1.Application of artificial intelligence in laboratory hematology: Advances, challenges, and prospects.
Hongyan LIAO ; Feng ZHANG ; Fengyu CHEN ; Yifei LI ; Yanrui SUN ; Darcée D SLOBODA ; Qin ZHENG ; Binwu YING ; Tony HU
Acta Pharmaceutica Sinica B 2025;15(11):5702-5733
The diagnosis of hematological disorders is currently established from the combined results of different tests, including those assessing morphology (M), immunophenotype (I), cytogenetics (C), and molecular biology (M) (collectively known as the MICM classification). In this workflow, most of the results are interpreted manually (i.e., by a human, without automation), which is expertise-dependent, labor-intensive, time-consuming, and with inherent interobserver variability. Also, with advances in instruments and technologies, the data is gaining higher dimensionality and throughput, making additional challenges for manual analysis. Recently, artificial intelligence (AI) has emerged as a promising tool in clinical hematology to ensure timely diagnosis, precise risk stratification, and treatment success. In this review, we summarize the current advances, limitations, and challenges of AI models and raise potential strategies for improving their performance in each sector of the MICM pipeline. Finally, we share perspectives, highlight future directions, and call for extensive interdisciplinary cooperation to perfect AI with wise human-level strategies and promote its integration into the clinical workflow.
2.Interleukin-33 Knockout Promotes High Mobility Group Box 1 Release from Astrocytes by Acetylation Mediated by P300/CBP-Associated Factor in Experimental Autoimmune Encephalomyelitis.
Yifan XIAO ; Liyan HAO ; Xinyi CAO ; Yibo ZHANG ; Qingqing XU ; Luyao QIN ; Yixuan ZHANG ; Yangxingzi WU ; Hongyan ZHOU ; Mengjuan WU ; Mingshan PI ; Qi XIONG ; Youhua YANG ; Yuran GUI ; Wei LIU ; Fang ZHENG ; Xiji SHU ; Yiyuan XIA
Neuroscience Bulletin 2025;41(7):1181-1197
High mobility group box 1 (HMGB1), when released extracellularly, plays a pivotal role in the development of spinal cord synapses and exacerbates autoimmune diseases within the central nervous system. In experimental autoimmune encephalomyelitis (EAE), a condition that models multiple sclerosis, the levels of extracellular HMGB1 and interleukin-33 (IL-33) have been found to be inversely correlated. However, the mechanism by which IL-33 deficiency enhances HMGB1 release during EAE remains elusive. Our study elucidates a potential signaling pathway whereby the absence of IL-33 leads to increased binding of P300/CBP-associated factor with HMGB1 in the nuclei of astrocytes, upregulating HMGB1 acetylation and promoting its release from astrocyte nuclei in the spinal cord of EAE mice. Conversely, the addition of IL-33 counteracts the TNF-α-induced increase in HMGB1 and acetylated HMGB1 levels in primary astrocytes. These findings underscore the potential of IL-33-associated signaling pathways as a therapeutic target for EAE treatment.
Animals
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Encephalomyelitis, Autoimmune, Experimental/metabolism*
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Astrocytes/metabolism*
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Interleukin-33/metabolism*
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HMGB1 Protein/metabolism*
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Acetylation
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Mice, Knockout
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Mice, Inbred C57BL
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p300-CBP Transcription Factors/metabolism*
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Mice
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Spinal Cord/metabolism*
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Cells, Cultured
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Female
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Signal Transduction
3.Ameliorative effect and mechanism of curcumin on diabetes model rats with depression
Hongyan ZHANG ; Yuping ZHANG ; Yanjiao ZHANG ; Jingjing ZHENG ; Rui BIAN ; Wenhui LI ; Weidong REN
China Pharmacy 2024;35(8):942-947
OBJECTIVE To study the ameliorative effect and potential mechanism of curcumin on diabetes model rats with depression based on cAMP response element binding protein (CREB)/brain-derived neurotrophic factor (BDNF) signaling pathway. METHODS The diabetes model rat with depression was established by high fat and high sugar diet+intraperitoneal injection of streptozotocin+chronic unpredictable stress-induced depression. The successfully modeled rats were randomly divided into model group, positive control group (0.18 g/kg metformin and 1.8 mg/kg fluoxetine, gavage), curcumin low-dose and high-dose groups (30, 60 mg/kg, gavage) and curcumin high-dose+CREB inhibitor group [60 mg/kg curcumin (gavage)+5 mg/kg CREB inhibitor 666-15 (intraperitoneal injection)], with 12 rats in each group. Another 12 healthy rats were selected as the normal group. Each group was given a corresponding intervention for 4 weeks, the fasting blood glucose level of rats was detected, and the depression of rats was assessed. The levels of corticosterone (CORT) and inflammatory factors [tumor necrosis factor-α (TNF-α), interleukin- 1β (IL-1β), IL-6] in serum, and the levels of norepinephrine (NE) and 5-hydroxytryptamine (5-HT) in hippocampal tissue were determined. The pathological changes and neuronal apoptosis were observed in the hippocampal tissue of rats in each group; the expression levels of CREB, BDNF mRNA and protein in hippocampal tissue were detected. RESULTS Compared with the normal group, the hippocampal tissue of rats in the model group was severely damaged, and neurons were scattered, while the fasting blood glucose, the forced swimming immobility time, the tail suspension immobility time, serum levels of CORT, TNF-α, IL-1β and IL-6, and neuron apoptosis indexes were all increased or prolonged significantly (P<0.05). The levels of NE and 5-HT, the number of surviving neurons, and the expression levels of CREB and BDNF mRNA and protein in hippocampal tissue were decreased significantly (P<0.05). Compared with the 的model group, the damage to hippocampal tissue was relieved in the positive control group and curcumin groups, while the above indexes were improved significantly (P<0.05). The improvement effect of curcumin high-dose group was better than that of curcumin low-dose group (P<0.05). CREB inhibitor could significantly reverse the ameliorative effect of high-dose curcumin on the model rats (P<0.05). CONCLUSIONS Curcumin can improve the depression of diabetes model rats with depression, and relieve neuronal damage and inflammatory response, the mechanism of which may be associated with activating CREB/BDNF signaling pathway.
4.Application of the second generation snap shot freeze combined with artificial intelligence in free heart rate coronary CT angiography
Lei ZHENG ; Wujuan QI ; Hongyan WU ; Nan ZHU ; Shuangyan JIANG ; Zhizhong YUAN
Journal of Practical Radiology 2024;40(2):311-314
Objective To evaluate the application value of the second generation snap shot freeze(SSF2)combined with artificial intelligence reconstruction in free heart rate coronary computed tomography angiography(CCTA).Methods The examination data of 37 patients undergoing CCTA were divided into two groups for reconstruction.Group A,reconstruction by artificial intelligence after SSF2 algorithm correction;group B,original images automatically split and multi-phase reconstruction by artificial intelligence.Image quality were compared on volume rendering(VR),curve planar reformation(CPR),maximum intensity projection(MIP)image,subjective evaluation,objective scoring,and signal-to-noise ratio(SNR).Independent samples t-test and Chi-square test were used,and P<0.05 was considered statistically significant.Results There were statistically significant differences in the image quality score and SNR of the two reconstruction methods(P=0.009).Group A scored better,with higher signal intensity,lower noise intensity,and better SNR.The difference in the number of right coronary artery(RCA)analyzable segments between the two groups was statistically significant(P<0.05).The excellent and good rate of subjective evaluation of coronary artery segments in group A RCA(98.6%)was higher than that in group B(69.6%).Conclusion Using SSF2 combined with artificial intelligence reconstruction technology can significantly improve the image quality of CCTA,improve the success rate of CCTA examination,and improve the overall work efficiency.
5.Role of CIP2A in preoperative sleep deprivation-induced aggravation of postoperative cognitive dysfunction in aged mice
Yang LIU ; Huimin LI ; Hongyan GONG ; Miaomiao WEI ; Gaofeng ZHANG ; Mingshan WANG ; Fang ZHENG
Chinese Journal of Anesthesiology 2024;44(1):46-52
Objective:To evaluate the role of cancerous inhibitor of protein phosphatase 2A (CIP2A) in preoperative sleep deprivation (PSD)-induced aggravation of postoperative cognitive dysfunction (POCD) in aged mice.Methods:One hundred and ten healthy C57BL/6J mice of either sex, aged 18-20 months, weighing 29-35 g, were divided into 5 groups ( n=22 each) using a random number table method: sham operation group (S group), abdominal surgery group (O group), PSD + abdominal surgery group (D+ O group), CIP2A shRNA + abdominal surgery group (CS+ O group), and CIP2A shRNA+ PSD+ abdominal surgery group (CS+ D+ O group). At 14 days before surgery, control shRNA lentivirus was injected into the hippocampus in S, O and CS+ O groups, and CIP2A shRNA was injected into the hippocampus in D+ O and CS+ D+ O groups. PSD was carried out for 3 consecutive days prior to surgery. Cognitive function was assessed using the Morris water maze test at days 7-11 after surgery. The mice were sacrificed under deep anesthesia at day 3 after surgery, and hippocampal tissues were obtained to determine the expression of CIP2A, high mobility group box 1 (HMGB1), ionized calcium-binding adapter molecule 1 (Iba-1), alpha subunit of protein phosphatase 2A (PP2Aa), catalytic subunit of protein phosphatase 2A (PP2Ac), phosphorylated tau protein (p-tau) (S396), and p-tau (S404) (by Western blot), levels of reactive oxygen species (ROS), malondialdehyde (MDA), and superoxide dismutase (SOD), and count of Iba-1 positive cells in the hippocampal CA1 region (using immunofluorescence staining). Results:Compared with S group, the escape latency was significantly prolonged, the frequency of crossing the platform was reduced, duration of stay in the target quadrant was shortened, the expression of CIP2A, Iba-1 and HMGB1 was up-regulated, PP2Ac expression was down-regulated, levels of ROS and MDA and count of Iba-1 positive cells were increased, and the activity of SOD was decreased in O group ( P<0.05). Compared with O group, the escape latency was significantly prolonged, the frequency of crossing the platform was reduced, duration of stay in the target quadrant was shortened, the expression of CIP2A, Iba-1 and HMGB1 was up-regulated, PP2Ac expression was down-regulated, levels of ROS and MDA and count of Iba-1 positive cells were increased, and the activity of SOD was decreased in D+ O group, and the escape latency was significantly shortened, the frequency of crossing the platform was increased, duration of stay in the target quadrant was prolonged, the expression of CIP2A, Iba-1 and HMGB1 was down-regulated, PP2Ac expression was up-regulated, levels of ROS and MDA and count of Iba-1 positive cells were decreased, and the activity of SOD was increased in CS+ O group ( P<0.05). Compared with D+ O group, the escape latency was significantly shortened, the frequency of crossing the platform was increased, duration of stay in the target quadrant was prolonged, the expression of CIP2A, Iba-1 and HMGB1 was down-regulated, PP2Ac expression was up-regulated, levels of ROS and MDA and count of Iba-1 positive cells were decreased, and the activity of SOD was increased in CS+ D+ O group ( P<0.05). There was no significant difference in PP2Aa expression among the five groups ( P>0.05). Conclusions:The mechanism by which PSD aggravates POCD is related to up-regulating the expression of CIP2A and promoting oxidative stress responses, neuroinflammatory responses and phosphorylation of tau protein in aged mice.
6.A retrospective study on iRoot BP Plus full pulpotomy for primary molars with partial irreversible pulpitis
Xiaoyan HU ; Chunhui ZHAO ; Lu WANG ; Zheng ZHANG ; Fan YANG ; Hongyan ZHANG
West China Journal of Stomatology 2024;42(2):242-248
Objective This study aimed to observe the outcomes of iRoot BP Plus full pulpotomy in primary molars with partial irreversible pulpitis retrospectively.Methods Collect 102 cases of primary molars with partial irreversible pulpitis undergoing iRoot BP Plus full pulpotomy from January 2019 to August 2023,with a follow-up period of 24-47 months.Based on the presence of irreversible pulpitis symptoms before surgery,the included cases will be divided into asymptomatic group(n=53)and symptomatic group(n=49).Observe the clinical and imaging success rates of both groups.Results Clinical success rates were 96.2%and 97.9%in asymptomatic and symptomatic groups,and ra-diographic success rates were 96.2%and 93.9%respec-tively.Conclusion iRoot BP Plus full pulpotomy can be used for the treatment of primary molars with partial irreversible pulpitis under an enhanced pulpotomy protocol.
7.Construction of a Prognostic Prediction Model of Patients with Pathologic N0 in Resected Invasive Mucinous Adenocarcinoma of the Lung
WANG ZHENG ; HE JINXIAN ; SHEN HAIBO ; CHEN XIAOHAN ; LIN CHENGBIN ; YU HONGYAN ; GAO JIAJUN ; HE XIANNENG ; SHEN WEIYU
Chinese Journal of Lung Cancer 2024;27(1):47-55
Background and objective Invasive mucinous adenocarcinoma(IMA)was a rare and specific type of lung adenocarcinoma,which was often characterized by fewer lymphatic metastases.Therefore,it was difficult to evaluate the prognosis of these tumors based on the existing tumor-node-metastasis(TNM)staging.So,this study aimed to develop Nomo-grams to predict outcomes of patients with pathologic N0 in resected IMA.Methods According to the inclusion criteria and exclusion criteria,IMA patients with pathologic N0 in The Affiliated Lihuili Hospital of Ningbo University(training cohort,n=78)and Ningbo No.2 Hospital(validation cohort,n=66)were reviewed between July 2012 and May 2017.The prognostic value of the clinicopathological features in the training cohort was analyzed and prognostic prediction models were established,and the performances of models were evaluated.Finally,the validation cohort data was put in for external validation.Results Univariate analysis showed that pneumonic type,larger tumor size,mixed mucinous/non-mucinous component,and higher overall stage were significant influence factors of 5-year progression-free survival(PFS)and overall survival(OS).Multivariate analysis further indicated that type of imaging,tumor size,mucinous component were the independent prognostic factors for poor 5-year PFS and OS.Moreover,the 5-year PFS and OS rates were 62.82%and 75.64%,respectively.In subgroups,the sur-vival analysis also showed that the pneumonic type and mixed mucinous/non-mucinous patients had significantly poorer 5-year PFS and OS compared with solitary type and pure mucinous patients,respectively.The C-index of Nomograms with 5-year PFS and OS were 0.815(95%CI:0.741-0.889)and 0.767(95%CI:0.669-0.865).The calibration curve and decision curve analysis(DCA)of both models showed good predictive performances in both cohorts.Conclusion The Nomograms based on clinicopathological characteristics in a certain extent,can be used as an effective prognostic tool for patients with pathologic N0 after IMA resection.
8.Changing resistance profiles of Proteus,Morganella and Providencia in hospitals across China:results from the CHINET Antimicrobial Resistance Surveillance Program,2015-2021
Yunmin XU ; Xiaoxue DONG ; Bin SHAN ; Yang YANG ; Fupin HU ; Demei ZHU ; Yingchun XU ; Xiaojiang ZHANG ; Ping JI ; Fengbo ZHANG ; Yi XIE ; Mei KANG ; Chuanqing WANG ; Pan FU ; Yuanhong XU ; Ying HUANG ; Ziyong SUN ; Zhongju CHEN ; Yuxing NI ; Jingyong SUN ; Yunzhuo CHU ; Sufei TIAN ; Zhidong HU ; Jin LI ; Yunsong YU ; Jie LIN ; Sufang GUO ; Lianhua WEI ; Fengmei ZOU ; Hong ZHANG ; Chun WANG ; Yunjian HU ; Xiaoman AI ; Chao ZHUO ; Danhong SU ; Dawen GUO ; Jinying ZHAO ; Hua YU ; Xiangning HUANG ; Wen'en LIU ; Yanming LI ; Yan JIN ; Chunhong SHAO ; Xuesong XU ; Chao YAN ; Shanmei WANG ; Yafei CHU ; Lixia ZHANG ; Juan MA ; Shuping ZHOU ; Yan ZHOU ; Lei ZHU ; Jinhua MENG ; Fang DONG ; Hongyan ZHENG ; Fangfang HU ; Han SHEN ; Wanqing ZHOU ; Wei JIA ; Gang LI ; Jinsong WU ; Yuemei LU ; Jihong LI ; Jinju DUAN ; Jianbang KANG ; Xiaobo MA ; Yanping ZHENG ; Ruyi GUO ; Yan ZHU ; Yunsheng CHEN ; Qing MENG ; Shifu WANG ; Xuefei HU ; Jilu SHEN ; Wenhui HUANG ; Ruizhong WANG ; Hua FANG ; Bixia YU ; Yong ZHAO ; Ping GONG ; Kaizhen WEN ; Yirong ZHANG ; Jiangshan LIU ; Longfeng LIAO ; Hongqin GU ; Lin JIANG ; Wen HE ; Shunhong XUE ; Jiao FENG ; Chunlei YUE
Chinese Journal of Infection and Chemotherapy 2024;24(4):410-417
Objective To understand the changing distribution and antimicrobial resistance profiles of Proteus,Morganella and Providencia in hospitals across China from January 1,2015 to December 31,2021 in the CHINET Antimicrobial Resistance Surveillance Program.Methods Antimicrobial susceptibility testing was carried out following the unified CHINET protocol.The results were interpreted in accordance with the breakpoints in the 2021 Clinical & Laboratory Standards Institute(CLSI)M100(31 st Edition).Results A total of 32 433 Enterobacterales strains were isolated during the 7-year period,including 24 160 strains of Proteus,6 704 strains of Morganella,and 1 569 strains of Providencia.The overall number of these Enterobacterales isolates increased significantly over the 7-year period.The top 3 specimen source of these strains were urine,lower respiratory tract specimens,and wound secretions.Proteus,Morganella,and Providencia isolates showed lower resistance rates to amikacin,meropenem,cefoxitin,cefepime,cefoperazone-sulbactam,and piperacillin-tazobactam.For most of the antibiotics tested,less than 10%of the Proteus and Morganella strains were resistant,while less than 20%of the Providencia strains were resistant.The prevalence of carbapenem-resistant Enterobacterales(CRE)was 1.4%in Proteus isolates,1.9%in Morganella isolates,and 15.6%in Providencia isolates.Conclusions The overall number of clinical isolates of Proteus,Morganella and Providencia increased significantly in the 7-year period from 2015 to 2021.The prevalence of CRE strains also increased.More attention should be paid to antimicrobial resistance surveillance and rational antibiotic use so as to prevent the emergence and increase of antimicrobial resistance.
9.Qualitative study on the behavioral intentions of pediatric nurses towards the use of vascular visualization devices in light of the theory of planned behavior
Jiannan QU ; Jingwen MENG ; Mengfan LI ; Wenjun ZHENG ; Yiming HAN ; Hongyan YANG ; Jing LI
Chinese Journal of Modern Nursing 2024;30(12):1551-1556
Objective:To explore the behavioral intentions of pediatric nurses towards using vascular visualization devices in light of the theory of planned behavior.Methods:This was a qualitative study. From March to November 2023, 20 pediatric nurses from Peking University First Hospital were selected using purposive sampling for semi-structured interviews. The interview data were analyzed and themes were extracted using Colaizzi 7-step analysis method.Results:The behavioral intentions of pediatric nurses towards the use of vascular visualization devices could be summarized into nine themes based on the theory of planned behavior. Attitudes towards behavior included positive evaluations, negative evaluations, and unclear information. Subjective norms involved peers' attitudes as well as expectations and pressures from patients. Perceived behavioral control encompassed workload, level of knowledge, more limited equipment performance, and external resource support.Conclusions:The behavioral intentions of pediatric nurses towards the use of vascular visualization devices are influenced by their attitudes towards the behavior, subjective norms, and perceived behavioral control. Nursing managers should conduct standardized training on vascular visualization devices to enhance nurses' knowledge and skills, while also valuing the sources of various supports to create a supportive environment for the use of vascular visualization devices. This will improve the usage experience of pediatric nurses and promote the use of vascular visualization devices in pediatric nursing practice.
10.Evaluation index system of core competence of extracorporeal membrane oxygenation specialist nurses
Jing YE ; Qianqian ZHANG ; Xiaoyue WANG ; Hongyan GUO ; Jianxia ZHANG ; Yimei ZHENG
Chinese Journal of Modern Nursing 2024;30(30):4072-4078
Objective:To construct the evaluation index system of core competence of extracorporeal membrane oxygenation (ECMO) specialist nurses.Methods:Through literature search and analysis, an entry pool of the core competence evaluation index system for ECMO specialist nurses was initially formed, and 20 medical and nursing experts in acute and critical care and cardiovascular fields were selected for two rounds of correspondence from September to November 2022. According to experts' opinions, the evaluation indexes of core competence of ECMO specialist nurses were modified, and the analytic hierarchy process determined the weights of indexes at all levels.Results:A total of 20 questionnaires were sent out and 20 valid questionnaires were collected during each of the two rounds of expert correspondence consultation, with effective recovery rates of 100.00%. The expert authority coefficient of the second round was 0.86, and Kendall's harmony coefficient was 0.31 ( P<0.01). Finally, the evaluation index system of core competence of ECMO specialist nurses included five primary indexes (clinical professional ability, communication and collaboration ability, nursing management ability, critical thinking ability, and professional development ability), 15 secondary indexes, and 53 tertiary indexes. Conclusions:The evaluation index system of core competence of ECMO specialist nurses constructed in this study is scientific and practical, providing a reference for evaluating ECMO specialist nurses' core competence.

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