1.Computational pathology in precision oncology: Evolution from task-specific models to foundation models.
Yuhao WANG ; Yunjie GU ; Xueyuan ZHANG ; Baizhi WANG ; Rundong WANG ; Xiaolong LI ; Yudong LIU ; Fengmei QU ; Fei REN ; Rui YAN ; S Kevin ZHOU
Chinese Medical Journal 2025;138(22):2868-2878
With the rapid development of artificial intelligence, computational pathology has been seamlessly integrated into the entire clinical workflow, which encompasses diagnosis, treatment, prognosis, and biomarker discovery. This integration has significantly enhanced clinical accuracy and efficiency while reducing the workload for clinicians. Traditionally, research in this field has depended on the collection and labeling of large datasets for specific tasks, followed by the development of task-specific computational pathology models. However, this approach is labor intensive and does not scale efficiently for open-set identification or rare diseases. Given the diversity of clinical tasks, training individual models from scratch to address the whole spectrum of clinical tasks in the pathology workflow is impractical, which highlights the urgent need to transition from task-specific models to foundation models (FMs). In recent years, pathological FMs have proliferated. These FMs can be classified into three categories, namely, pathology image FMs, pathology image-text FMs, and pathology image-gene FMs, each of which results in distinct functionalities and application scenarios. This review provides an overview of the latest research advancements in pathological FMs, with a particular emphasis on their applications in oncology. The key challenges and opportunities presented by pathological FMs in precision oncology are also explored.
Humans
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Precision Medicine/methods*
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Medical Oncology/methods*
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Artificial Intelligence
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Neoplasms/pathology*
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Computational Biology/methods*
2.Analysis on detection rate of thyroid nodule and influencing factors in children and adolescents in Jiangsu Province
Yuting XIA ; Yunjie YE ; Mao LIU ; Yang WANG ; Li SHANG ; Peihua WANG
Chinese Journal of Epidemiology 2025;46(7):1217-1223
Objective:To evalaute the prevalence and determinants of thyroid nodules in children and adolescents in Jiangsu Province.Methods:This study included in-school students aged 8-17 years and selected through stratified cluster random sampling in Jiangsu. Thyroid nodule was diagnosed when its diameter was ≥3 mm. Random urine samples were collected for the detection of urinary iodine concentration with arsenic-cerium catalytic spectrophotometry. Data were analyzed by using χ2 test and logistic regression model. Results:In the 8 201 children and adolescents selected, the thyroid nodule detection rate was 16.10%. Multivariate logistic regression analysis revealed that, compared with those with urinary iodine levels of 100-299 μg/L, boys, those with normal body weight, those who were satisfied with their school performance, urinary iodine concentration ≥300 μg/L ( OR=1.15, 95% CI: 1.01-1.31), being girls ( OR=1.42, 95% CI: 1.26-1.60), being overweight ( OR=1.27, 95% CI: 1.07-1.50), being obese ( OR=1.23, 95% CI: 1.03-1.47), and dissatisfied with school performance ( OR=1.22, 95% CI: 1.04-1.43) were associated with higher likelihood of thyroid nodule detection. Children and adolescents who had solid snacks 2 times per week to 2 times per month ( OR=0.86, 95% CI: 0.74-0.99) or less than 2 times per month ( OR=0.80, 95% CI: 0.68-0.93) were more likely to have lower detection rate compared with those who had solid snacks more than 2 times per week. The detection rate of thyroid nodule increased with age ( OR=1.09, 95% CI: 1.06-1.11). Conclusion:The main factors influencing the detection rate of thyroid nodule in children and adolescents aged 8-17 years in Jiangsu included gender, age, urinary iodine concentration, BMI, self-assessed school performance and dietary habit.
3.Xiaojianzhong Granule inhibits food allergy by regulating gut microbiota and repairing intestinal barrier
Yunjie ZHANG ; Yonglu YU ; Chong WAN ; Ning XU ; Peilun XIAO ; Hai XIE ; Meifang LIU ; Lingzhi XU
Journal of Chongqing Medical University 2025;50(3):322-330
Objective:To investigate the inhibitory effect of Xiaojianzhong Granule(XJZG)on food allergy(FA)and related mecha-nisms in terms of gut microbiota,zonula occluden-1(ZO-1),and Occludin.Methods:A total of 24 specific pathogen-free female BALB/c mice were randomly divided into normal group,model group,prevention group,and treatment group,with 6 mice in each group.The mice in the prevention group were given XJZG by gavage at a standard dose of 5.85 g/kg/day from 3 days before the first challenge till 4 hours before the last challenge;the mice in the treatment group were given XJZG at the double dose for 3 days based on the allergy score;the mice in the other groups were given an equal volume of distilled water by gavage.At the end of the experiment,al-lergy score and anal temperature were measured;flow cytometry was used to measure eosinophils and mast cells in mesenteric lymph nodes(MLNs);toluidine blue staining was performed for mast cells in jejunal tissue;immunohistochemistry was used to measure the expression of ZO-1 and Occludin;16S rRNA sequencing was per-formed to analyze the microbiota in the intestinal content;high-performance liquid chromatography-mass spectrometry was used to measure the content of short-chain fatty acids(SCFAs)in jejunal lavage fluid.Results:Compared with the model group,the prevention group and the treatment group had significant reductions in al-lergy score(P=0.000,P=0.000),anal temperature(P=0.002,P=0.000),the proportion of eosinophils and mast cells in MLNs(P<0.05),and mast cell infiltration in jejunal tissue(P=0.000,P=0.000).Compared with the normal group,the model group had signifi-cant increases in the relative abundances of Erysipelaceae and Turicibacter,while the prevention group and the treatment group had disappearance of Erysipelaceae and Turicibacter and an increase in the relative abundance of Porphyromonadaceae.Compared with the normal group,the model group had a significant reduction in the content of propionate in jejunal lavage fluid(P=0.014),and compared with the model group,the prevention group had a significant increase in the content of propionate in jejunal lavage fluid(P=0.024),as well as a significant increase in the treatment group(P=0.008).In the model group,the expression of ZO-1 was downregulated(P=0.010),and the expression of Occludin was significantly downregulated(P=0.002),while the expression of ZO-1 and Occludin re-turned to normal levels in the prevention group and the treatment group(P=0.001,P=0.013;P=0.025,P=0.015).Conclusion:XJZG can change the composition and abundance of gut microbiota,increase the concentration of SCFAs,upregulate the expression of ZO-1 and Occludin,promote the repair of intestinal barrier,and inhibit food allergy.
4.PE_PGRS37 protein promotes intracellular colonization of Mycobacterium tuberculosis by inhibiting macrophage autophagy flow
Mengyu LI ; Zhenjun ZHANG ; Tingting FENG ; Hui WANG ; Chanchan NIE ; Chunwen CHEN ; Yunjie GAO ; Yifan DUAN ; Ruonan GUO ; Yingying CUI ; Guanghui DANG ; Siguo LIU
Chinese Journal of Zoonoses 2025;41(10):1005-1010,1015
This study explored the effect of the Mycobacterium tuberculosis(Mtb)PE/PPE family protein PE_PGRS37 on the growth of Mycobacterium smegmatis(Ms)and macrophage autophagy during Mtb infection.The pe_pgrs37 gene was amplified from Mtb genome through PCR,and the recombinant vector pAIN-PE_PGRS37 was successfully constructed through homologous recombi-nation.pAIN-PE_PGRS37 and pAIN were integrated into Ms through electroshock to construct pAIN-PGRS37/Ms and pAIN/Ms re-combinant bacteria.Western blotting indicated that the PE_PGRS37 protein was correctly expressed in pAIN-PE_PGRS37/Ms.The re-combinant bacteria were inoculated in 7H9/7H10 medium,and their colony morphology and growth curves were observed.No signifi-cant difference in colony morphology was observed between pAIN-PE_PGRS37/Ms and pAIN/Ms.The growth rate significantly in-creased between 10 and 16 h,and a plateau was reached at 26 h.After infection of U937 cells with pAIN-PE_PGRS37/Ms and pAIN/Ms,macrophage autophagy flow was detected with western blotting and immunofluorescence.In the pAIN-PE_PGRS37/Ms-infected group,compared with the pAIN/Ms-infected group,macrophage LC3-II and p62 protein expression was significantly up-regulated(P<0.001)and inhibited autophagosome and lysosome fusion.The intracellular survival of the recombinant bacteria was detected through colony counting,and pAIN-PE_PGRS37/Ms showed significantly greater survival in macrophages at 12 h,24 h,and 48 h than pAIN/Ms(P<0.05).Our results suggested that PE_PGRS37 protein promotes Mycobacterium survival in macrophages by blocking macro-phage autophagy flow,thus inhibiting macrophage autophagy.
5.Analysis on detection rate of thyroid nodule and influencing factors in children and adolescents in Jiangsu Province
Yuting XIA ; Yunjie YE ; Mao LIU ; Yang WANG ; Li SHANG ; Peihua WANG
Chinese Journal of Epidemiology 2025;46(7):1217-1223
Objective:To evalaute the prevalence and determinants of thyroid nodules in children and adolescents in Jiangsu Province.Methods:This study included in-school students aged 8-17 years and selected through stratified cluster random sampling in Jiangsu. Thyroid nodule was diagnosed when its diameter was ≥3 mm. Random urine samples were collected for the detection of urinary iodine concentration with arsenic-cerium catalytic spectrophotometry. Data were analyzed by using χ2 test and logistic regression model. Results:In the 8 201 children and adolescents selected, the thyroid nodule detection rate was 16.10%. Multivariate logistic regression analysis revealed that, compared with those with urinary iodine levels of 100-299 μg/L, boys, those with normal body weight, those who were satisfied with their school performance, urinary iodine concentration ≥300 μg/L ( OR=1.15, 95% CI: 1.01-1.31), being girls ( OR=1.42, 95% CI: 1.26-1.60), being overweight ( OR=1.27, 95% CI: 1.07-1.50), being obese ( OR=1.23, 95% CI: 1.03-1.47), and dissatisfied with school performance ( OR=1.22, 95% CI: 1.04-1.43) were associated with higher likelihood of thyroid nodule detection. Children and adolescents who had solid snacks 2 times per week to 2 times per month ( OR=0.86, 95% CI: 0.74-0.99) or less than 2 times per month ( OR=0.80, 95% CI: 0.68-0.93) were more likely to have lower detection rate compared with those who had solid snacks more than 2 times per week. The detection rate of thyroid nodule increased with age ( OR=1.09, 95% CI: 1.06-1.11). Conclusion:The main factors influencing the detection rate of thyroid nodule in children and adolescents aged 8-17 years in Jiangsu included gender, age, urinary iodine concentration, BMI, self-assessed school performance and dietary habit.
6.PE_PGRS37 protein promotes intracellular colonization of Mycobacterium tuberculosis by inhibiting macrophage autophagy flow
Mengyu LI ; Zhenjun ZHANG ; Tingting FENG ; Hui WANG ; Chanchan NIE ; Chunwen CHEN ; Yunjie GAO ; Yifan DUAN ; Ruonan GUO ; Yingying CUI ; Guanghui DANG ; Siguo LIU
Chinese Journal of Zoonoses 2025;41(10):1005-1010,1015
This study explored the effect of the Mycobacterium tuberculosis(Mtb)PE/PPE family protein PE_PGRS37 on the growth of Mycobacterium smegmatis(Ms)and macrophage autophagy during Mtb infection.The pe_pgrs37 gene was amplified from Mtb genome through PCR,and the recombinant vector pAIN-PE_PGRS37 was successfully constructed through homologous recombi-nation.pAIN-PE_PGRS37 and pAIN were integrated into Ms through electroshock to construct pAIN-PGRS37/Ms and pAIN/Ms re-combinant bacteria.Western blotting indicated that the PE_PGRS37 protein was correctly expressed in pAIN-PE_PGRS37/Ms.The re-combinant bacteria were inoculated in 7H9/7H10 medium,and their colony morphology and growth curves were observed.No signifi-cant difference in colony morphology was observed between pAIN-PE_PGRS37/Ms and pAIN/Ms.The growth rate significantly in-creased between 10 and 16 h,and a plateau was reached at 26 h.After infection of U937 cells with pAIN-PE_PGRS37/Ms and pAIN/Ms,macrophage autophagy flow was detected with western blotting and immunofluorescence.In the pAIN-PE_PGRS37/Ms-infected group,compared with the pAIN/Ms-infected group,macrophage LC3-II and p62 protein expression was significantly up-regulated(P<0.001)and inhibited autophagosome and lysosome fusion.The intracellular survival of the recombinant bacteria was detected through colony counting,and pAIN-PE_PGRS37/Ms showed significantly greater survival in macrophages at 12 h,24 h,and 48 h than pAIN/Ms(P<0.05).Our results suggested that PE_PGRS37 protein promotes Mycobacterium survival in macrophages by blocking macro-phage autophagy flow,thus inhibiting macrophage autophagy.
7.Long-term efficacy analysis of salvage re-irradiation therapy for patients with locally recurrent esophageal cancer after definitive chemoradiotherapy
Guangbin GAO ; Chen ZHENG ; Qihui LI ; Qing LIU ; Wenpeng JIAO ; Yajing WU ; Yunjie CHENG ; Chang ZHAI ; Yueping LIU ; Jun WANG
Chinese Journal of Radiation Oncology 2024;33(8):711-718
Objective:To analyze clinical features, short-term efficacy and side effects of salvage re-irradiation therapy for patients with locally recurrent esophageal cancer after definitive chemoradiotherapy, to investigate the prognostic factors of re-irradiation with precise radiotherapy techniques.Methods:A retrospective analysis was performed on patients with locally recurrent esophageal squamous cell carcinoma after definitive chemoradiotherapy treated in the Fourth Hospital of Hebei Medical University from January 2008 to December 2016. The patients underwent re-irradiation therapy (re-RT) or re-irradiation therapy concurrent chemotherapy (re-CCRT). The main observation index was after-recurrence survival (ARS), which was calculated by Kaplan-Meier method for survival analysis. Univariate analysis was conducted by log-rank test, and multivariate analysis was performed by Cox regression model.Results:A total of 109 patients were included, with a median age of 66 years (43-89 years), and a median follow-up time of 120.8 months (79.0-176.5 months). The objective response rates (ORR) and dysphagia improvement rates (DIR) in all patients were 64.2% and 63.0%, respectively. The median ARS and 1-, 3-, 5-, 8-year survival rates in all patients were 7.8 months and 32.1%, 9.2%, 7.3% and 2.3%, respectively. The median ARS and 1-, 3-, 5-years survival rates were 10.8 months and 45.9%, 13.5%, 10.8% for patients with time to recurrence (TTR) ≥24 months, significantly longer than those of 5.7 months and 25.0%, 6.9%, 5.6% for patients with TTR<24 months ( χ2=7.99, P=0.005). The median ARS in groups with re-irradiation dose of ≤50 Gy,>50-54 Gy, and>54 Gy groups were 5.7, 10.0 and 8.1 months, respectively ( χ2=6.94, P=0.031). The 1-, 3- and 5-year survival rates were 30.4%, 5.1%, and 3.8% for re-RT versus 36.7%, 20.0%, and 16.7% for re-CCRT ( χ2=2.12, P=0.145). Multivariate analysis showed that TTR ( HR=0.607, 95% CI=0.372-0.991, P=0.046) and lesion length ( HR=0.603, 95% CI=0.371-0.982, P=0.042) were the independent factors for ARS. There was no significant difference in ≥2 grade pneumonitis and 2-3 grade radiation esophagitis between the re-RT and re-CCRT groups ( χ2=0.25, P=0.619; χ2=0.51, P=0.808). The morbidity of ≥2 grade myelosuppression in the re-RT group was significantly lower than that in the re-CCRT group (3.7% vs. 36.7%, χ2=18.15, P<0.001). Conclusions:Precise re-irradiation therapy for patients with locally recurrent esophageal cancer after definitive chemoradiotherapy can alleviate dysphagia, but ARS remains poor. Re-irradiation dose range from>50-54 Gy may be suitable for locally relapse patients as salvage treatment. Patients with TTR≥24 months and lesion length ≤5 cm obtain favorable prognosis.
8.Comparative analysis of gut microbiota of Chinese Kunming dog, German Shepherd dog, and Belgian Malinois dog
Qingmei HU ; Luguang CHENG ; Xueting CAO ; Feng SHI ; Yunjie MA ; Liling MO ; Junyu LI ; Siyi ZHU ; Zichao LIU
Journal of Veterinary Science 2024;25(6):e85-
Objective:
This study examined the gut bacterial communities of dogs from different breeds, all kept under identical domestication conditions.
Methods:
Noninvasive sampling and 16S rRNA high-throughput sequencing were used to compare the composition and function of the gut microbiota of three dog breeds: the Chinese Kunming dog (CKD), German Shepherd dog (GSD), and Belgian Malinois dog (BMD).
Results:
The gut microbiota of the three dog breeds consisted of 257 species across 146 genera, 60 families, 35 orders, 15 classes, and 10 phyla. The dominant bacterial phyla across the three breeds were Firmicutes (57.44%), Fusobacteriota (28.86%), and Bacteroidota (7.63%), while the dominant bacterial genera across the three breeds were Peptostreptococcus (21.08%), Fusobacterium (18.50%), Lactobacillus (12.37%), and Cetobacter (10.29%). Further analysis revealed significant differences in the intestinal flora of the three breeds at the phylum and genus levels. The intestinal flora of BMD was significantly richer than that of CKD and GSD. The functional prediction and Kyoto Encyclopedia of Genes and Genomes analysis showed that the primary functions of the gut microbiota in these breeds were similar, with significant enrichment in various metabolic pathways, including carbohydrate and amino acid metabolism, secondary metabolite biosynthesis, and microbial metabolism in different environments. The intestinal flora of these breeds also played a crucial role in genetic information processing, including transcription, translation, replication, and material transport.
Conclusions
and Relevance: These results provide novel insights into the intestinal flora of intervention dogs and suggest novel methods to improve their health status, which help increase microbial diversity and normalize metabolite production in diseased dogs.
9.Comparative analysis of gut microbiota of Chinese Kunming dog, German Shepherd dog, and Belgian Malinois dog
Qingmei HU ; Luguang CHENG ; Xueting CAO ; Feng SHI ; Yunjie MA ; Liling MO ; Junyu LI ; Siyi ZHU ; Zichao LIU
Journal of Veterinary Science 2024;25(6):e85-
Objective:
This study examined the gut bacterial communities of dogs from different breeds, all kept under identical domestication conditions.
Methods:
Noninvasive sampling and 16S rRNA high-throughput sequencing were used to compare the composition and function of the gut microbiota of three dog breeds: the Chinese Kunming dog (CKD), German Shepherd dog (GSD), and Belgian Malinois dog (BMD).
Results:
The gut microbiota of the three dog breeds consisted of 257 species across 146 genera, 60 families, 35 orders, 15 classes, and 10 phyla. The dominant bacterial phyla across the three breeds were Firmicutes (57.44%), Fusobacteriota (28.86%), and Bacteroidota (7.63%), while the dominant bacterial genera across the three breeds were Peptostreptococcus (21.08%), Fusobacterium (18.50%), Lactobacillus (12.37%), and Cetobacter (10.29%). Further analysis revealed significant differences in the intestinal flora of the three breeds at the phylum and genus levels. The intestinal flora of BMD was significantly richer than that of CKD and GSD. The functional prediction and Kyoto Encyclopedia of Genes and Genomes analysis showed that the primary functions of the gut microbiota in these breeds were similar, with significant enrichment in various metabolic pathways, including carbohydrate and amino acid metabolism, secondary metabolite biosynthesis, and microbial metabolism in different environments. The intestinal flora of these breeds also played a crucial role in genetic information processing, including transcription, translation, replication, and material transport.
Conclusions
and Relevance: These results provide novel insights into the intestinal flora of intervention dogs and suggest novel methods to improve their health status, which help increase microbial diversity and normalize metabolite production in diseased dogs.
10.NLRP3 is involved in interaction between myofibroblasts and M1-type macropha-ges in dairy cows
Yunjie BAI ; Jiamin ZHAO ; Zhiguo GONG ; Wenhui BAO ; Zhuoya YU ; Chao WANG ; Wei MAO ; Shuangyi ZHANG ; Bo LIU
Chinese Journal of Veterinary Science 2024;44(7):1507-1513,1520
During the process of dairy farming,various factors such as physical injury and bacterial infection act upon body tissues or organs,leading to the disruption of skin or mucous tissue integ-rity and subsequent tissue injury and trauma.The healing of these injuries is a complex process that necessitates the coordinated efforts of different cells and involvement of diverse cytokines.A-mong them,the interaction between macrophages and myofibroblasts is indispensable for efficient tissue repair.Nod-like receptor protein 3(NLRP3),a pattern recognition receptor in the innate im-mune system,may play a regulatory role in modulating this intricate process.In this study,cow myofibroblasts and M1 type bone marrow-derived macrophages were cultured in vitro,followed by collection of cell culture supernatant for co-culture analysis.Both cytokine secretion levels in M1 type bone marrow-derived macrophages as well as expression patterns levels of myofibroblast growth factor protein and mRNA were detected.The regulatory mechanism underlying NLRP3 in-volvement in mediating interactions between these two cell types was investigated using NLRP3 inhibitor MCC950.The results showed that an effective method for culturing cow muscle fibroblasts in vitro was successfully established and myofibroblast conditioned medium(MFbCM)could regulate M1 macrophage secretion profiles.Moreover,M1 macrophage conditioned medium(M1?CM)was found to influence myofibroblast growth factor expression levels.Our findings sug-gest that NLRP3 plays a significant regulatory role during crosstalk between myofibroblasts and M1-type pro-inflammatory macrophages.

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