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.Sini San Treats Liver Fibrosis by Regulating Polarization of Intrahepatic Kupffer Cells
Yanyu QU ; Qiao GENG ; Zhuxiu ZHOU ; Dongyang ZHENG ; Jianmin YAN ; Huan LIU ; Li CHEN ; Feng ZHANG ; Desong KONG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(23):34-46
ObjectiveTo investigate the mechanism by which Sini San (SNS) treats liver fibrosis through regulating the polarization of intrahepatic Kupffer cells. MethodsSixty SPF-grade male Balb/c mice were randomized into blank control, model, silymarin (0.2 g·kg-1), and low-, medium-, and high-dose (2.93, 5.85, 11.70 g·kg-1, respectively) SNS groups. A mouse model of liver fibrosis was induced by intraperitoneal injection of CCl4. After 5 weeks of administration, the body mass, liver pathological changes [Hematoxylin and Eosin (HE), Masson, and Sirius red staining], serum biochemical indicators [alkaline phosphatase (ALP), aspartate aminotransferase (AST), and alanine aminotransferase (ALT)], liver fibrosis markers [procollagen type Ⅲ (PCⅢ), laminin (LN), and hyaluronic acid (HA)], inflammatory cytokines [interleukin-6 (IL-6), tumor necrosis factor-α (TNF-α), and interleukin-10 (IL-10)], and fibrosis-related proteins [α-smooth muscle actin (α-SMA), collagen type Ⅰ (Col Ⅰ), and collagen type Ⅲ (Col Ⅲ)] were assessed. A co-culture system of THP-1 cells (M1 macrophages) and human hepatic stellate cells (LX-2) was established. The cell experiment was designed with blank control (LX-2 alone), model (LX-2 + M1 macrophages), and low-, medium-, and high-dose SNS (co-culture with 5%, 10%, or 20% SNS-containing serum, respectively) groups. Cell viability, inflammatory cytokines, and macrophage phenotype were examined. Human primary hepatic Kupffer cells were allocated into blank control, M1 (LPS 100 μg·L-1+IFN-γ 20 μg·L-1), M2 (IL-4 20 μg·L-1+IL-13 20 μg·L-1), M1+M2, M1+SNS (supplemented with 10% SNS-containing serum for 2 h after culture under M1 conditions for 24 h), M2+SNS (supplemented with 10% SNS-containing serum for 2 h after culture under M2 conditions for 24 h), and M1+M2+SNS groups (supplemented with 10% SNS-containing serum for 2 h after culture under M1+M2 conditions for 24 h), and the expression of nuclear factor-κB (NF-κB) p65 and signal transducer and activator of transcription 3 (STAT3) at protein and mRNA levels was determined. ResultsCompared with the blank group, the model group exhibited increased serum levels of ALT, AST, ALP, PCⅢ, LN, HA, IL-6, and TNF-α, upregulated protein and mRNA levels of α-SMA, Col Ⅰ, and Col Ⅲ in the liver tissue (P<0.05, P<0.01), and decreased IL-10 level and STAT3 mRNA level (P<0.05, P<0.01), accompanied by marked collagen deposition and inflammatory infiltration in the liver. Compared with the model group, all doses of Sini San reversed these alterations (P<0.05, P<0.01), with the high-dose group showing the most pronounced effects. Cell experiments demonstrated that, compared with the blank control group, the model group had elevated levels of pro-inflammatory cytokines (IL-1β, IL-6, and TNF-α) and upregulated protein and mRNA levels of M1 markers [cluster of differentiation 86 (CD86, inducible nitric oxide synthase (iNOS), and monocyte chemoattractant protein-1 (MCP-1)] (P<0.01), along with declined level of IL-10 and downregulated expression of M2 markers [(CD163, CD206, and arginase-1 (Arg-1)] (P<0.05,P<0.01). Compared with the model group, treatment with Sini San-containing serum at various concentrations lowered the levels of pro-inflammatory cytokines and expression of M1 markers (P<0.05, P<0.01), while increasing the IL-10 level and M2 marker expression (P<0.05, P<0.01). Additionally, Sini San downregulated the mRNA level of NF-κB and upregulated the mRNA level of STAT (P<0.05, P<0.01). In the experiment with human primary Kupffer cells, compared with the blank group, the M1 group showed increased NF-κB p65 expression (P<0.01) and decreased STAT3 expression (P<0.05), whereas the M2 group exhibited increased STAT3 expression (P<0.01). Compared with the respective model groups, Sini San-containing serum reversed the M1-induced overexpression of NF-κB p65 (P<0.05, P<0.01) and further enhanced the M2-induced STAT3 expression (P<0.05, P<0.01). ConclusionSini San can inhibit the NF-κB p65/STAT3 signaling pathway and repolarize intrahepatic Kupffer cells from the pro-inflammatory M1 to the anti-inflammatory M2 phenotype to attenuate inflammation and suppress hepatic stellate cell activation and collagen deposition, thereby exerting anti-fibrotic effect.
3.Progress on necrotizing enterocolitis of preterm infants associated with blood component transfusion
Yanyu JIN ; Xiangyun YAN ; Fan ZHANG ; Bin ZHUANG ; Shushu LI ; Shuping HAN
International Journal of Pediatrics 2025;52(3):180-183
Necrotizing enterocolitis(NEC)is a gastrointestinal emergency commonly seen in premature infants,and its etiology and high-risk factors have not been fully elucidated.Premature infants who receive blood component transfusions are at significantly increased risk of developing NEC,with a higher incidence and mortality rate.This review focuses on a comprehensive analysis of the association between multiple blood component transfusions and NEC,the pathogenesis,prevention measures,and the threshold of blood component transfusions,aiming to provide a reference for the safe and rational use of blood component transfusions in clinical practice,and to guide fulture research directions.
4.Cancer incidence, mortality and trends among elderly in Hebei province, 2011-2020
Yanyu LIU ; Daojuan LI ; Siqi WU ; Shuo ZHANG ; Yanfang FU ; Yutong HE
Chinese Journal of Oncology 2025;47(3):228-236
Objective:With the aggravation of population aging, the burden of malignant tumors in the elderly population is becoming more and more heavy. This study aims to analyze the incidence and mortality of malignant tumors in the elderly population in Hebei Province in the past decade.Methods:The incidence and mortality data of malignant tumors in people aged ≥60 years old in 38 cancer registration areas in Hebei Province from 2011 to 2020 were collected, and the incidence and mortality were analyzed by gender, urban and rural areas, and age groups. The age standardized rates were calculated using the 2000 Chinese population census and Segi′s world population. The trend of incidence and mortality was analyzed using the Joinpoint model and the average annual percent change (AAPC).Results:From 2011 to 2020, 216 200 new cases of malignant tumors were reported in the elderly population in the cancer registration areas of Hebei Province, and 170 700 deaths were reported. The peak ages of incident cases number for males and females were 65-69 years old and 60-64 years old, respectively. The crude incidence rate of malignant tumors in the elderly was 905.42/10 5, and the crude mortality rate was 714.96/10 5. In general, the incidence and mortality in rural areas were higher than those in urban areas, and the incidence and mortality in males were higher than those in females. The peak ages of incidence and mortality were 80-84 years old and 85+ years old, respectively. From 2011 to 2020, lung cancer, gastric cancer, esophageal cancer, female breast cancer, and colorectal cancer were the main malignant tumors of incidence rate in the elderly population in Hebei Province, and lung cancer, gastric cancer, liver cancer, esophageal cancer, and colorectal cancer were the main malignant tumors in the mortality rate. From 2011 to 2020, the incidence and mortality of malignant tumors in the elderly population in Hebei Province showed a decreasing trend, and AAPC for the age-standardized incidence and mortality were -4.69% and -5.53%, respectively. The rank of incidence and mortality rate of each cancer had changed, but the top two were still lung cancer and stomach cancer. Conclusions:The incidence and mortality of cancer in the elderly population in Hebei province have decreased, but the burden is still heavy. Lung cancer and stomach cancer are still the focus of prevention and treatment in the elderly population in Hebei province.
5.Clinical and imaging study of dystrophinopathy in twins: a comparative analysis of 7 pairs of twin patients
Miao HAN ; Qingyue YUAN ; Chang LIU ; Xu HAN ; Yanyu LU ; Zhiying XIE ; Xinsheng HAN ; Wei ZHANG ; Zhaoxia WANG ; Yun YUAN
Chinese Journal of Neurology 2025;58(8):854-861
Objective:To explore the phenotypic heterogeneity among patients harboring identical pathogenic variants in the dystrophin ( DMD) gene by analyzing clinical and imaging data from 7 pairs of male twins with dystrophinopathy. Methods:Clinical and laboratory data of 14 (7 pairs) male twins diagnosed with dystrophinopathy through genetic testing among 1 767 patients at Peking University First Hospital from January 2017 to October 2024 were collected. Eleven patients underwent thigh muscle magnetic resonance imaging (MRI), and muscle biopsies were performed in at least 1 case of each pair.Results:Among the 7 pairs of twin patients, 2 pairs had Duchenne muscular dystrophy, and 5 pairs had Becker muscular dystrophy. In terms of variant types, 4 pairs had in-frame deletions, while the remaining 3 pairs had duplication variants, frameshift variants, and nonsense variants, respectively. Clinically, 6 individuals had asymptomatic hypercreatine kinasemia, and 8 had varying degrees of limb weakness. Among the 5 pairs of symptomatic twins, there were differences in the degree of limb weakness. Four individuals showed no significant abnormalities in thigh muscle MRI, 7 showed fat infiltration mainly in the bilateral gluteus maximus and adductor magnus muscles, and 2 pairs of twins had obvious differences in the degree of fat infiltration in muscle MRI. Muscle biopsies revealed dystrophic or mild myopathic pathological changes, with 2 individuals showing severe loss of dystrophin, while the others had partial loss.Conclusions:Dystrophinopathy exhibits significant individual differences. Even among individuals with highly similar genetic background, clinical and imaging manifestations caused by the same pathogenic variant also vary.
6.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.
7.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.
8.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.
9.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.
10.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.

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