1.Quality assurance of artificial intelligence models applied to case-specific radiotherapy
Xiaonan LIU ; Guodong JIN ; Wenyu WANG ; Ji ZHU ; Bining YANG ; Siqi YUAN ; Hong QUAN ; Kuo MEN ; Jianrong DAI
Chinese Journal of Radiation Oncology 2025;34(9):949-953
Artificial intelligence (AI) technologies are being widely applied in radiotherapy. However, the integration of AI into clinical workflows of radiotherapy faces a series of challenges, such as poor model interpretability, domain shifts between clinical application and training data, and the inherent model uncertainties. Therefore, case-specific quality assurance (QA) is essential before deploying AI models in clinical practice. This paper reviews and summarizes QA methodologies for the application of AI models in radiotherapy across four key areas: image registration, image generation, region of interest segmentation, and treatment planning.
2.Astragaloside IV delayed the epithelial-mesenchymal transition in peritoneal fibrosis by inhibiting the activation of EGFR and PI3K-AKT pathways.
Ying HUANG ; Chen-Ling CHU ; Wen-Hui QIU ; Jia-Yi CHEN ; Lu-Xi CAO ; Shui-Yu JI ; Bin ZHU ; Guo-Kun WANG ; Quan-Quan SHEN
Journal of Integrative Medicine 2025;23(6):694-705
OBJECTIVE:
Peritoneal fibrosis (PF) is an adverse event that occurs during long-term peritoneal dialysis, significantly impairing treatment efficiency and adversely affecting patient outcomes. Astragaloside IV (AS-IV), a principal active component derived from Astragalus membranaceus (Fisch.) Bunge, has exhibited anti-inflammatory and antifibrotic effects in various settings. This study aims to investigate the potential therapeutic efficacy and mechanism of AS-IV in the treatment of PF.
METHODS:
The PF mouse model was established by intraperitoneal injection of 4.25% peritoneal dialysis fluid (100 mL/kg). The epithelial-mesenchymal transition (EMT) of HMrSV5 cells was induced by the addition of 10 ng/mL transforming growth factor β (TGF-β). The differentially expressed genes in HMrSV5 cells treated with AS-IV were screened using transcriptome sequencing analysis. The potential targets of AS-IV were screened using network pharmacology and analyzed using molecular docking and molecular dynamics simulations.
RESULTS:
Administration of AS-IV at doses of 20, 40, or 80 mg/kg effectively mitigated the increase in peritoneal thickness and the development of fibrosis in mice with PF. The expression of the fibrosis marker α-smooth muscle actin in the peritoneum was significantly decreased in AS-IV-treated mice. The treatment of AS-IV (10, 20, and 40 μmol/L) significantly delayed the EMT of HMrSV5 cells induced by TGF-β, as demonstrated by the decreased number of 5-ethynyl-2'-deoxyuridine-positive cells, reduced migrated area, and decreased expression of fibrosis markers. A total of 460 differentially expressed genes were detected in AS-IV-treated HMrSV5 cells through transcriptome sequencing, with notable enrichment in the phosphatidylinositol-4,5-bisphosphate 3-kinase (PI3K)-AKT serine/threonine kinase 1 (AKT) signaling pathway. The reduced levels of phosphorylated PI3K (p-PI3K) and p-AKT were detected in HMrSV5 cells with AS-IV treatment. Epidermal growth factor receptor (EGFR) was predicted as a direct target of AS-IV, exhibiting strong hydrogen bond interactions. The activation of the PI3K-AKT pathway by the compound 740Y-P, and the activation of the EGFR pathway by NSC 228155 each partially counteracted the inhibitory effect of AS-IV on the EMT of HMrSV5 cells.
CONCLUSION
AS-IV delayed the EMT process in peritoneal mesothelial cells and slowed the progression of PF, potentially serving as a therapeutic agent for the early prevention and treatment of PF. Please cite this article as: Huang Y, Chu CL, Qiu WH, Chen JY, Cao LX, Ji SY, Zhu B, Wang GK, Shen QQ. Astragaloside IV delayed the epithelial-mesenchymal transition in peritoneal fibrosis by inhibiting the activation of EGFR and PI3K-AKT pathways. J Integr Med. 2025; 23(6):694-705.
Epithelial-Mesenchymal Transition/drug effects*
;
Animals
;
Saponins/pharmacology*
;
Triterpenes/pharmacology*
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Mice
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Peritoneal Fibrosis/pathology*
;
Proto-Oncogene Proteins c-akt/metabolism*
;
ErbB Receptors/metabolism*
;
Phosphatidylinositol 3-Kinases/metabolism*
;
Signal Transduction/drug effects*
;
Male
;
Humans
;
Molecular Docking Simulation
;
Cell Line
;
Mice, Inbred C57BL
3.Analysis of Serum Metabolic Biomarkers in Adult Patients with Kashin-Beck Disease and Degenerative Osteoarthritis in Qinghai Province.
Jia le XU ; Qiang LI ; Chuan LU ; Xin ZHOU ; Yan Mei ZHAO ; Jian Ling WANG ; Ji Quan LI ; Li MA ; Zhi Jun ZHAO ; Ke Wen LI
Biomedical and Environmental Sciences 2025;38(9):1173-1177
4.National bloodstream infection bacterial resistance surveillance report 2023: Gram-positive bacteria
Chaoqun YING ; Jinru JI ; Zhiying LIU ; Qing YANG ; Haishen KONG ; Jiangqin SONG ; Hui DING ; Yanyan LI ; Yuanyuan DAI ; Haifeng MAO ; Pengpeng TIAN ; Lu WANG ; Yongyun LIU ; Yizheng ZHOU ; Jiliang WANG ; Yan JIN ; Donghong HUANG ; Hongyun XU ; Peng ZHANG ; Xinhua QIANG ; Hong HE ; Lin ZHENG ; Junmin CAO ; Zhou LIU ; Ying HUANG ; Yan GENG ; Haiquan KANG ; Dan LIU ; Guolin LIAO ; Lixia ZHANG ; Fenghong CHEN ; Yanhong LI ; Baohua ZHANG ; Haixin DONG ; Xiaoyan LI ; Donghua LIU ; Qiuying ZHANG ; Xuefei HU ; Liang GUO ; Sijin MAN ; Dijing SONG ; Rong XU ; Youdong YIN ; Kunpeng LIANG ; Aiyun LI ; Zhuo LI ; Hongxia HU ; Guoping LU ; Jinhua LIANG ; Qiang LIU ; Yinqiao DONG ; Jilu SHEN ; Shuyan HU ; Liang LUAN ; Jian LI ; Ling MENG ; Dengyan QIAO ; Xiusan XIA ; Bo QUAN ; Dahong WANG ; Chunhua HAN ; Xiaoping YAN ; Fei LI ; Shifu WANG ; Ping SHEN ; Yunbo CHEN ; Yonghong XIAO
Chinese Journal of Clinical Infectious Diseases 2025;18(2):118-132
Objective:To report the nationwide surveillance results of pathogenic profiles and antimicrobial resistance patterns of Gram-positive bloodstream infections in China in 2023.Methods:The clinical isolates of Gram-posttive bacteria from blood cultures were collected in member hospitals of National Bloodstream Infection Bacterial Resistant Investigation Collaborative System(BRICS)during January to December 2023. Antimicrobial susceptibility testing was performed using the dilution method recommended by the Clinical and Laboratory Standards Institute(CLSI). Statistical analyses were conducted using WHONET 5.6 and SPSS 25.0 software.Results:A total of 4 385 Gram-positive bacterial isolates were obtained from 60 participating center. The top five pathogens were Staphylococcus aureus( n=1 544,35.2%),coagulase-negative Staphylococci( n=1 441,32.9%), Enterococcus faecium( n=574,13.1%), Enterococcus faecalis( n=385,8.8%),and α-hemolytic Streptococci( n=187,4.3%). The prevalence of methicillin-resistant Staphylococcus aureus(MRSA)and methicillin-resistant coagulase-negative Staphylococci(MRCNS)was 26.2%(405/1 544)and 69.8%(1 006/1 441),respectively. Notably,all Staphylococci remained susceptible to glycopeptide or daptomycin. Staphylococcus aureus demonstrated excellent susceptibility(>97.0%)to cephalobiol,rifampicin,trimethoprim-sulfamethoxazole,linezolid,minocycline,tigecycline,and eravacycline. No Enterococcus exhibiting resistance to linezolid were detected. Glycopeptide resistance was uncommon but more frequent in Enterococcus faecium(resistance to vancomycin and teicoplanin:both 1.7%)compared to Enterococcus faecalis(both 0.3%). The detection rates of MRSA and MRCNS exhibited significant regional variations across the country( χ2=17.674 and 148.650,respectively,both P<0.001). No vancomycin-resistant Enterococci were detected in central China. Institutional comparison demonstrated higher prevalence of MRSA( χ2=14.111, P<0.001)and MRCNS( χ2=4.828, P=0.028)in provincial hospitals than that in municipal hospitals. Socioeconomic analysis identified elevated detection rates of both MRSA( χ2=18.986, P<0.001)and MRCNS( χ2=4.477, P=0.034)in less developed regions(per capita GDP
5.National bloodstream infection bacterial resistance surveillance report (2023) : Gram-negative bacteria
Jinru JI ; Zhiying LIU ; Chaoqun YING ; Qing YANG ; Haishen KONG ; Jiangqin SONG ; Hui DING ; Yanyan LI ; Yuanyuan DAI ; Haifeng MAO ; Pengpeng TIAN ; Lu WANG ; Yongyun LIU ; Yizheng ZHOU ; Jiliang WANG ; Yan JIN ; Donghong HUANG ; Hongyun XU ; Peng ZHANG ; Xinhua QIANG ; Hong HE ; Lin ZHENG ; Junmin CAO ; Zhou LIU ; Ying HUANG ; Yan GENG ; Haiquan KANG ; Dan LIU ; Guolin LIAO ; Lixia ZHANG ; Fenghong CHEN ; Yanhong LI ; Baohua ZHANG ; Haixin DONG ; Xiaoyan LI ; Donghua LIU ; Qiuying ZHANG ; Xuefei HU ; Liang GUO ; Sijin MAN ; Dijing SONG ; Rong XU ; Youdong YIN ; Kunpeng LIANG ; Aiyun LI ; Zhuo LI ; Hongxia HU ; Guoping LU ; Jinhua LIANG ; Qiang LIU ; Yinqiao DONG ; Jilu SHEN ; Shuyan HU ; Liang LUAN ; Jian LI ; Ling MENG ; Dengyan QIAO ; Xiusan XIA ; Bo QUAN ; Dahong WANG ; Chunhua HAN ; Xiaoping YAN ; Fei LI ; Shifu WANG ; Ping SHEN ; Yunbo CHEN ; Yonghong XIAO
Chinese Journal of Clinical Infectious Diseases 2025;18(1):47-62
Objective:To report the results of bacterial resistant investigation collaborative system(BRICS)on the distribution and antimicrobial resistance profile of clinical Gram-negative bacteria isolates from bloodstream infections in China in 2023,and provide reference for clinical tretment of bloodstream infections and prevention and control of bacterial resistance.Methods:The clinical isolates of Gram-negative bacteria from blood cultures in member hospitals of BRICS were collected during January 2023 to December 2023. Antibiotic susceptibility tests were conducted by agar dilution or broth dilution methods recommended by Clinical and Laboratory Standards Institute(CLSI). WHONET 5.6 and SPSS 25.0 were used to analyze the data.Results:During the study period,11 492 strains of Gram-negative bacteria were collected from 60 hospitals,of which 10 098(87.9%)were Enterobacterales and 1 394(12.1%)were non-fermentative bacteria. The top 5 bacterial species were Escherichia coli(50.0%), Klebsiella pneumoniae(26.1%), Pseudomonas aeruginosa(5.1%), Acinetobacter baumannii complex(5.0%)and Enterobacter cloacae complex(4.1%). The ESBL-producing rates in Escherichia coli, Klebsiella pneumoniae and Proteus mirablilis were 46.8%(2 685/5 741),18.3%(549/2 999)and 44.0%(77/175),respectively. The prevalence of carbapenem-resistant Escherichia coli(CREC)and carbapenem-resistant Klebsiella pneumoniae(CRKP)were 1.3%(76/5 741)and 15.0%(450/2 999);32.9%(25/76)and 78.0%(351/450)of CREC and CRKP were sensitive to ceftazidime/avibactam combination,respectively. 94.7%(72/76)and 90.2%(406/450)of CREC and CRKP were sensitive to aztreonam/avibactam combination. Furthermore,57.9%(44/76)and 79.1%(356/450)were sensitive to imipenem/relebactam combination. The prevalence of carbapenem-resistant Acinetobacter baumannii(CRAB)complex was 64.6%(370/573),while more than 80.0% of CRAB complex was sensitive to tigecycline,eravacycline and polymyxin B. The prevalence of carbapenem-resistant Pseudomonas aeruginosa(CRPA)was 17.0%(99/581). There were differences in the composition ratio of Gram-negative bacteria in bloodstream infections and the prevalence of important Gram-negative bacteria resistance among different regions in China,with statistically significant differences in the prevalence of CREC,CRKP,CRPA and CRAB complex( χ2=10.6,28.6,10.8 and 19.3, P<0.05). The prevalence of ESBL-producing Escherichia coli, CREC,CRAB complex and CRKP were higher in provincial hospitals than those in municipal hospitals( χ2=12.5,9.8,12.7 and 57.8,all P<0.01). Conclusions:Gram-negative bacteria are the main pathogens causing bloodstream infections in China,and Escherichia coli is ranked in the top,while the trend of Klebsiella pneumoniae increases continuously with time. CRKP infection shows a slow upward trend,CREC infecton maintains a low prevalence level,and CRAB complex infection continues to exhibit a high prevalence rate. The composition and resistance patterns of pathogens causing bloodstream infections vary to some extent across different regions and levels of hospitals in China.
6.Quality assurance of artificial intelligence models applied to case-specific radiotherapy
Xiaonan LIU ; Guodong JIN ; Wenyu WANG ; Ji ZHU ; Bining YANG ; Siqi YUAN ; Hong QUAN ; Kuo MEN ; Jianrong DAI
Chinese Journal of Radiation Oncology 2025;34(9):949-953
Artificial intelligence (AI) technologies are being widely applied in radiotherapy. However, the integration of AI into clinical workflows of radiotherapy faces a series of challenges, such as poor model interpretability, domain shifts between clinical application and training data, and the inherent model uncertainties. Therefore, case-specific quality assurance (QA) is essential before deploying AI models in clinical practice. This paper reviews and summarizes QA methodologies for the application of AI models in radiotherapy across four key areas: image registration, image generation, region of interest segmentation, and treatment planning.
7.Development of detection method of Klebsiella pneumoniae based on digital LAMP-CRISPR/Cas12b
Shuting SUN ; Tianchi ZHUANG ; Yingqi YANG ; Ning LI ; Quan WANG ; Minghui JI
Chinese Journal of Microbiology and Immunology 2025;45(6):485-492
Objective:To develop a rapid, sensitive, and quantitative method for detecting Klebsiella pneumoniae using digital loop-mediated isothermal amplification(LAMP)-CRISPR/Cas12b. Methods:Five LAMP primers targeting the Kp-1 gene of Klebsiella pneumoniae and guide RNA (gRNA) for Cas12b were designed. The digital LAMP-CRISPR/Cas12b reaction mixture included 1×WarmStart ? LAMP master mix, 1×LAMP primers, 250 nmol/L Cas12b, 250 nmol/L gRNA, 3 μmol/L ssDNA reporter, 1 000 U/ml RNase inhibitor, 4 mmol/L Mg 2+, and DEPC water. After preparing the digital chip, it was incubated at 60℃ for one hour. Fluorescence distribution was then detected using a biochip analyzer to calculate the input DNA concentration. The specificity of the method was tested using genomic DNA from seven pathogenic microorganisms. The quantitative performance was assessed using serial dilutions of Klebsiella pneumoniae DNA ranging from 5-500 000 copies/μl. Clinical sputum samples were collected for comparison of quantitative performance with qPCR and qualitative performance with culture methods. Results:The digital LAMP-CRISPR/Cas12b method showed high specificity, yielding negative results for all six non-target pathogens. Quantitative performance tests indicated a sensitivity as low as 5 copies/μl, with a linear dynamic range of 5-50 000 copies/μl ( R2=0.927 4). Clinical sample quantitative testing showed that the correlation coefficient between digital LAMP-CRISPR/Cas12b and qPCR quantification was 0.917 0. Compared with the culture results of 72 samples, this method had a sensitivity of 100% and detected two additional samples with negative culture result, with a specificity of 91%; Compared with the culture method, qPCR had a sensitivity of 96% and a specificity of 83%. These results indicated that the digital LAMP-CRISPR/Cas12b method had good quantitative and qualitative detection performance for clinical sputum samples. Conclusions:This method offers advantages over qPCR, including rapidity, simplicity, and high precision. The digital LAMP-CRISPR/Cas12b method enables absolute quantification of Klebsiella pneumoniae in sputum samples, enhancing the accuracy of early screening for Klebsiella pneumoniae infections. These advantages make digital LAMP-CRISPR/Cas12b technology highly promising for the precise diagnosis of pathogenic microorganisms in field detection, primary healthcare, and resource-limited environments.
8.Impact of different blood transfusion thresholds on clinical outcomes in children with severe traumatic brain injury
Jian JI ; Quan WANG ; Zheng LI ; Boliang FANG ; Shijie LI ; Xiaoyi LIU
Chinese Journal of Pediatrics 2025;63(12):1331-1335
Objective:To explore the impact of different blood transfusion thresholds on clinical outcomes in children with severe traumatic brain injury (TBI).Methods:A retrospective cohort study was conducted. Clinical data was collected from 64 children with severe TBI who received red blood cell transfusions and were admitted to the Pediatric Intensive Care Unit (PICU) of Beijing Children′s Hospital between January 2020 and December 2024. Data included basic clinical characteristics, mortality rate, neurological recovery (measured by Glasgow coma scale (GCS) at discharge, pediatric cerebral performance category (PCPC) score), length of stay in the PICU, duration of mechanical ventilation, and incidence of complications. Patients were divided into a liberal transfusion group (hemoglobin >70-<100 g/L at first transfusion) and a restrictive transfusion group (hemoglobin ≤70 g/L at first transfusion). Stratified analysis was performed based on age (children >5 and children ≤5 years old). Comparisons between groups were conducted using the independent samples t test, Mann-Whitney U test, χ2 test or Fisher′s exact test. Results:Among the 64 children with severe TBI (43 males and 21 females), the age was 4.9 (2.3, 10.0) years. There were 33 cases in the liberal transfusion group and 31 cases in the restrictive transfusion group. No statistically significant differences were observed in baseline data, including gender, age, trauma mechanism, GCS at admission, surgical intervention, presence of multiple injuries, or comorbidities (sepsis, shock, ventilator-associated pneumonia and acute kidney injury) between the 2 groups (all P>0.05). There were no statistically significant differences between the liberal and restrictive transfusion groups in mortality rate, GCS and PCPC score at discharge, length of PICU stay, duration of mechanical ventilation, or transfusion volume (all P>0.05). In the stratified analysis, 38 children aged over 5 years were included. The restrictive transfusion subgroup, which included 19 children, had a significantly longer PICU length of stay compared to the liberal transfusion subgroup, which also included 19 children (29.5 (18.0, 36.3) vs. 17.0 (6.3, 25.8) d, Z=2.11, P=0.035). Conclusions:There were no significant differences in PICU mortality or neurological functional recovery between the liberal and restrictive blood transfusion strategies in children with severe TBI. However, among children aged over than 5 years, a restrictive transfusion strategy might be associated with a longer length of PICU stay.
9.A comparative study of laparoscopic pneumovesical Cohen and laparoscopic Lich-Gregoir ureteral replantations for the treatment of primary obstructive megaloureter
Longfei CHEN ; Dian WEI ; Xingwei YANG ; Qian ZHANG ; Lihua GUO ; Lei WANG ; Ji LI ; Quan SUN ; Mingyang SHI ; Yiwei YUE ; Zhongying HAN
Chinese Journal of Applied Clinical Pediatrics 2025;40(9):675-679
Objective:To investigate the characteristics and clinical effects of laparoscopic pneumovesical Cohen and laparoscopic Lich-Gregoir ureteral replantations for the treatment of primary obstructive megaloureter (POM) in children.Methods:A randomized controlled study was conducted.The clinical data of 51 children with unilateral POM admitted to the First Affiliated Hospital of Zhengzhou University from October 2018 to October 2023 were collected.Random number table method was used in the selection of surgical methods.They were divided into the laparoscopic pneumovesical Cohen ureteral replantation group (group A, 22 cases) and the laparoscopic Lich-Gregoir ureteral replantation group (group B, 29 cases) according to the surgical method.The anterior-posterior diameter(APD), maximum ureteral diameter and differential renal function parameters on the affected side were measured by color Doppler ultrasound of the urinary system, and compared between and within the two groups before and after surgery.The operation time, blood loss and postoperative intubation time were compared between the two groups.The incidence of postoperative complications such as reflux, bladder spasm, urinary retention and urinary tract infection was recorded.The independent and paired sample t-tests were used for statistical analysis. Results:The operation time and hematuria duration of group B [(125.7±14.2) min, (1.5±0.6) d] were significantly shorter than those of group A [(142.6±14.7) min, (2.8±0.7) d] (all P<0.05). The APD, maximum ureteral diameter, and differential renal function on the affected side of group A were (21.7±7.9) mm, (11.6±3.2) mm, and (28.2±4.9)% before surgery, and (10.3±4.5) mm, (6.0±2.0) mm and (43.8±4.4)% after surgery, respectively.The APD, maximum ureteral diameter, and differential renal function on the affected side of group B were (21.1±5.6) mm, (11.3±4.6) mm, and (30.2±5.5)% before surgery, and (10.2±4.5) mm, (6.6±2.0) mm, and (42.4±5.2)% after surgery, respectively.There was no statistically significant difference in the values of APD, maximum ureteral diameter, and differential renal function before and after surgery between the two groups of children (all P>0.05). However, there were statistically significant differences in the values of APD, maximum ureteral diameter, and differential renal function before and after surgery between the same group of children (all P<0.01). No significant difference was found in intraoperative blood loss, postoperative intubation time, and postoperative complications between the two groups (all P>0.05). Conclusions:Both surgical methods are effective in the treatment of POM in children.Laparoscopic Lich-Gregoir ureteral replantation has advantages of less operation time compared with laparoscopic pneumovesical Cohen ureteral replantation.
10.Development of detection method of Klebsiella pneumoniae based on digital LAMP-CRISPR/Cas12b
Shuting SUN ; Tianchi ZHUANG ; Yingqi YANG ; Ning LI ; Quan WANG ; Minghui JI
Chinese Journal of Microbiology and Immunology 2025;45(6):485-492
Objective:To develop a rapid, sensitive, and quantitative method for detecting Klebsiella pneumoniae using digital loop-mediated isothermal amplification(LAMP)-CRISPR/Cas12b. Methods:Five LAMP primers targeting the Kp-1 gene of Klebsiella pneumoniae and guide RNA (gRNA) for Cas12b were designed. The digital LAMP-CRISPR/Cas12b reaction mixture included 1×WarmStart ? LAMP master mix, 1×LAMP primers, 250 nmol/L Cas12b, 250 nmol/L gRNA, 3 μmol/L ssDNA reporter, 1 000 U/ml RNase inhibitor, 4 mmol/L Mg 2+, and DEPC water. After preparing the digital chip, it was incubated at 60℃ for one hour. Fluorescence distribution was then detected using a biochip analyzer to calculate the input DNA concentration. The specificity of the method was tested using genomic DNA from seven pathogenic microorganisms. The quantitative performance was assessed using serial dilutions of Klebsiella pneumoniae DNA ranging from 5-500 000 copies/μl. Clinical sputum samples were collected for comparison of quantitative performance with qPCR and qualitative performance with culture methods. Results:The digital LAMP-CRISPR/Cas12b method showed high specificity, yielding negative results for all six non-target pathogens. Quantitative performance tests indicated a sensitivity as low as 5 copies/μl, with a linear dynamic range of 5-50 000 copies/μl ( R2=0.927 4). Clinical sample quantitative testing showed that the correlation coefficient between digital LAMP-CRISPR/Cas12b and qPCR quantification was 0.917 0. Compared with the culture results of 72 samples, this method had a sensitivity of 100% and detected two additional samples with negative culture result, with a specificity of 91%; Compared with the culture method, qPCR had a sensitivity of 96% and a specificity of 83%. These results indicated that the digital LAMP-CRISPR/Cas12b method had good quantitative and qualitative detection performance for clinical sputum samples. Conclusions:This method offers advantages over qPCR, including rapidity, simplicity, and high precision. The digital LAMP-CRISPR/Cas12b method enables absolute quantification of Klebsiella pneumoniae in sputum samples, enhancing the accuracy of early screening for Klebsiella pneumoniae infections. These advantages make digital LAMP-CRISPR/Cas12b technology highly promising for the precise diagnosis of pathogenic microorganisms in field detection, primary healthcare, and resource-limited environments.

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