1.Rotor syndrome in pregnancy: A case report
Lijie GAO ; Yanbo MO ; Xiaonan LIANG ; Xiaolan ZHANG
Journal of Clinical Hepatology 2026;42(3):655-660
Rotor syndrome is an autosomal recessive disorder of bilirubin metabolism, and it is difficult to diagnose and differentiate due to its extreme rarity and a lack of specific clinical manifestations. In recent years, the development of genetic testing technology has enabled the early diagnosis of atypical patients. Literature search shows that only 19 cases with detailed clinical and genetic data have been reported. This article reports a case of a pregnant woman with an increase in direct bilirubin during pregnancy who was diagnosed with Rotor syndrome based on a bi-allelic mutation in the SLCO1B1 and SLCO1B3 genes and delivered successfully at last, and a retrospective analysis was performed for related articles, in order to facilitate the early accurate diagnosis of patients with Rotor syndrome and guide medications from the perspective of genetic mechanisms.
2.Photon-counting detector CT with virtual monoenergetic imaging in enabling a quadruple low-dose aortic CT angiography protocol: a feasibility study
Ke QI ; Kehui NIE ; Dian YUAN ; Yicun ZHANG ; Mengyuan ZHANG ; Weiting ZHANG ; Yanbo GU ; Yan CHEN ; Jianbo GAO ; Jie LIU
Chinese Journal of Radiology 2025;59(10):1133-1141
Objective:To assess the viability of reducing radiation dose, contrast media volume, injection flow rate and contrast medium concentration (quadruple low-dose protocol) by utilizing virtual monoenergetic images (VMI) in photon-counting detector CT (PCD-CT) for aortic CT angiography (CTA), while maintaining image quality in comparison to images obtained from energy-integrating detector CT (EID-CT).Methods:From April 2024 to June 2024, a total of 40 participants who underwent aortic CTA on PCD-CT were prospectively enrolled in the experimental group (PCD-CT group), while 40 patients with similar baseline characteristics who had previously undergone aortic CTA using EID-CT were retrospectively selected for the conventional group (EID-CT group). The EID-CT group used a tube voltage of 90 kVp, a contrast media volume of 60 ml of contrast, an injection flow rate of 3 ml/s, and a contrast concentration of 350 mgI/ml; the PCD-CT group used the QuantumPlus mode, with a tube voltage of 140 kVp, a total amount of iodine in the contrast media of 140 mgI/kg, and an injection flow rate=contrast media volume/(delay time+scan time), and a contrast media concentration of 320 mgI/ml. VMIs in PCD-CT group were reconstructed in 5-keV intervals ranging from 45 to 65 keV. The effective radiation dose and contrast injection protocols were recorded and compared between two groups. Objective image quality assessment was performed for each group. CT attenuation, signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR) were measured at five anatomical locations (ascending aorta, aortic arch, descending aorta, abdominal aorta, and right common iliac artery), and image noise was recorded. Subjective image quality was independently evaluated by two readers using a 5-point Likert scale in a blinded manner. Based on data normality, the one-way ANOVA or Kruskal-Wallis test was used for image quality assessment, with Bonferroni-corrected post-hoc analysis for multiple comparisons.Results:There were no significant differences in the baseline characteristics between two groups (all P0.05). The PCD-CT group demonstrated significantly lower effective radiation dose [(3.88±0.65) mSv vs. (5.97±1.15)mSv], contrast media volume [(29.25±4.56) ml vs. 60 ml], and injection rate [(2.65±0.42) ml/s vs. 3 ml/s] than the EID-CT group, with reductions of 35%, 51%, and 12%, respectively (all P0.001). For objective image quality, except for the ascending aortic CT attenuation, the CT attenuation, SNR, and CNR of other vessels in the 55 keV PCD-CT group were comparable to those in the EID-CT group. Additionally, the difference in image noise between these two groups was not statistically significant ( P0.05). Concerning subjective image quality, at 55 keV, the PCD-CT group had similar image noise scores and vessel attenuation scores (both P0.05) and better visualization of renal artery branching ( P=0.001) compared to the EID-CT group. Conclusion:In comparison to EID-CT, the use of a 55 keV image in PCD-CT for aortic CTA has demonstrated reductions in radiation dose, contrast media volume, injection flow rate and contrast medium concentration, while maintaining image quality.
3.Feasibility study of photon counting CT combined with “quadruple lows” technology in head and neck vascular imaging
Mengyuan ZHANG ; Kehui NIE ; Dian YUAN ; Yicun ZHANG ; Ke QI ; Weiting ZHANG ; Yanbo GU ; Yan CHEN ; Jianbo GAO ; Jie LIU
Chinese Journal of Radiology 2025;59(8):942-948
Objective:To evaluate the feasibility of head and neck vascular imaging using photon-counting detector computed tomography (PCD-CT) combined with a “quadruple lows” protocol—characterized by low contrast media volume, low iodine concentration, low injection rate, and low radiation dose—and to compare the image quality with that obtained by energy-integrating detector CT (EID-CT).Methods:A total of 105 patients with suspected cerebrovascular disease were prospectively enrolled at the First Affiliated Hospital of Zhengzhou University between April and June 2024. Patients were randomly assigned to three groups ( n=35). Group A underwent conventional head and neck CTA using EID-CT. Group B underwent PCD-CT with a protocol involving ultra-low contrast media volume, low iodine concentration, and low injection rate. Group C underwent PCD-CT with the full “quadruple low” protocol. Objective image quality parameters—including CT attenuation, image noise (standard deviation, SD), signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR)—were measured at the ascending aorta, common carotid artery, internal carotid artery, vertebral artery, basilar artery, posterior cerebral artery, and middle cerebral artery. Two radiologists independently rated subjective image quality using a 5-point Likert scale. Differences among groups were analyzed using one-way ANOVA and the Kruskal-Wallis test. Results:Compared to Group A [contrast volume: (42.78±6.64)ml], contrast agent volume was significantly reduced in Groups B and C[ (26.26±4.45) ml and (26.54±3.83)ml, respectively], demonstrating reductions of 39% and 38% (both P<0.01). The iodine concentration was 320 mg/ml in Groups B and C, lower than 350 mg/ml in Group A (8.5%). The injection rate was also reduced in Groups B and C [(3.39±0.61) and (3.55±0.51)ml/s, respectively] compared to Group A [(4.28±0.66) ml/s], with reductions of 21% and 17% (both P<0.01). The effective dose (ED) was similar between Groups A and B [(1.40±0.15) vs. (1.40±0.19)mSv, P>0.05], while Group C demonstrated a significantly lower ED [(0.99±0.09) mSv], with a reduction of 30% compared to Group A and 29% compared to Group B (both P<0.01).In terms of objective image quality, significant differences in image noise (SD) were observed among the three groups at the vertebral artery, internal carotid artery, posterior cerebral artery, and middle cerebral artery (all P<0.05). Groups B and C showed significantly lower SD compared to Group A ( P<0.05), with no significant difference between B and C ( P>0.05). SNR was significantly higher in Groups B and C than in Group A at multiple vascular segments (all P<0.05). CNR differed only at the internal carotid artery, where Groups B and C demonstrated superior performance compared to Group A ( P<0.05).Subjective image quality scores showed no significant difference between Groups A and C ( P>0.05), while Group B had significantly higher scores than both A and C ( P<0.05). All images were deemed diagnostically acceptable. Conclusion:Compared with conventional EID-CT, PCD-CT combined with a “quadruple lows” protocol enables substantial reductions in contrast media and radiation dose while further improving image quality in head and neck CTA.
4.Astragaloside IV alleviates oxidative stress injury and promotes osteogenesis in MC3T3-E1 cells
Jiahao ZHANG ; Jiacheng LI ; Mingtao WEN ; Yanbo GUO ; Di LUO ; Gang LI
Chinese Journal of Tissue Engineering Research 2025;29(17):3529-3536
BACKGROUND:Oxidative stress is one of the main causes of osteoporosis,and reducing the level of oxidative stress with increasing antioxidant defense is an important research direction for the treatment of osteoporosis.Studies have confirmed that astragaloside IV has anti-osteoporosis effects,but its mechanism of action is not clear.OBJECTIVE:To investigate the osteogenic effect of astragaloside IV in MC3T3-E1 cells under oxidative stress conditions.METHODS:MC3T3-E1 cells were randomly divided into four groups:the control group was cultured in a complete medium;the model group was cultured in the complete medium containing hydrogen peroxide which was replaced with another complete medium after 24 hours of intervention;the astragaloside IV group was cultured with the complete medium containing hydrogen peroxide and astragaloside IV which was replaced with another complete medium containing astragaloside IV after 24 hours of intervention;and the inhibitor group was cultured in the complete medium containing hydrogen peroxide,astragaloside IV,and extracellular signal-regulated kinases(ERK)inhibitor which was replaced with complete medium containing hydrogen peroxide,astragaloside IV,and ERK inhibitor after 24 hours of intervention.After 48 hours of intervention with hydrogen peroxide,malondialdehyde content was detected to evaluate the mitigating effect of astragaloside IV on the oxidative stress in MC3T3-E1 cells.Osteogenic induction was performed after 48 hours of intervention with hydrogen peroxide,and the osteogenic and mineralizing ability of MC3T3-E1 cells was verified by alkaline phosphatase staining and alizarin red staining;the expression of osteogenesis-related genes was detected by RT-qPCR;and the expression of osteogenesis-related proteins and ERK/AMP-activated protein kinase(AMPK)signaling pathway proteins was detected by western blot.RESULTS AND CONCLUSION:The intracellular alkaline phosphatase content and mineralized nodule formation were less in the model group than in the control group(P<0.05),and were more in the astragaloside IV group than in the model group(P<0.05).Compared with the control group,intracellular malondialdehyde content increased in the model group(P<0.05),mRNA and protein expression of osteocalcin,RUNX2,and type Ⅰ collagen decreased(P<0.05),and AMPK mRNA and p-AMPK protein expressions were elevated(P<0.05);compared with the model group,intracellular malondialdehyde content in the astragaloside IV group decreased(P<0.05),the mRNA and protein expressions of osteocalcin,RUNX2,and type Ⅰ collagen were elevated(P<0.05),the mRNA expressions of ERK1/2 and AMPK were elevated(P<0.05),and the protein expressions of p-AMPK and p-ERK1/2 were elevated(P<0.05).Additionally,ERK inhibitors partially inhibited the above effects of astragaloside IV.To conclude,astragaloside IV can promote osteogenic differentiation of MC3T3-E1 cells by activating the ERK/AMPK pathway.
5.Comparative clinical efficacy of arthroscopic suture bridge combined with strengthening thread fixation technique and traditional open double-row anchor suture fixation technique for posterior cruciate ligament insertion fractures
Weitong LIU ; Jingfan YANG ; Jinlei LI ; Tao WANG ; Yanbo WANG ; Yaoda ZHANG ; Hongyun LI
Chinese Journal of Sports Medicine 2025;44(2):89-94
Objective To compare the early clinical efficacy of arthroscopic bridge suture combined with strengthening thread fixation for posterior cruciate ligament(PCL)tibial insertion avulsion frac-tures and traditional open double-row anchor suture fixation,and to explore a safe,effective,and min-imally invasive reduction and fixation method for PCL tibial insertion fractures in knee joint under ar-throscopy.Methods This study was a retrospective study.Sixty patients with PCL tibial insertion frac-tures(Meyers&McKeever types II-IV)and admitted to the Department of Orthopedics of Kunming Hospital of Traditional Chinese Medicine between June 2021 and June 2023 were included,and ran-domly divided into a traditional group(age:39.56±3.24 years,male/female:16/14)and a minimally in-vasive group(age:40.32±4.38,male/female:18/12),each of 30,according to their admission or-der.All patients were of Grade III positive in the drawer test before surgery.The traditional group un-derwent posterior medial inlay incision,reduction under direct vision and double-row anchor suture fix-ation,while the minimally invasive group underwent reduction under total arthroscopy,suture-bridge suture at the tendon-bone junction of PCL,and one anchor suture placed at the femoral insertion of PCL,with the anchor suture line serving as the reinforcing suture.Then,the anchor and suture-bridge suture lines were respectively pulled into the two tunnels behind the tibia from the front and then pulled out from the front of the tibia,and the reinforcing suture was knotted in front of the tib-ia.The bridge suture line was fixed in front of the tibia with an external row anchor.Six months after surgery,both groups were evaluated the efficacy using the posterior drawer test and Lysholm score.Re-sults At the follow-up six months after the surgery,both groups had good fracture healing,with one wound infection and delayed healing in the traditional group and total one-stage heal in the other group.According to the physical examination 6 months after surgery,all were negative in the posterior drawer test,except one of degree II positive in the traditional group.Moreover,the average Lysholm score of the traditional group increased from 65.23±3.48 before surgery to 87.64±4.58 points after surgery(P<0.05),while that of the minimally invasive group increased from 64.35±2.52 to 86.82±2.58(P<0.05),showing no significant differences between the two groups(P>0.05).Conclusion Both techniques in this study can achieve excellent surgical outcomes in the treatment of posterior cruciate ligament avulsion fractures at the tibial insertion site.
6.Comparative clinical efficacy of arthroscopic suture bridge combined with strengthening thread fixation technique and traditional open double-row anchor suture fixation technique for posterior cruciate ligament insertion fractures
Weitong LIU ; Jingfan YANG ; Jinlei LI ; Tao WANG ; Yanbo WANG ; Yaoda ZHANG ; Hongyun LI
Chinese Journal of Sports Medicine 2025;44(2):89-94
Objective To compare the early clinical efficacy of arthroscopic bridge suture combined with strengthening thread fixation for posterior cruciate ligament(PCL)tibial insertion avulsion frac-tures and traditional open double-row anchor suture fixation,and to explore a safe,effective,and min-imally invasive reduction and fixation method for PCL tibial insertion fractures in knee joint under ar-throscopy.Methods This study was a retrospective study.Sixty patients with PCL tibial insertion frac-tures(Meyers&McKeever types II-IV)and admitted to the Department of Orthopedics of Kunming Hospital of Traditional Chinese Medicine between June 2021 and June 2023 were included,and ran-domly divided into a traditional group(age:39.56±3.24 years,male/female:16/14)and a minimally in-vasive group(age:40.32±4.38,male/female:18/12),each of 30,according to their admission or-der.All patients were of Grade III positive in the drawer test before surgery.The traditional group un-derwent posterior medial inlay incision,reduction under direct vision and double-row anchor suture fix-ation,while the minimally invasive group underwent reduction under total arthroscopy,suture-bridge suture at the tendon-bone junction of PCL,and one anchor suture placed at the femoral insertion of PCL,with the anchor suture line serving as the reinforcing suture.Then,the anchor and suture-bridge suture lines were respectively pulled into the two tunnels behind the tibia from the front and then pulled out from the front of the tibia,and the reinforcing suture was knotted in front of the tib-ia.The bridge suture line was fixed in front of the tibia with an external row anchor.Six months after surgery,both groups were evaluated the efficacy using the posterior drawer test and Lysholm score.Re-sults At the follow-up six months after the surgery,both groups had good fracture healing,with one wound infection and delayed healing in the traditional group and total one-stage heal in the other group.According to the physical examination 6 months after surgery,all were negative in the posterior drawer test,except one of degree II positive in the traditional group.Moreover,the average Lysholm score of the traditional group increased from 65.23±3.48 before surgery to 87.64±4.58 points after surgery(P<0.05),while that of the minimally invasive group increased from 64.35±2.52 to 86.82±2.58(P<0.05),showing no significant differences between the two groups(P>0.05).Conclusion Both techniques in this study can achieve excellent surgical outcomes in the treatment of posterior cruciate ligament avulsion fractures at the tibial insertion site.
7.Astragaloside IV alleviates oxidative stress injury and promotes osteogenesis in MC3T3-E1 cells
Jiahao ZHANG ; Jiacheng LI ; Mingtao WEN ; Yanbo GUO ; Di LUO ; Gang LI
Chinese Journal of Tissue Engineering Research 2025;29(17):3529-3536
BACKGROUND:Oxidative stress is one of the main causes of osteoporosis,and reducing the level of oxidative stress with increasing antioxidant defense is an important research direction for the treatment of osteoporosis.Studies have confirmed that astragaloside IV has anti-osteoporosis effects,but its mechanism of action is not clear.OBJECTIVE:To investigate the osteogenic effect of astragaloside IV in MC3T3-E1 cells under oxidative stress conditions.METHODS:MC3T3-E1 cells were randomly divided into four groups:the control group was cultured in a complete medium;the model group was cultured in the complete medium containing hydrogen peroxide which was replaced with another complete medium after 24 hours of intervention;the astragaloside IV group was cultured with the complete medium containing hydrogen peroxide and astragaloside IV which was replaced with another complete medium containing astragaloside IV after 24 hours of intervention;and the inhibitor group was cultured in the complete medium containing hydrogen peroxide,astragaloside IV,and extracellular signal-regulated kinases(ERK)inhibitor which was replaced with complete medium containing hydrogen peroxide,astragaloside IV,and ERK inhibitor after 24 hours of intervention.After 48 hours of intervention with hydrogen peroxide,malondialdehyde content was detected to evaluate the mitigating effect of astragaloside IV on the oxidative stress in MC3T3-E1 cells.Osteogenic induction was performed after 48 hours of intervention with hydrogen peroxide,and the osteogenic and mineralizing ability of MC3T3-E1 cells was verified by alkaline phosphatase staining and alizarin red staining;the expression of osteogenesis-related genes was detected by RT-qPCR;and the expression of osteogenesis-related proteins and ERK/AMP-activated protein kinase(AMPK)signaling pathway proteins was detected by western blot.RESULTS AND CONCLUSION:The intracellular alkaline phosphatase content and mineralized nodule formation were less in the model group than in the control group(P<0.05),and were more in the astragaloside IV group than in the model group(P<0.05).Compared with the control group,intracellular malondialdehyde content increased in the model group(P<0.05),mRNA and protein expression of osteocalcin,RUNX2,and type Ⅰ collagen decreased(P<0.05),and AMPK mRNA and p-AMPK protein expressions were elevated(P<0.05);compared with the model group,intracellular malondialdehyde content in the astragaloside IV group decreased(P<0.05),the mRNA and protein expressions of osteocalcin,RUNX2,and type Ⅰ collagen were elevated(P<0.05),the mRNA expressions of ERK1/2 and AMPK were elevated(P<0.05),and the protein expressions of p-AMPK and p-ERK1/2 were elevated(P<0.05).Additionally,ERK inhibitors partially inhibited the above effects of astragaloside IV.To conclude,astragaloside IV can promote osteogenic differentiation of MC3T3-E1 cells by activating the ERK/AMPK pathway.
8.The Relationship Between QRS Duration and Its Changes During Hospitalization and Long-term All-cause Mortality in Patients With Chronic Heart Failure
Yajing WANG ; Jing TIAN ; Wei GUO ; Lei WANG ; Lei ZHANG ; Yanbo ZHANG ; Qinghua HAN
Chinese Circulation Journal 2025;40(1):46-53
Objectives:To investigate the relationship between QRS duration and its changes during hospitalization and long-term all-cause mortality in patients with chronic heart failure.Methods:A total of 3 580 patients who attended three tertiary hospitals in Shanxi Province(First Hospital of Shanxi Medical University,Shanxi Cardiovascular Hospital,Shanxi Bethune Hospital)and were diagnosed with chronic heart failure from March 2014 to November 2021,were enrolled in this study.QRS duration at admission and discharge were collected,and the changes in QRS duration during hospitalization(ΔQRS)and the ΔQRS ratio(ΔQRS/admission QRS duration×100% )were calculated.Patients were divided into three group according to tertiles of ΔQRS:the group with decreasing QRS duration(n=1 364),the group with stable QRS duration(n=1 248),and the group with progressing QRS duration(n=968).Telephone follow-up was conducted at months 1,3,6,12,and every 6 months thereafter after discharge till May 1,2023,long-term all-cause mortality was the primary endpoint.Survival curves were plotted using the Kaplan-Meier method,and comparisons between groups were made using the log-rank method.Cox proportional risk regression model was used for prognostic analysis,and restricted cubic spline curves were calculated to evaluate QRS duration-related variables during hospitalization and the risk of long-term all-cause mortality in patients with chronic heart failure.Results:The median follow-up was 71(56,92)months,and all-cause mortality occurred in 502(14.0% )patients.Long-term all-cause mortality was lower in the group with decreasing QRS duration and the group with stable QRS duration compared with the progressing QRS duration group(13.9% vs.10.7% vs.18.6%,χ2=28.607,P<0.001).Multifactorial Cox regression analysis showed that admission QRS duration(HR=1.005,95% CI:1.002-1.009,P=0.003)and higher ΔQRS ratio during hospitalization(HR=2.071,95% CI:1.247-3.440,P=0.005)were independent influencing factors of long-term all-cause mortality in chronic heart failure patients.Restricted cubic spline curves showed that when the admission QRS duration was>96.36 ms,the longer the QRS duration,the higher the risk of all-cause mortality;when the admission QRS duration fluctuated from 89.32-96.36 ms,the QRS duration was a protective factor for long-term all-cause mortality in patients with chronic heart failure;and when the ΔQRS ratio during hospitalization was≥3.40%,higher ΔQRS ratio was linked with increased risk of all-cause mortality.Conclusions:QRS duration and ΔQRS ratio during hospitalization are independent predictors of long-term all-cause mortality in patients with chronic heart failure.Admission QRS duration>96.36 ms and ΔQRS ratio during hospitalization≥3.40% are associated with increased risk of long-term all-cause mortality in patients with chronic heart failure.
9.Effect of silicate bioactive glass fiber on properties of calcium phosphate bone cement
Yuzheng LU ; Yingjie XIONG ; Yanbo SHAN ; Jianting YE ; Yanbin WU ; Jipeng SONG ; Yao ZHANG ; Wancheng LIN ; Qirui WENG ; Xuan CHENG ; Haoye MENG ; Wenjing XU ; Jiang PENG ; Lixiang DING
Chinese Journal of Tissue Engineering Research 2025;29(28):5994-6002
BACKGROUND:The development of calcium phosphate bone cement is limited due to its poor mechanical properties and weak osteogenic ability.Silicate bioactive glass is highly favored due to its excellent biological activity and osteogenic ability.Simultaneously,fiber structures can enhance the mechanical strength of materials.OBJECTIVE:To investigate the mechanical properties,biocompatibility,and osteogenic effect of silicate bioactive glass fiber composite calcium phosphate bone cement.METHODS:Different mass percentages(0%,10%,and 20%)of silicate bioactive glass fiber were added to the solid phase of calcium phosphate bone cement,mixed with the liquid phase and cured for 48 hours to obtain silicate bioactive glass fiber composite calcium phosphate bone cement.The mechanical properties,setting time,and ion precipitation of the cement were characterized.The three groups of bone cement extracts were co-cultured with MC3T3-E1 cells.The cell compatibility of the materials was evaluated by CCK-8 assay,live/dead staining,and phalloidin staining.After osteogenic induction,the osteogenic induction ability of the materials was evaluated by alkaline phosphatase staining,alizarin red staining,RUNX2 immunofluorescence staining,and RT-PCR.RESULTS AND CONCLUSION:(1)With the increase of silicate bioactive glass fiber content,the compressive strength and flexural strength of bone cement increased,and the setting time was prolonged.When bone cement was immersed in simulated body fluid,the precipitation of silicon ions,calcium ions,and phosphorus ions could be detected.Moreover,with the increase of silicate bioactive glass fiber content,the mass concentration of silicon ions and phosphorus ions released by bone cement increased,and the mass concentration of calcium ions decreased.(2)Live/dead staining and phalloidin staining results exhibited that silicate bioactive glass fiber composite calcium phosphate bone cement had no toxic effect on MC3T3-E1 cells.CCK-8 assay results showed that silicate bioactive glass fiber composite calcium phosphate bone cement could promote the proliferation of MC3T3-E1 cells.(3)With the increase of silicate bioactive glass fiber content in bone cement,the alkaline phosphatase activity and extracellular calcium deposition of MC3T3-E1 cells increased,the expression of RUNX2 protein increased,and the expression of alkaline phosphatase,osteocalcin,osteopontin,and RUNX2 mRNA expression increased.(4)The results indicate that silicate bioactive glass fibers can enhance the mechanical properties and osteogenic induction ability of calcium phosphate bone cement,among which 20%silicate bioactive glass fibers have a more obvious effect.
10.Study of an Assisted Diagnostic Model for Alzheimer's Disease based on Integrated Fusion of Multiple Views
Kai YU ; Xueling LI ; Yanbo ZHANG
Chinese Journal of Health Statistics 2025;42(3):344-349
Objective In this study,clinical data of Alzheimer's disease(AD)patients,structural magnetic resonance imaging(sMRI)data,and positron emission tomography(PET)data were used to construct an auxiliary diagnostic model with good classification effects,so as to formulate a personalized treatment plan at the early stage of the patients,which is of great significance for the prevention and treatment of AD.Methods In this study,a total of 401 study subjects containing complete sMRI images and PET images were selected from the ADNI-1(Alzheimer's disease neuroimaging initiative-1,ADNI-1)database.We used statistical parameters mapping(SPM)and voxel-based morphometric(VBM)analysis of MATLAB to perform pre-processing operations such as spatial normalization and skull stripping on sMRI images and PET images of the study subjects.With the help of the brain atlas was used to segment the brain tissue structure.After that,the segmented gray matter was extracted from the corresponding brain regions based on anatomical automatic labeling,and the feature values of all brain regions were obtained.Then the extracted brain region feature values are then subjected to fisher score,support vector machine-recursive feature elimination(SVM-RFE)and least absolute shrinkage and selection operator(LASSO),a hybrid filtered-wrapped-embedded feature selection method with three different principles,to realize the dimensionality reduction of high-dimensional image data.Finally,the PAC-Bayesian strategy boosting based multi-view learning(PB-MVBoost)model is constructed based on multi-view decision fusion for clinical,sMRI and PET data.And it is compared with the traditional machine learning models support vector machine(SVM),decision tree(DT),K-nearest neighbor(KNN),random forests(RF),adaptive boosting(AdaBoost),and extreme gradient boosting(XGBoost)which are constructed after concatenating views.It is compared with multi-view multi-kernel learning models(AverageMKL,EasyMKL)and multi-view confusion matrix boosting,which is also the same multi-view decision fusion.Results Among all the multi-view fusion models of AD-MCI,the PB-MVBoost model based on decision fusion has the best performance(accuracy=0.98,F1-score=0.97,precision=0.98,recall=0.96,MSE=0.07).Among all the multi-view fusion models of MCI-NC,the model performance of PB-MVBoost based on decision fusion was the best(accuracy=0.99,F1-score=0.98,precision=0.99,recall=0.98,MSE=0.05).Conclusion In the classification of AD-MCI and MCI-NC,the distinction and calibration degree of PB-MVBoost model were optimized,indicating that the auxiliary diagnosis model of Alzheimer's disease constructed by PB-MVBoost classifier based on decision fusion performed the best,which could improve the recognition of patients with mild cognitive impairment and then assist clinical diagnosis.

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