1.Machine learning-enabled precision transfusion: research progress, challenges, and prospects
Jiang DENG ; Chaojie WANG ; Ning ZHAO ; Liping LYU ; Ping MA ; Ke ZHANG ; Yanyu ZHANG
Chinese Journal of Blood Transfusion 2026;39(7):967-976
Blood transfusion is an important life-support measure in modern medicine. As clinical demand for transfusion continues to rise, blood supply remains under persistent strain, making the efficient utilization of this precious medical resource a critical component of blood management. Accurate prediction of transfusion needs is of great significance for optimizing blood resource allocation and conserving blood products. Traditional transfusion decision-making relies on clinical experience and simplified scoring systems, which are insufficient to meet the demands of precision medicine. Machine learning (ML) technology can integrate multidimensional data—including demographic characteristics, laboratory indicators, surgical information, and dynamic physiological waveforms—to construct high-performance predictive models, offering a new approach to transfusion prediction. This article systematically reviews the application progress of ML in transfusion prediction across clinical scenarios such as trauma, the perioperative period, and obstetrics. In trauma, ML has been applied to early massive transfusion prediction, prehospital transfusion decision-making, and precise prediction in pediatric trauma. In the perioperative field, applications span specialties including traumatic brain injury, orthopedic surgery, cardiovascular and major vascular surgery, and hepatic surgery. In obstetrics, models can effectively predict postpartum hemorrhage and transfusion requirements associated with cesarean section. Studies have shown that algorithms such as random forest, gradient boosting machines, and deep neural networks achieve area under the receiver operating characteristic curve (AUC) values of 0.83-0.98 in massive transfusion prediction, 0.75-0.97 in perioperative scenarios, and 0.80-0.89 in obstetric transfusion prediction—significantly outperforming traditional scoring tools. However, current studies are generally limited by single-center retrospective designs, insufficient external validation, and inadequate reporting standards; limited model interpretability and challenges in clinical integration further constrain practical translation. Future research should focus on constructing multicenter data cohorts, integrating multimodal data, conducting prospective implementation studies, and deeply embedding models within electronic health record systems, thereby advancing the application of ML to optimize clinical transfusion decision-making.
2.Recent advances in blood virus inactivation technologies and their multi-dimensional innovative applications
Chaojie WANG ; Jiang DENG ; Ning ZHAO ; Yanyu ZHANG
Chinese Journal of Blood Transfusion 2025;38(10):1435-1443
As a crucial barrier to ensuring blood transfusion safety, blood virus inactivation technology plays an irreplaceable role in addressing the "window period" of detection, the threat of emerging pathogens, and the limitations of detection technologies. This article systematically reviews the current status and technical characteristics of mainstream blood virus inactivation technologies, and conducts an in-depth discussion on the application prospects and challenges of emerging technologies in this field. Among conventional technologies, the photochemical methods (including methylene blue, psoralen S-59/INTERCEPT system, and riboflavin/Mirasol system) have been widely used in clinical practice due to their broad-spectrum inactivation capacity. However, these methods are associated with functional impairment of blood components. The organic solvent/detergent (S/D) method performs excellently in inactivating viruses in plasma products yet is ineffective against non-lipid-enveloped viruses. Short-wave ultraviolet (UVC) direct irradiation technology eliminates the need for chemical additives, though its inactivation efficiency and compatibility with blood components requires optimization. The chemical modification method, while specifically designed for red blood cells, faces safety challenges such as potential immunogenicity. For emerging technologies, cold plasma technology shows great potential owing to its multi-target synergistic inactivation mechanism, though challenges regarding its biocompatibility and selectivity remain. Electrolyzed water technology has the advantages of low cost and operational simplicity, yet in-depth research is needed on the non-specific damage caused by active substances to blood components. Novel photodynamic therapy significantly improves inactivation efficiency by developing high-efficiency targeted photosensitizers and has broad prospects for combined applications with antibodies, nanomaterials, and other substances. Future development trends point to the "combination therapy" strategy, which leverages the synergy of multiple technologies to achieve the optimal balance between efficient virus inactivation and functional prservation of blood components. The development of such technologies needs to shift from "single-method" to "integrated approach", from "inactivation" to "viability preservation", and bridge the translation gap from "laboratory" to "global application". The ultimate goal is to establish a standardized, automated, and cost-controllable comprehensive blood safety assurance system.
3.Clinical Characteristics and Influencing Factors of Rheumatoid Arthritis in Patients with Cold Dampness Obstruction Syndrome
Yanyu CHEN ; Yanqi LI ; Longxiao LIU ; Liubo ZHANG ; Tianyi LAN ; Nan ZHANG ; Cheng XIAO ; Yuan XU ; Qingwen TAO
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(3):140-146
ObjectiveTo study the clinical characteristics and influencing factors of rheumatoid arthritis (RA) in the patients with cold dampness obstruction syndrome. MethodsThe RA patients treated in the Department of Traditional Chinese Medicine and Rheumatology of the China-Japan Friendship Hospital from August 2022 to June 2024 were selected. The demographic information, clinical data, laboratory test results, and traditional Chinese medicine (TCM) symptom information were collected for syndrome differentiation, on the basis of which the characteristics and influencing factors of cold dampness obstruction syndrome were analyzed. ResultsA total of 258 RA patients were selected in this study, including 88 (34.1%) patients with cold dampness obstruction syndrome, 53 (20.5%) patients with dampness and heat obstruction syndrome, 31 (12.0%) patients with wind dampness obstruction syndrome, 29 (11.2%) patients with liver-kidney deficiency syndrome, 19 (7.4%) patients with Qi-blood deficiency syndrome, 14 (5.4%) patients with phlegm-stasis obstruction syndrome, 15 (5.8%) patients with stasis obstructing collateral syndrome and 9 (3.5%) patients with Qi-Yin deficiency syndrome. The patients were assigned into two groups of cold dampness obstruction syndrome and other syndromes. The group of cold dampness obstruction syndrome had lower joint fever, 28-tender joint count (TJC28), and 28-joint disease activity score (DAS28)-C-reactive protein (CRP) and higher central sensitization, cold feeling of joints, fear of wind and cold, cold limbs, and abdominal distention than the group of other syndromes (P<0.05). The binary logistic regression analysis showed that central sensitization (OR 5.749, 95%CI 2.116-15.616, P<0.001) and DAS28-CRP (OR 0.600, 95% CI 0.418-0.862, P=0.006) were the independent factors influencing cold dampness obstruction syndrome in RA. ConclusionCold dampness obstruction syndrome is a common syndrome in RA patients. It is associated with central sensitization, cold feeling of joints, abdominal distension and may be a clinical syndrome associated with central sensitization.
4.Systemic Lupus Erythematosus as a Dominant Disease in Traditional Chinese Medicine
Zihan WANG ; Yanyu CHEN ; Yong CUI ; Qingwen TAO ; Mei MO ; Ke XUE ; Xiaoxiao ZHANG ; Yuan XU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):263-269
Systemic lupus erythematosus (SLE), a refractory autoimmune disease, is among the dominant diseases where traditional Chinese medicine (TCM) shows advantages in the field of rheumatology and immunology. The China-Japan Friendship Hospital hosted the "46th Youth Salon on Dominant Diseases (Systemic Lupus Erythematosus)" organized by the China Association of Chinese Medicine, which led to a consensus on "the advantages, challenges, interdisciplinary approaches, and translational achievements of integrated TCM and Western medical approaches in the diagnosis and treatment of SLE." The diagnosis and treatment of SLE currently face several challenges, such as frequent misdiagnosis and missed diagnosis in the early stages, difficulty in achieving treatment targets, multiple side effects from pharmacotherapy, and the lack of management strategies for special populations, all of which hinder the fulfillment of the clinical needs of patients. Integrated TCM and Western medical approaches can improve clinical symptoms such as skin erythema, aversion to cold and cold limbs, fatigue, dry mouth, restlessness, and heat sensation in the palms and soles, thereby improving patients' quality of life. The approaches also help consolidate the efficacy of conventional Western medicine, slow disease progression, reduce relapse rates, address multi-organ involvement, and prevent or treat complications. Additionally, they enhance efficacy and reduce toxicity, prevent the side effects of Western medications, help reduce hormone use, and offer distinct advantages in the individualized intervention of special populations, contributing to the whole-process management of the disease. However, evidence-based medical support for this integrated approach remains limited, and the quality of available evidence is generally low. Common evaluation systems and modern research methodologies should be adopted to clarify the efficacy of TCM in SLE treatment. Efforts should be made to carry out high-quality evidence-based medical research, strengthen the development of fundamental and pharmacological research, and further explain the distinct advantages of TCM in the diagnosis and treatment of SLE. Future efforts should focus on advancing the integration of TCM and modern medicine, incorporating multi-omics technologies, individualized stratification, and other precision medicine concepts, in combination with artificial intelligence. Moreover, interdisciplinary collaboration should be promoted to utilize modern technology in exploring the essence of TCM theories and screening effective formulae, thereby comprehensively improving the diagnosis and treatment of SLE through integrated TCM and Western medical approaches.
5.Systemic Lupus Erythematosus as a Dominant Disease in Traditional Chinese Medicine
Zihan WANG ; Yanyu CHEN ; Yong CUI ; Qingwen TAO ; Mei MO ; Ke XUE ; Xiaoxiao ZHANG ; Yuan XU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):263-269
Systemic lupus erythematosus (SLE), a refractory autoimmune disease, is among the dominant diseases where traditional Chinese medicine (TCM) shows advantages in the field of rheumatology and immunology. The China-Japan Friendship Hospital hosted the "46th Youth Salon on Dominant Diseases (Systemic Lupus Erythematosus)" organized by the China Association of Chinese Medicine, which led to a consensus on "the advantages, challenges, interdisciplinary approaches, and translational achievements of integrated TCM and Western medical approaches in the diagnosis and treatment of SLE." The diagnosis and treatment of SLE currently face several challenges, such as frequent misdiagnosis and missed diagnosis in the early stages, difficulty in achieving treatment targets, multiple side effects from pharmacotherapy, and the lack of management strategies for special populations, all of which hinder the fulfillment of the clinical needs of patients. Integrated TCM and Western medical approaches can improve clinical symptoms such as skin erythema, aversion to cold and cold limbs, fatigue, dry mouth, restlessness, and heat sensation in the palms and soles, thereby improving patients' quality of life. The approaches also help consolidate the efficacy of conventional Western medicine, slow disease progression, reduce relapse rates, address multi-organ involvement, and prevent or treat complications. Additionally, they enhance efficacy and reduce toxicity, prevent the side effects of Western medications, help reduce hormone use, and offer distinct advantages in the individualized intervention of special populations, contributing to the whole-process management of the disease. However, evidence-based medical support for this integrated approach remains limited, and the quality of available evidence is generally low. Common evaluation systems and modern research methodologies should be adopted to clarify the efficacy of TCM in SLE treatment. Efforts should be made to carry out high-quality evidence-based medical research, strengthen the development of fundamental and pharmacological research, and further explain the distinct advantages of TCM in the diagnosis and treatment of SLE. Future efforts should focus on advancing the integration of TCM and modern medicine, incorporating multi-omics technologies, individualized stratification, and other precision medicine concepts, in combination with artificial intelligence. Moreover, interdisciplinary collaboration should be promoted to utilize modern technology in exploring the essence of TCM theories and screening effective formulae, thereby comprehensively improving the diagnosis and treatment of SLE through integrated TCM and Western medical approaches.
6.Application of 5 kinds of sarcopenia assessment scales in patients with bone tumors
Jun YU ; Yanyu CHEN ; Lin ZHANG ; Yuanxia NONG ; Jian CHEN
Chongqing Medicine 2025;54(1):121-126
Objective To explore the application effect of five kinds of sarcopenia assessment scales in the sarcopenia screening in the patients with bone tumors.Methods The convenience sampling method was a-dopted to select 198 patients with bone tumor in this hospital from August 2023 to February 2024 were select-ed as the study subjects.The Simplified Five-Item Scoring Questionnaire(SARC-F),the Modified Simplified Five-Item Scoring Questionnaire(SARC-Calf),the Simplified Five-Item Scoring Questionnaire Combined with Age and BMI(SARC-F+EBM),the Mini Sarcopenia Risk Assessment 7-Item Questionnaire(MSRA-7)and the Mini Sarcopenia Risk Assessment 5-Item Questionnaire(MSRA-5)were used for conducting the screen-ing.The Asian Sarcopenia Working Group-2019(AWGS-2019)screening criteria for sarcopenia were used as diagnostic criteria.The receiver operating characteristic(ROC)curve and area under the curve(AUC)were used to analyze the predictive efficiency.The sensitivity,specificity,positive predictive value(PPV),negative predictive value(NPV)and Kappa value were compared among various screening tools.Results According to the AWGS-2019 screening criteria for sarcopenia,there were 144 cases in the non-sarcopenia group and 54 ca-ses in the sarcopenia group,and the incidence rate of sarcopenia was 27.27%.SARC-Calf and MSRA-5 had the highest sensitivity(81.48%).SARC-F+EBM had the highest specificity(91.67%).SARC-F+EBM had the highest PPV(70.00%).SARC-Calf had the highest NPV(91.49%);SARC-F+EBM had the highest AUC(0.890),the corresponding cut-off value was 8.5 points,the sensitivity was 83.30%and specificity was 80.60%.The Kappa values of SARC-F,MSRA-5 and MSRA-7 were 0.206,0.336 and 0.324 respectively,pos-sessing the ordinary consistency,while the Kappa values of SARC-Calf and SARC-F+EBM were 0.544 and 0.474 respectively,possessing the medium consistency.Conclusion SARC-F+EBM could be used as the best screening tool of clinical medical staff for sarcopenia in the patients with bone tumor.
7.Expression of proprotein convertase subtilisin/kexin type 9 in macrophage lipid accumulation microenvironment and its targeted intervention
He CHEN ; Man ZHANG ; Lixin WANG ; Yingshu SHANG ; Yanyu MEI ; Ting ZHOU
Journal of Clinical Medicine in Practice 2025;29(11):33-41
Objective Low-density lipoprotein cholesterol(LDL-C)is causally associated with atherosclerotic cardiovascular disease(ASCVD).Proprotein convertase subtilisin/kexin type 9(PCSK9)increases the degradation of low-density lipoprotein receptor(LDL-R),thereby promoting lipid accumulation.This study investigated the mechanism of microRNA(miRNA)-125a-5p in regulating PCSK9 transcriptional expression and lipid accumulation through histone deacetylase sirtuin 6(SIRT6)-mediated histone acetylation.Methods RAW264.7 macrophages exposed to oxidized low-density lipoprotein(ox-LDL)were used to establish a macrophage lipid accumulation model.The cells were divided into eight groups:control group(Group A),ox-LDL group(Group B),SIRT6 agonist group(Group C),si-SIRT6 group(Group D),miR-125a-5p mimic group(Group E),miR-125a-5p mimic negative control group(Group F),miR-125a-5p inhibitor group(Group G),and miR-125a-5p inhibitor negative control group(Group H).Oil red O staining was used to verify lipid ac-cumulation in macrophages.Real-time fluorescent quantitative polymerase chain reaction(PCR)was employed to detect the gene expression levels of miR-125a-5p,SIRT6 and PCSK9.Western blotting was used to detect the protein expression levels of SIRT6,histone 3 lysine 9 acetylation(H3K9ac),histone 3(H3),and PCSK9.An LDL-C kit was used to measure cellular LDL-C con-tent.Results Compared with Group A,Group B exhibited increased relative gene expression of miR-125a-5p,decreased relative SIRT6 gene and its protein expression,increased H3K9ac/H3 rati-o,increased relative gene and protein expression of PCSK9,and elevated LDL-C levels,with statis-tically significant differences(P<0.01).In Group B,a positive correlation was observed between H3K9ac and PCSK9 protein expression(r=0.935 0,P<0.01),as well as between PCSK9 and LDL-C(r=0.981 3,P<0.01).Compared with Group B,Group C showed no significant change in miR-125a-5p expression(P>0.05),but increased relative SIRT6 gene and its protein expres-sion,decreased H3K9ac/H3 ratio,decreased relative gene and protein expression of PCSK9,and reduced LDL-C levels(P<0.01).In contrast,Group D,compared with Group B,had no signifi-cant change in miR-125a-5p gene expression(P>0.05),but decreased relative gene and protein expression of SIRT6,increased H3K9ac/H3 ratio,increased relative PCSK9 gene and its protein expression,and elevated LDL-C levels(P<0.05 or P<0.01).Group E,compared with Group B,showed increased relative gene expression of miR-125a-5p,decreased relative SIRT6 gene and its protein expression,increased H3K9ac/H3,increased relative PCSK9 gene and its protein ex-pression,and elevated LDL-C levels(P<0.01).Group G,compared with Group B,had de-creased relative gene expression of miR-125a-5p,increased relative gene and protein expression of SIRT6,decreased H3K9ac/H3 ratio,decreased relative PCSK9 gene and protein expression,and reduced LDL-C levels(P<0.01).No significant changes were observed in miR-125a-5p,SIRT6,H3K9ac/H3 ratio,PCSK9,or LDL-C levels in Groups F and H compared with Group B(P>0.05).Conclusion Epigenetics is an important regulatory mechanism in the development of ather-osclerosis(AS).Elevated LDL-C is a significant risk factor for AS,and increased PCSK9 expres-sion exacerbates lipid accumulation.Imbalance in histone acetylation is a novel mechanism involved in PCSK9-mediated lipid accumulation,potentially serving as an early detection marker for lipid me-tabolism disorders.SIRT6 acts as a protective factor by reversibly regulating PCSK9 transcriptional expression,reducing lipid accumulation,and delaying AS progression.MiR-125a-5p,as an up-stream regulatory gene of SIRT6,targets and inhibits SIRT6 transcription,thereby modulating his-tone acetylation,and may serve as a new target for early screening and prevention of dyslipidemia.
8.Incidence,Mortality and Disease Burden of Malignant Tumors in Cancer Registration Areas of Hebei Province in 2020
Shuo ZHANG ; Daojuan LI ; Yanyu LIU ; Yanfang FU ; Yutong HE
China Cancer 2025;34(2):89-97
[Purpose]To analyze the incidence,mortality and disease burden of malignant tumors in the cancer registration areas of Hebei Province in 2020.[Methods]The incidence and mortality data of cancer in 2020 were collected from the cancer registries of Hebei Province,and the quality of data was evaluated.The crude incidence(mortality)rate,age-specific incidence(mortality)rates and age-standardized incidence(mortality)rates by Chinese standard population(ASIRC/ASMRC)and world standard population(ASIRW/ASMRW)were calculated and analyzed.The disability-ad-justed life years(DALY)were calculated and analyzed according to the Excel disease burden cal-culation template recommended by the World Health Organization(WHO).[Results]In 2020,the crude incidence rate,ASIRC,ASIRW of malignant tumors in the cancer registration areas of Hebei Province were 229.36/105,147.06/105 and 143.74/105,respectively.The incidence rate in men was higher than that in women.The incidence rates in urban and rural areas were 230.26/105 and 228.84/105,and the age-standardized incidence rates reached a peak in the age group of 80~84 years old.The crude mortality rate,ASMRC,ASMRW were 146.38/105,85.33/105 and 84.79/105,respectively.The mortality rate in men was higher than that in women.The age-standardized mor-tality rate rose with age,reaching a peak in the age group of 85+years old,and the crude mortality rates in urban and rural areas were 143.82/105 and 147.84/105,respectively.The DALY of ma-lignant tumors in the cancer registration areas of Hebei Province were 345 030 person-years,reaching a maximum in the age group of 45~59 years old,with a DALY rate of 15.00/103,and the highest in the age group of 70~79 years old.Lung cancer had the heaviest disease burden,with DALY of 83 684 person-years,accounting for 24.25%of all malignant tumors,followed by stomach,liver,female breast,and colorectal cancers.The DALY in urban and rural areas were 122 062 and 222 993 person-years,respectively,and the trends in DALY rates were basically stable.[Conclusion]The disease burden of malignant tumors in Hebei Province is relatively heavy,cancer prevention and control should be further strengthened and focused on urban men and the elderly to reduce disease burden of malignant tumors in the future.
9.Impact of meaning in life and living arrangements on association between activities of daily living and depression in older adults
Lilu DU ; Renkui YAO ; Yanyu ZHAO ; Mengxuan LI ; Min ZOU ; Gongfa ZHANG
Chinese Journal of Rehabilitation Theory and Practice 2025;31(8):987-992
Objective To analyze the mechanisms of meaning in life and living arrangements impacting the effect of activities of dai-ly living(ADL)on depression for older adults.Methods From September to November,2024,community-dwelling older adults from Weifang,Shandong,were investi-gated with questionnaire using Basic Activities of Daily Living Scale(BADL),Meaning in Life Questionnaire(MLQ),Geriatric Depression Scale(GDS),and a general information questionnaire including living arrange-ments.Results A total of 256 questionnaires were distributed,and 245 valid questionnaires were returned.There were signifi-cant differences in GDS scores among older adults with different personal monthly incomes and living arrange-ments(F>3.744,P<0.05).BADL scores were positively correlated with GDS scores(r=0.490,P<0.001)and negatively correlated with MLQ scores(r=-0.370,P<0.001),and MLQ scores were negatively correlated with GDS scores(r=-0.369,P<0.001).There was significant direct effect of BADL scores on GDS scores(effect=1.128,95%CI 0.829~1.427),and mediating effect of MLQ scores on the relationship between BADL and GDS scores(effect=0.171,95%CI 0.028~0.337).The moderating effect of living alone was significant(|B|=0.127,|t|=2.103,P<0.05)on the association between MLQ and GDS,compared with intergenerational coresidence.Conclusion Meaning in life partially mediates the association between ADL and depression in older adults,especially for those living alone.
10.Effects of Chrysin on the Intestinal Flora in Mice with Alcoholic Liver Disease Model
Lu DONG ; Haotian ZHANG ; Yanyu KANG ; Fei WANG ; Haolin GUO ; Ying DONG ; Yong YANG ; Ting BAI
Herald of Medicine 2025;44(2):176-182
Objective To explore the effect of chrysin on intestinal flora in mice with alcoholic liver disease(ALD).Methods Mice were randomly assigned to normal control group,ALD model group,Silymarin group,chrysin low-dose group,chrysin high-dose group(25,50 mg·kg-1).The mice were fed with alcoholic liquid diet and a single dose of alcohol(5 g·kg-1)for eight weeks to establish the ALD model.After eight weeks of oral administration,each group's serum and plasma lipids and liver function indices were collected and detected using kits;then collected the liver and observed the pathological changes of the liver using HE staining;meanwhile,intestinal contents were collected and changes in mouse gut flora were analyzed by 16S rDNA sequencing.Results Compared with the ALD group,the level of aspartate transaminase(AST),alanine transaminase(ALT)and triacylglycerol(TG)of low-dose and high-dose chrysin groups were significantly reduced,and it can alleviate liver cell steatosis and inflammatory reactions caused by alcohol.16S rDNA results showed that the total number and types of intestinal flora in the ethanol group were significantly reduced,as well as a change in the dominant genus to Escherichia-Shigella and Akkermansia.Compared to the ALD model group,the Shannon index of the intestinal microbiota increased significantly in mice treated with low and high doses of chrysin.In addition,at the phylum and genus level,the abundance of the high-dose chrysin group increased significantly,resulting in an overall increase in the total number and amount of microbiota.The abundance of dominant bacterial groups,such as Oscillospirales,irmicutes,andAlloprevotella,was also significantly increased.Conclusion Chrysin may exert therapeutic effects on ALD by improving intestinal flora imbalance in ALD mice.

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