugent score groups were similar to each other but differed from the composition of the normal score group. The fraction of the Lactobacillus spp. showed the highest area under the curve value (0.8559) in ROC curve analysis. The NGS and DNA probe assay results showed good agreement (range, 86.2-89.7%). CONCLUSIONS: Fungi as well as bacteria should be considered for the investigation of vaginal microbiome. The intermediate and vaginitis Nugent score groups were indistinguishable in NGS. NGS is a promising diagnostic tool of the vaginal microbiome and vaginitis, although some problems need to be resolved.
Area Under Curve
;
Bacteria/*genetics/isolation & purification
;
Bacterial Proteins/genetics
;
Candida/*genetics/isolation & purification
;
Female
;
Fungal Proteins/genetics
;
Gardnerella vaginalis/genetics/isolation & purification
;
High-Throughput Nucleotide Sequencing
;
Humans
;
*Microbiota
;
RNA, Ribosomal, 16S/chemistry/genetics/metabolism
;
ROC Curve
;
Sequence Analysis, DNA
;
Trichomonas vaginalis/genetics/isolation & purification
;
Vagina/*microbiology
;
Vaginitis/*diagnosis/microbiology
10.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

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