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.

Objective To investigate the role of circular RNAs(circRNA)in Alzheimer's disease(AD)and its potential mechanism.Methods Six-month-old APP/PS1 mouse model of AD and wild type(WT)mice were subjected and then randomly divided into WT group,WT+circ-Olfm1 knockout group,AD group(transgenic APP/PS1 mice),AD+circ-Olfm1 knockout group,AD+FOXO3a knockout group,with 3 mice in each group.① The total RNA of mouse brain was extracted,and the differential expression of circRNAs and mRNAs between the AD mice and WT mice was detected,and the obtained circRNAs and mRNAs were analyzed with gene ontology(GO)analysis.② RT-qPCR was used to detect the expression of the top 10 up-regulated and down-regulated circRNAs,as well as the expression of circ-Olfm1 and miR-330-5p.③ Lentiviral vectors were prepared and stereotaxically injected into the cortex or hippocampus of WT and AD mice to knock out circ-Olfm1 gene.Water maze test was used to evaluate the effect of circ-Olfm1 knockout on cognitive function,and immunofluorescence assay was employed to observe the deposition of amyloid β(Aβ)plaque in the brain.④ The interaction between circ-Olfm1 and miR-330-5p was verified by double luciferase reporter gene analysis.⑤ The protein levels of AMPK and FOXO3a were detected by Western blotting.⑥ Transmission electron microscopy was utilized to observe the mitochondria of the hippocampus.⑦ The levels of inflammatory factors IL-6,IL-1β and TNF-α were detected by ELISA.Results There were totally 52 differentially expressed circRNAs identified between the AD and WT mice,including 28 up-regulated and 24 down-regulated(fold change>1.5,P<0.05).These differentially expressed genes are mainly involved in signal transduction,learning and memory and other functions.circ-Olfm1 was identified as the most significantly differentially expressed circRNA,which is highly expressed in the neurons and up-regulated in the cerebral cortex and hippocampus of the AD mice.Knockout of circ-Olfm1 reduced the number of Aβ plaques in the cerebral cortex and hippocampus of AD mice(P<0.01).In starBase database,there are complementary sequences observed between circ-Olfm1 and miR-330-5p.Western blotting showed that the addition of Aβ42 significantly increased the expression of AMPK and FOXO3a in the neuronal cells(P<0.01).And silencing circ-Olfm1 led to decreased expression of AMPK and FOXO3a in neuronal cells+Aβ42(P<0.01).ELISA revealed that knockout of FOXO3a significantly increased the levels of inflammatory factors IL-6,IL-1β,and TNF-α(P<0.01).Transmission electron microscopy displayed that knocking FOXO3a out significantly aggravated mitochondrial damage(P<0.01).Conclusion circ-Olfm1 is up-regulated in the brain tissue and neurons+Aβ42 of AD rats,and the mechanism of cognitive impairment in AD rats may be through its regulating FOXO3a protein.

Objective To investigate the effect of pramlintide,a pancreatic amyloid peptide analog,on learning and memory of Alzheimer's disease(AD)mice through antioxidant stress,and to determine the expression of phosphatidylinositol 3-kinase/protein kinase B(PI3K/Akt)signaling pathway.Methods The APP/PS1 mice were divided into a pramlintide treatment group(intraperitoneal injection of 0.5 μmol/L per day for 10 weeks)and an AD group(same dose of PBS),with 5 mice in each group.The learning and memory abilities were detected with water maze test,the pathological changes of the hippocampus were observed with HE staining and immunohistochemistry,the morphological characteristics of dendritic spines in hippocampus were observed after Golgi staining,and the ultrastructure of hippocampal neurons was observed through transmission electron microscopy(TEM).The content of malondialdehyde(MDA)and the level of superoxide dismutase(SOD)in the hippocampal tissue were detected by biochemical assay,and the levels of inflammatory factors IL-6,TNF-α and IL-1β were determined with ELISA.Western blotting was applied to measure the expression of PI3K/Akt signaling pathway related proteins in the hippocampus.In the cell experiment,SH-SY5Y cells were added with Aβ 1-42 to establish a cell model of AD.After the cells were treated with pramlintide,the levels of oxidative stress and inflammatory response were detected,and cell apoptosis was detected by immunofluorescence.Results The animal experiments showed that pramlintide treatment resulted in significantly shortened escape latency(P<0.01),increased platform crossings(P<0.01),and prolonged time to exploring hidden platform(P<0.01).In the hippocampal tissue of the pramlintide treatment group,HE staining displayed hippocampal neurons in high density and neat arrangement(P<0.05),immunohistochemical results showed significantly reduced Aβ protein(P<0.01),Golgi staining results demonstrated more dendritic spines(P<0.05),TEM revealed almost intact neuronal mitochondrial structure,with reduced vacuolization and clear and identifiable morphology.When compared with the AD group,the levels of oxidative stress and inflammatory response were decreased(P<0.01),and the relative expression of p-PI3K/PI3K and p-Akt/Akt proteins was increased(P<0.01)in the treatment group.In cell experiments,the levels of oxidative stress and inflammatory response were decreased in AD cell model after pramlintide treatment(P<0.01),and the results of immunofluorescence showed that cell apoptosis was declined(P<0.01).Conclusion Pramlintide can improve the cognitive function,reduce the hippocampal deposition of Aβ,reduce oxidative stress and inflammatory response,alleviate the pathological changes of neuronal ultrastructure,and enhance the expression of PI3K/Akt signaling pathway in AD mice.

Objective To investigate the expression level of circular RNA circ-Tns3 in Alzheimer's disease(AD)mice and its role in Aβ-induced neuronal damage.Methods Five APP/PS1 transgenic AD mice and 5 wild-type(WT)mice,weighting of 23～26 g and aged 6 months were subjected in the study.Morris water maze test was used to assess learning and memory abilities,and immunohistochemical staining was performed to observe the number of Aβ plaques in the hippocampal tissue.Subsequently,total RNA was extracted from the brains to detect the differential expression of circRNAs between AD and WT mice,and the results were further analyzed with Gene Ontology(GO)analysis and Kyoto Encyclopedia of Genes and Genomes(KEGG)pathway analysis.The top 6 differentially expressed circRNAs were validated by real-time quantitative PCR(RT-qPCR).In in vitro experiments,Aβ1-42 was used to treat neuronal cells to establish AD cell model,and si-circ-Tns3 was transfected into Aβ1-42-treated neuronal cells to knock down circ-Tns3.RT-qPCR was used to determine the expression levels of circ-Tns3 and miR-671-5p.Cell viability and apoptotic rate were detected by CCK-8 assay and TUNEL staining,respectively.The levels of superoxide dismutase(SOD)and malondialdehyde(MDA)were measured using corresponding kits,and the levels of inflammatory factors IL-6,IL-1β,and TNF-α were detected with ELISA.The interaction between circ-Tns3 and miR-671-5p was verified by dual-luciferase reporter assay and RNA-binding protein immunoprecipitation(RIP)assay.The expression level of Sirt1 protein was detected by Western blotting.Results The 6-month-old AD mice exhibited significant cognitive impairment and Aβ deposition(P<0.01).There were 269 differentially expressed circRNAs identified between AD and WT mice,of which 159 were up-regulated and 110 down-regulated.GO and KEGG enrichment analyses showed that these differentially expressed circRNAs were mainly involved in synaptic transmission,memory,and cholinergic synapse signaling pathways.The expression of circ-Tns3 was significantly increased not only in the brain tissue of AD mice but also in neuronal cells after Aβ1-42 treatment.In cellular experiments,knockdown of circ-Tns3 significantly reduced cell viability and number of apoptotic cells in Aβ1-42-treated neuronal cells,decreased MDA content,increased SOD activity,and reduced the levels of IL-6,IL-1β,and TNF-α(P<0.01).The starBase database predicted that circ-Tns3 and miR-671-5p have complementary sequences,and dual-luciferase reporter and RIP assays confirmed their interaction.The bioinformatics database predicted that miR-671-5p and sirt1 have complementary sequences.Western blotting indicated that in neuronal cells treated with Aβ1-42,the expression of sirt1 was increased after knockdown of circ-Tns3(P<0.01).In Aβ1-42-treated neuronal cells,after knockdown of circ-Tns3,addition of miR-671-5p inhibitor significantly decreased the expression level of sirt1 protein(P<0.01).Conclusions circ-Tns3 is highly expressed in AD mice and cell model of AD.Knocking circ-Tns3 down improves neuronal damage.circ-Tns3 may be involved in the neuronal damage through regulating sirt 1 protein by binding to miR-671-5p.

Objective:To explore the relationship of anxiety,perceived stress and forbearance in the college students.Methods:Totally 3 056 college students(1 102 males and 1 954 females)in Guangdong Province were re-cruited and assessed with the Generalized Anxiety Disorder 7-item Scale(GAD-7 score of ≥10 indicates positive anxiety symptoms),Perceived Stress Scale(PSS-10),and Forbearance Scale(FS).SPSS Process model 2 was used to test the moderating effect of different types of forbearance.Results:Totally 486(15.9％)college students had anxiety.The PSS-10 scores were positively correlated with the GAD-7 scores(β=0.63),and FS scores of repres-sive forbearance and active forbearance played a moderating role between the PSS-10 scores and the GAD-7 scores respectively(β=0.05,-0.04).Conclusion:It suggests that anxiety and perceived stress are correlated with for-bearance in college students,and repressive forbearance and active forbearance may moderate the relationship be-tween perceived stress and anxiety.

Objective To investigate the effects of amylin,also known as islet amyloid polypeptide(IAPP),on learning and memory abilities and the phosphatidylinositol 3-kinase/protein kinase B(PI3K/Akt)signaling pathway in APP/PS1 mice.Methods A total of 20 APP/PS1 mice were randomly divided into Alzheimer's disease(AD)group and IAPP group,with 10 mice in each group.The mice in the latter group were given an intraperitoneal injection of 0.5 μmol/L IAPP,and those of the former group received same dose of PBS.Both interventions were given once per day,for 10 weeks.Morris water maze test was used to measure the learning and memory abilities;HE staining was employed to observe the pathological changes in the hippocampus;Transmission electron microscopy was utilized to observe the ultrastructure of hippocampal neurons;Biochemical assay were conducted to detect the contents of glutathione peroxidase(GSH-Px),malondialdehyde(MDA)and superoxide dismutase(SOD)in hippocampal tissues;ELISA was applied to measure the levels of inflammatory factors such as IL-1β,IL-6,and TNF-α as well as content of Aβ42 in hippocampal tissues;And Western blotting was conducted to detect the expression of PI3K/Akt proteins.Results Compared with the AD group,significantly shorter platform latency(P＜0.01),increased number of traversing the platform and longer time to explore the hidden platform(P＜0.01)were observed in the IAPP group,but no such difference was seen in the swimming speed of the mice.HE staining displayed that the IAPP group had more and well-arranged nerve cells in the hippocampal tissue when compared with the AD group(P＜0.05).Lower Aβ protein expression(P＜0.01),reduced oxidative stress and decreased contents of inflammatory factors(P＜0.01)in hippocampal tissue were observed in the IAPP group than the AD group.The IAPP group showed clearer structure of neuronal mitochondria,reduced vacuolization,and better arranged microtubules and microfilaments,and elevated expression of p-PI3K/PI3K and p-Akt/Akt proteins when compared with the AD group(P＜0.01).Conclusion Amylin can reduce oxidative stress and inflammatory responses,improve learning and memory abilities in AD mice,and promote the activity of PI3K/Akt signaling pathway.

ObjectiveTo explore the law of women reproductive aging based on theory of "seven-year period" in traditional Chinese medicine（TCM） through analyzing the characteristics of basic sex hormone levels and anti-müllerian hormone levels in women of different ages. MethodsThe data of female who visited Guangdong Provincial Hospital of Traditional Chinese Medicine from January 2018 to December 2022 and accepted basic hormone and anti-müllerian hormone determination were collected retrospectively. According to the age of subjects， they were divided into the "1-2 seven" group （under 21 years old）， "3 seven" group （21-27 years old）， "4 seven" group （28-34 years old）， "5 seven" group （35-41 years old）， "6 seven" group （42-48 years old） and "7 seven" and older group （49 years old and above）. The age， average menstrual cycle in the past 3 months， basic hormone levels including follicle stimulating hormone （FSH）， luteinizing hormone （LH）， estradiol （E₂）， testosterone （T） and FSH/LH value， and anti-müllerian hormone （AMH） levels were collected and compared. ResultsA total of 1221 cases were included. The differences in FSH， LH， FSH/LH values， E₂， T， AMH levels and average menstrual cycle among the groups were statistically significant （P＜0.05 or P＜0.01）. AMH peaked in the "3 seven" group. Compared to those in the "3 seven" group， the FSH/LH value in the "4 seven" group increased， while the LH， AMH and T levels decreased， and the menstrual cycle was shortened （P＜0.01）. The FSH/LH， LH， AMH， T and menstrual cycle in the "5 seven" group were consistent with the changing trend of those in the "4 seven" group， while the FSH and E₂ levels in the "5 seven" group were significantly higher （P＜0.05 or P＜0.01）. Compared to those in the "5 seven" group， the FSH， LH and E₂ levels of the "6 seven" group increased， and the AMH and T levels continued to decrease （P＜0.05 or P＜0.01）. Compared to those in the "6 seven" group， the FSH and LH levels of the "7 seven" and older group continued to increase， and the AMH and E₂ levels decreased （P＜0.01）. ConclusionThe law of women reproductive aging in the "seven-year period" theory is basically consistent with the characteristics of basic sex hormone levels and anti-müllerian hormone levels in women of different ages. The reproductive capacity reaches its peak in the "three-seven-year period" and gradually moves towards reproductive aging in the "four-seven-year period".

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.

Objective To explore the application of polysomnography combined with arterial spin labeling(ASL)perfusion magnetic resonance imaging in the diagnosis of insomnia.Methods Forty-two insomnia patients admitted to Department of Neurology were included as insomnia group,while 41 healthy subjects during the same period were included as control group.The two groups were assessed using sleep habits questionnaire,hospital anxiety and depression scale,polysomnography,and ASL perfusion magnetic resonance imaging.Results Compared with control group,insomnia group took significantly more time to fall asleep(P<0.05),and has shorter sleep duration(P<0.05).The differences in the levels of anxiety and depression between two groups were trivial.The total sleep time,rapid eye movement sleep duration,and non-rapid eye movement sleep stage S2-S4were shorter,while the sleep latency and non-rapid eye movement sleep stage S1were longer in insomnia group as compared with control group(all P<0.05).In insomnia group,perfusion was increased in bilateral prefrontal lobes,right temporal lobe,left parietal lobe,right thalamus,and pons(P<0.05),but decreased in bilateral insula and bilateral basal ganglia(P<0.05).Conclusion The combination of polysomnography and ASL perfusion magnetic resonance imaging enables precise quantification of sleep condition.

Abstract: Objective To investigate the nutritional status of patients with pulmonary tuberculosis and its effects on conventional anti-tuberculosis treatment, so as to provide a basis for improving the efficacy of conventional treatment of pulmonary tuberculosis. Methods The relevant data of 168 patients with pulmonary tuberculosis admitted to Suining Central Hospital from April 2020 to April 2022 were retrospectively analyzed. Nutritional status of the patients before treatment was investigated using the Mini Nutritional Assessment (MNA) score, and the influencing factors of nutritional status before treatment were analyzed. Therapeutic effects of anti-tuberculosis drugs in the non-nutritional risk group and the nutritional risk group were comparatively analyzed. Results Among the 168 patients, 64 were assessed as having good nutritional status before treatment, 59 had the risk of malnutrition and 45 were malnourished according to the MNA score. Univariate analysis and linear regression analysis showed that age, underlying diseases, and clinical symptoms were factors affecting the MNA score before treatment (t=3.173, 3.718, 2.018, P all<0.05); whereas gender and education level were not factors affecting MNA score before treatment (t=0.065, 0.059, P all>0.05). According to the MNA score before treatment, the patients were dividedinto a non-nutritional risk group (MNA score > 23.5) and a nutritional risk group (MNA score ≤23.5). The negative conversion rate of sputum bacteria, effective rate of focal absorption in the non-nutritional risk group were 92.19% (59/64)and90.63% (58/64) , respectively, which were significantly higher than corresponding 79.85% (82/104)and76.92% (80/104) in the nutritional risk group. The drug resistance rate, adverse reaction rate, and average treatment cost of the no nutritional risk group and nutritional risk group were 7.81% (5/64) and 21.15% (12/104), 15.63% (10/64) and 31.73% (33/104), (0.62±0.13) million yuan and (0.89±0.26) million yuan, respectively, with significant differences (χ2=5.228, 5.071, 7.685, 5.396, 7.728, P all<0.05). Conclusions Patients with pulmonary tuberculosis exhibit poor nutritional status before treatment. The patients’nutritional status is easily affected by age, underlying diseases, and clinical symptoms, thereby affecting the effect of anti-tuberculosis treatment. Therefore, early nutritional intervention for tuberculosis patients should be recommended in order to prevent malnutrition and enhance the effectiveness of anti-tuberculosis treatment.