1.Establishment and validation of intelligent detection model for acute promyelocytic leukemia based on contrastive learning in complete blood cell analysis
Shengli SUN ; Jianying LI ; Heqing LIAN ; Bairui LI ; Dan LIU ; Geng WANG ; Xin WANG ; Yuan HUANG ; Jianping ZHANG ; Qian CHEN ; Wei WU
Chinese Journal of Clinical Laboratory Science 2024;42(4):252-255
Objective To establish an intelligent detection algorithm model for acute promyelocytic leukemia(M3 model)based on a contrast large model using machine learning statistical software and validate its effectiveness.Methods The data from 8 256 outpa-tients and inpatients who underwent complete blood cell analysis at Peking Union Medical College Hospital were retrieved and analyzed using the laboratory information system(LIS)and hospital information system(HIS).A M3 screening model was established and vali-dated using the data from outpatients and inpatients who underwent complete blood cell analysis at our hospital from July to October 2023.Results The M3 model demonstrated potential application value in screening for M3 disease in complete blood cell analysis,which showed certain efficacy in screening for neutrophil toxicity changes,particularly in identifying two cases of blue-green inclusion bodies in neutrophils.Conclusion The M3 model exhibited low specificity for M3 diagnosis.Future research should focus on increas-ing the number of M3-positive cases to optimize the model,ensuring high sensitivity while improving specificity.This model will provide assistance for the intelligent review of complete blood cell analysis.
2.Clinical Validation of a Prototype Smart Non-Invasive Pregnancy Glucose Monitor
Heqing LU ; Lirui CHENG ; Qiaoling DU ; Xiaofeng ZHANG ; Zhenzhen SUN ; Zhigang ZHU
Chinese Journal of Medical Instrumentation 2024;48(5):539-543
The aim of this study is to evaluate the effectiveness of a smart non-invasive blood glucose monitor prototype during pregnancy through clinical validation.The monitor utilizes near-infrared spectroscopy combined with AI big data analysis of photoelectric volumetric pulse wave data to achieve non-invasive monitoring of blood glucose in women during pregnancy.The research team developed a monitor that employs a sensing chip,effectively overcoming the problems of weak signals and individual differences in non-invasive blood glucose monitoring.The user experience is enhanced by visualizing the test results on the accompanying cell phone APP(application)of the smart non-invasive pregnancy blood glucose monitor.Clinical validation revealed that the non-invasive monitoring data for pregnant women aged 20~30 years significantly differed from those obtained via traditional blood glucose measurement methods,whereas no significant difference(P<0.05)was observed for pregnant women aged 31~42 years.The study concluded that further calibration of the monitor and an expansion of the sample size are necessary to enhance consistency with invasive glucose monitoring results.
3.Model construction and software design of computed tomography radiation system based on visualization.
Ying LIU ; Ting MENG ; Haowei ZHANG ; Heqing LU
Journal of Biomedical Engineering 2023;40(5):989-995
The Monte Carlo N-Particle (MCNP) is often used to calculate the radiation dose during computed tomography (CT) scans. However, the physical calculation process of the model is complicated, the input file structure of the program is complex, and the three-dimensional (3D) display of the geometric model is not supported, so that the researchers cannot establish an accurate CT radiation system model, which affects the accuracy of the dose calculation results. Aiming at these two problems, this study designed a software that visualized CT modeling and automatically generated input files. In terms of model calculation, the theoretical basis was based on the integration of CT modeling improvement schemes of major researchers. For 3D model visualization, LabVIEW was used as the new development platform, constructive solid geometry (CSG) was used as the algorithm principle, and the introduction of editing of MCNP input files was used to visualize CT geometry modeling. Compared with a CT model established by a recent study, the root mean square error between the results simulated by this visual CT modeling software and the actual measurement was smaller. In conclusion, the proposed CT visualization modeling software can not only help researchers to obtain an accurate CT radiation system model, but also provide a new research idea for the geometric modeling visualization method of MCNP.
Radiation Dosage
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Software Design
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Tomography, X-Ray Computed/methods*
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Software
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Algorithms
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Phantoms, Imaging
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Monte Carlo Method
4.A comprehensive review on photon-counting computed tomography: Principles, technical hurdles and analysis of clinical applications.
Haowei ZHANG ; Shuhan LI ; Ying LIU ; Heqing LU
Journal of Biomedical Engineering 2023;40(5):1012-1018
In recent years, photon-counting computed tomography (PCD-CT) based on photon-counting detectors (PCDs) has become increasingly utilized in clinical practice. Compared with conventional CT, PCD-CT has the potential to achieve micron-level spatial resolution, lower radiation dose, negligible electronic noise, multi-energy imaging, and material identification, etc. This advancement facilitates the promotion of ultra-low dose scans in clinical scenarios, potentially detecting minimal and hidden lesions, thus significantly improving image quality. However, the current state of the art is limited and issues such as charge sharing, pulse pileup, K-escape and count rate drift remain unresolved. These issues could lead to a decrease in image resolution and energy resolution, while an increasing in image noise and ring artifact and so on. This article systematically reviewed the physical principles of PCD-CT, and outlined the structural differences between PCDs and energy integration detectors (EIDs), and the current challenges in the development of PCD-CT. In addition, the advantages and disadvantages of three detector materials were analysed. Then, the clinical benefits of PCD-CT were presented through the clinical application of PCD-CT in the three diseases with the highest mortality rate in China (cardiovascular disease, tumour and respiratory disease). The overall aim of the article is to comprehensively assist medical professionals in understanding the technological innovations and current technical limitations of PCD-CT, while highlighting the urgent problems that PCD-CT needs to address in the coming years.
Tomography, X-Ray Computed/methods*
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Photons
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Noise
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China
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Phantoms, Imaging
5.Screening and clinical significance of intestinal colonization of carbapenem-resistant Enterobacteriaceae (CRE) in patients before haploidentical hematopoietic stem cell transplantation
Wenqi WU ; Yuqi ZHANG ; Jie XU ; Zaixiang TANG ; Shijia LI ; Xiya WEI ; Ling LI ; Heqing WU ; Xiao MA ; Jisheng LIU ; Depei WU ; Xiaojin WU
Chinese Journal of Blood Transfusion 2023;36(6):496-500
【Objective】 To investigate the situation of carbapenem-resistant Enterobacteriaceae(CRE) colonization in patients undergoing haploidentical hematopoietic stem cell transplantation (haplo-HSCT). 【Methods】 A total of 241 consecutive patients who underwent haplo-HSCT in the First Affiliated Hospital of Soochow University from June 1, 2021 to June 1, 2022 were enrolled. Anal swab screening was performed within 48 hours of admission and blood cultures were taken when the patient developed fever. Univariate and multivariate analysis were used to analyze the colonization rate, distribution, risk factors and the correlation between CRE colonization and post-transplant bloodstream infection(BSI). 【Results】 Among 241 patients with haplo-HSCT, there were 90 cases in CRE colonization positive group, with a colonization rate of 37.3% (90/241). Multivariate logistic regression analysis showed that sex (OR 2.42, 95% CI 1.38-4.22, P<0.05) and history of infection within 30 days before transplantation (OR 3.37, 95% CI 1.59-7.17, P<0.05) may be independent risk factors for CRE intestinal colonization. Of the 95 CRE strains, the top five species were carbapenem-resistant Klebsiella pneumoniae (38/95, 40.0%), carbapenem-resistant Escherichia coli (29/95, 30.5%), carbapenem-resistant Enterobacter cloacae (13/95, 13.6%), carbapenem-resistant Klebsiella acidophilus (6/95, 6.3%) and carbapenem-resistant Proteus mirabilis (3/95, 3.1%). The incidence of post-transplant BSI was 12.0% (29/241) in the CRE-colonized group and 3.3% (8/241) in the non-colonized group. In the colonization group, 100% of the pathogens of BSI were identical with those of CRE colonization. 【Conclusion】 Bacterial culture of anal swab during haplo-HSCT is helpful for detection of CRE colonization in intestinal tract, which provides some clinical basis for active monitoring of key flora, prevention and control of infection.
6.Propagation and phenotypic analysis of mutant rabbits with MSTN homozygous mutation.
Liqing SHANG ; Shaozheng SONG ; Ting ZHANG ; Kunning YAN ; Heqing CAI ; Yuguo YUAN ; Yong CHENG
Chinese Journal of Biotechnology 2022;38(5):1847-1858
Myostatin gene (MSTN) encodes a negative regulator for controlling skeletal muscle growth in animals. In this study, MSTN-/- homozygous mutants with "double muscle" phenotypic traits and stable inheritance were bred on the basis of MSTN gene editing rabbits, with the aim to establish a method for breeding homozygous progeny from primary MSTN biallelic mutant rabbits. MSTN-/- primary mutant rabbits were generated by CRISPR/Cas9 gene editing technology. The primary mutant rabbits were mated with wild type rabbits to produce F1 rabbits, whereas the F2 generation homozygous rabbits were bred by half-sibling mating or backcrossing with F1 generation rabbits of the same mutant strain. Sequence analysis of PCR products and its T vector cloning were used to screen homozygous rabbits. The MSTN mutant rabbits with 14-19 week-old were weighed and the difference of gluteus maximus tissue sections and muscle fiber cross-sectional area were calculated and analyzed. Five primary rabbits with MSTN gene mutation were obtained, among which three were used for homozygous breeding. A total of 15 homozygous rabbits (5 types of mutants) were obtained (M2-a: 3; M2-b: 2; M3-a: 2; M7-a: 6; M7-b: 2). The body weight of MSTN-/- homozygous mutant rabbits aged 14-19 weeks were significantly higher than that of MSTN+/+ wild-type rabbits of the same age ((2 718±120) g vs. (1 969±53) g, P < 0.01, a 38.0% increase). The mean cross sections of gluteus maximus muscle fiber in homozygous mutant rabbits were not only significantly higher than that of wild type rabbits ((3 512.2±439.2) μm2 vs. (1 274.8±327.3) μm2, P < 0.01), but also significantly higher than that of MSTN+/- hemizygous rabbits ((3 512.2±439.2) μm2 vs. (2 610.4±604.4) μm2, P < 0.05). In summary, five homozygous mutants rabbits of MSTN-/- gene were successfully bred, which showed a clear lean phenotype. The results showed that the primary breeds were non-chimeric mutant rabbits, and the mutant traits could be inherited from the offspring. MSTN-/- homozygous mutant rabbits of F2 generation could be obtained from F1 hemizygous rabbits by inbreeding or backcrossing. The progenies of the primary biallelic mutant rabbits were separated into two single-allelic mutants, both of which showed a "double-muscle" phenotype. Thus, this study has made progress in breeding high-quality livestock breeds with gene editing technology.
Animals
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CRISPR-Cas Systems/genetics*
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Gene Editing
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Muscle, Skeletal/metabolism*
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Mutation
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Myostatin/metabolism*
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Phenotype
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Rabbits
7.Black carbon analytical methods for environmental samples and associated perspectives of biomonitoring
Hong PAN ; Yike ZHANG ; Heqing SHEN
Journal of Environmental and Occupational Medicine 2022;39(1):89-98
Black carbon (BC) is the most strongly light-absorbing component of particulate matter and is largely emitted from the incomplete combustion of fossil and biomass fuels. It has a graphite structure with less carbonized, irregular, microcrystalline, and heterogeneous components, which is determined by pyrolysis conditions. BC can be absorbed by human body via inhalation or ingestion route and then be transported to various organs through the blood circulation system in human body. When crossing different biological barriers (such as blood-brain barrier, placenta barrier, and blood-testis barrier), BC may further act on these targets and induce various toxicities. This review first distinguished between BC and carbon black, and then introduced analytical methods of BC in various environmental samples: microscopic observation, chemothermal oxidation methods, other chemical oxidation methods, and molecular marker analysis. We summarized the principles, technical characteristics, and application to environmental samples of these methods, and discussed the ideas and perspectives of determination of BC in biological samples for human biomonitoring.
8.Gentiopicroside targets PAQR3 to activate the PI3K/AKT signaling pathway and ameliorate disordered glucose and lipid metabolism.
Haiming XIAO ; Xiaohong SUN ; Zeyuan LIN ; Yan YANG ; Meng ZHANG ; Zhanchi XU ; Peiqing LIU ; Zhongqiu LIU ; Heqing HUANG
Acta Pharmaceutica Sinica B 2022;12(6):2887-2904
The obstruction of post-insulin receptor signaling is the main mechanism of insulin-resistant diabetes. Progestin and adipoQ receptor 3 (PAQR3), a key regulator of inflammation and metabolism, can negatively regulate the PI3K/AKT signaling pathway. Here, we report that gentiopicroside (GPS), the main bioactive secoiridoid glycoside of Gentiana manshurica Kitagawa, decreased lipid synthesis and increased glucose utilization in palmitic acid (PA) treated HepG2 cells. Additionally, GPS improved glycolipid metabolism in streptozotocin (STZ) treated high-fat diet (HFD)-induced diabetic mice. Our findings revealed that GPS promoted the activation of the PI3K/AKT axis by facilitating DNA-binding protein 2 (DDB2)-mediated PAQR3 ubiquitinated degradation. Moreover, results of surface plasmon resonance (SPR), microscale thermophoresis (MST) and thermal shift assay (TSA) indicated that GPS directly binds to PAQR3. Results of molecular docking and cellular thermal shift assay (CETSA) revealed that GPS directly bound to the amino acids of the PAQR3 NH2-terminus including Leu40, Asp42, Glu69, Tyr125 and Ser129, and spatially inhibited the interaction between PAQR3 and the PI3K catalytic subunit (P110α) to restore the PI3K/AKT signaling pathway. In summary, our study identified GPS, which inhibits PAQR3 expression and directly targets PAQR3 to restore insulin signaling pathway, as a potential drug candidate for the treatment of diabetes.
9.Patients with breath test positive are necessary to be identified from irritable bowel syndrome: a clinical trial based on microbiomics and rifaximin sensitivity
Zuojing LIU ; Shiwei ZHU ; Meibo HE ; Mo LI ; Hui WEI ; Lu ZHANG ; Qinghua SUN ; Qiong JIA ; Nan HU ; Yuan FANG ; Lijin SONG ; Chen ZHOU ; Heqing TAO ; John Kao Y ; Huaiqiu ZHU ; Chung OWYANG ; Liping DUAN
Chinese Medical Journal 2022;135(14):1716-1727
Background::As a non-invasive and effective diagnostic method for small intestinal bacterial overgrowth (SIBO), wild-use of breath test (BT) has demonstrated a high comorbidity rate in patients with diarrhea-predominant irritable bowel syndrome (IBS-D) and SIBO. Patients overlapping with SIBO respond better to rifaximin therapy than those with IBS-D only. Gut microbiota plays a critical role in both of these two diseases. We aimed to determine the microbial difference between IBS-D overlapping with/without SIBO, and to study the underlying mechanism of its sensitivity to rifaximin.Methods::Patients with IBS-D were categorized as BT-negative (IBSN) and BT-positive (IBSP). Healthy volunteers (BT-negative) were enrolled as healthy control. The patients were clinically evaluated before and after rifaximin treatment (0.4 g bid, 4 weeks). Blood, intestine, and stool samples were collected for cytokine assessment and gut microbial analyses.Results::Clinical complaints and microbial abundance were significantly higher in IBSP than in IBSN. In contrast, severe systemic inflammation and more active bacterial invasion function that were associated with enrichment of opportunistic pathogens were seen in IBSN. The symptoms of IBSP patients were relieved in different degrees after therapy, but the symptoms of IBSN rarely changed. We also found that the presence of IBSN-enriched genera ( Enterobacter and Enterococcus) are unaffected by rifaximin therapy. Conclusions::IBS-D patients overlapping with SIBO showed noticeably different fecal microbial composition and function compared with IBS-D only. The better response to rifaximin in those comorbid patients might associate with their different gut microbiota, which suggests that BT is necessary before IBS-D diagnosis and use of rifaximin.Registration::Chinese Clinical Trial Registry, ChiCTR1800017911.
10.Design and Implementation of Medical Equipment Rational Deployment Information System Based on ASP.NET.
Heqing LU ; Wengang WANG ; Yang YOU ; Xiaobo ZHANG ; Wei MA ; Qilin TAO ; Shunxin QIAN ; Jin GONG ; Haowei ZHANG
Chinese Journal of Medical Instrumentation 2021;45(4):401-405
Based on ASP.NET framework, The Intelligent Estimated System for Rational Deployment of Medical Equipment (MERDIS) is designed and developed with SQL Server 2012 database and C# language. The system is used to realize the rational deployment suggestions and evaluation of medical equipment in hospitals. The system input the data of hospital medical equipment and clinical pathway into the database, and then feedback the deployment information to users which are calculated by big data information, so as to achieve the purpose of giving rational deployment of hospital medical equipment.
Databases, Factual
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Equipment Design
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Hospitals

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