1.ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study.
Junhao ZHANG ; Ruiqing LIU ; Di HAO ; Guangye TIAN ; Shiwei ZHANG ; Sen ZHANG ; Yitong ZANG ; Kai PANG ; Xuhua HU ; Keyu REN ; Mingjuan CUI ; Shuhao LIU ; Jinhui WU ; Quan WANG ; Bo FENG ; Weidong TONG ; Yingchi YANG ; Guiying WANG ; Yun LU
Chinese Medical Journal 2025;138(21):2793-2803
BACKGROUND:
Neoadjuvant chemoradiotherapy followed by radical surgery has been a common practice for patients with locally advanced rectal cancer, but the response rate varies among patients. This study aimed to develop a ResNet-Vision Transformer based magnetic resonance imaging (MRI)-endoscopy fusion model to precisely predict treatment response and provide personalized treatment.
METHODS:
In this multicenter study, 366 eligible patients who had undergone neoadjuvant chemoradiotherapy followed by radical surgery at eight Chinese tertiary hospitals between January 2017 and June 2024 were recruited, with 2928 pretreatment colonic endoscopic images and 366 pelvic MRI images. An MRI-endoscopy fusion model was constructed based on the ResNet backbone and Transformer network using pretreatment MRI and endoscopic images. Treatment response was defined as good response or non-good response based on the tumor regression grade. The Delong test and the Hanley-McNeil test were utilized to compare prediction performance among different models and different subgroups, respectively. The predictive performance of the MRI-endoscopy fusion model was comprehensively validated in the test sets and was further compared to that of the single-modal MRI model and single-modal endoscopy model.
RESULTS:
The MRI-endoscopy fusion model demonstrated favorable prediction performance. In the internal validation set, the area under the curve (AUC) and accuracy were 0.852 (95% confidence interval [CI]: 0.744-0.940) and 0.737 (95% CI: 0.712-0.844), respectively. Moreover, the AUC and accuracy reached 0.769 (95% CI: 0.678-0.861) and 0.729 (95% CI: 0.628-0.821), respectively, in the external test set. In addition, the MRI-endoscopy fusion model outperformed the single-modal MRI model (AUC: 0.692 [95% CI: 0.609-0.783], accuracy: 0.659 [95% CI: 0.565-0.775]) and the single-modal endoscopy model (AUC: 0.720 [95% CI: 0.617-0.823], accuracy: 0.713 [95% CI: 0.612-0.809]) in the external test set.
CONCLUSION
The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.
Humans
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Rectal Neoplasms/diagnostic imaging*
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Magnetic Resonance Imaging/methods*
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Male
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Female
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Middle Aged
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Neoadjuvant Therapy/methods*
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Aged
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Adult
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Chemoradiotherapy/methods*
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Endoscopy/methods*
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Treatment Outcome
2.Effect of medicinal parts and harvest seasons on nature-flavor correlation of plant-based Chinese materia medica.
Qi-Ao MA ; Guang YANG ; Hong-Chao WANG ; Ying LI ; Meng CHENG ; Tie-Lin WANG ; Kai SUN ; Xiu-Lian CHI
China Journal of Chinese Materia Medica 2025;50(15):4228-4237
This study selected 6 529 plant-based Chinese materia medica(PCMM) from Chinese Materia Medica as research subjects and applied a random permutation test to explore the overall correlation characteristics between nature and flavor, as well as the correlation characteristics after distinguishing different medicinal parts and harvest seasons. The results showed that the overall correlation characteristics between nature and flavor in PCMM were significantly associated in the following pairs: cold and bitter, cool and bitter, cool and astringent, cool and light, neutral and sweet, neutral and astringent, neutral and light, neutral and sour, hot and pungent, and warm and pungent. When analyzing the data by distinguishing medicinal parts and/or harvest seasons, new correlation patterns emerged, characterized by the disappearance of some significant correlations and the emergence of new ones. When analyzing by medicinal parts alone, significant correlations were found in the following cases: cold and light in leaves, cold and salty in barks, cool and sweet in fruits and seeds, neutral and pungent in whole herbs, neutral and salty in stems, and warm and salty in flowers. However, no significant correlations were found between cool and bitter in stems and other types of herbs, cool and astringent in fruits, seeds, flowers, and other types of herbs, cool and light in leaves, fruits, seeds, barks, flowers and other types of herbs, neutral and sweet in barks, neutral and astringent in whole herbs and stems, neutral and light in leaves, fruits, seeds, and flowers, neutral and sour in whole herbs, stems, barks, flowers, and other types of herbs, and hot and pungent in whole herbs, stems, flowers, and other types of herbs. When analyzing by harvest season alone, significant correlations were found in the following cases: cold and salty, and cool and sour in herbs harvested in winter, and neutral and salty in herbs harvested year-round. However, no significant correlation was found between cool and light in herbs harvested in winter. When considering both medicinal parts and harvest seasons, compared to the independent influence of medicinal parts, 14 new significant correlations emerged(e.g., the correlation between cool and bitter in stems harvested in spring), while 53 previously significant correlations disappeared(e.g., the correlation between cool and bitter in barks harvested in summer). Compared to the independent influence of harvest seasons, 11 new significant correlations appeared(e.g., the correlation between cold and light in barks harvested in autumn), while 50 previously significant correlations disappeared(e.g., the correlation between hot and pungent in leaves harvested in winter). This study is the first to reveal the influence of medicinal parts and harvest seasons on the correlation between nature and flavor in PCMM, which highlights that these two factors can interact and jointly affect nature-flavor correlations. Further research is needed to explore the underlying mechanisms. This study provides a deeper understanding of the inherent scientific connotations of herbal properties and offers a theoretical foundation for the cultivation and harvesting of PCMM.
Seasons
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Plants, Medicinal/growth & development*
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Drugs, Chinese Herbal/chemistry*
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Taste
3.Genome-wide investigation of transcription factor footprints and dynamics using cFOOT-seq.
Heng WANG ; Ang WU ; Meng-Chen YANG ; Di ZHOU ; Xiyang CHEN ; Zhifei SHI ; Yiqun ZHANG ; Yu-Xin LIU ; Kai CHEN ; Xiaosong WANG ; Xiao-Fang CHENG ; Baodan HE ; Yutao FU ; Lan KANG ; Yujun HOU ; Kun CHEN ; Shan BIAN ; Juan TANG ; Jianhuang XUE ; Chenfei WANG ; Xiaoyu LIU ; Jiejun SHI ; Shaorong GAO ; Jia-Min ZHANG
Protein & Cell 2025;16(11):932-952
Gene regulation relies on the precise binding of transcription factors (TFs) at regulatory elements, but simultaneously detecting hundreds of TFs on chromatin is challenging. We developed cFOOT-seq, a cytosine deaminase-based TF footprinting assay, for high-resolution, quantitative genome-wide assessment of TF binding in both open and closed chromatin regions, even with small cell numbers. By utilizing the dsDNA deaminase SsdAtox, cFOOT-seq converts accessible cytosines to uracil while preserving genomic integrity, making it compatible with techniques like ATAC-seq for sensitive and cost-effective detection of TF occupancy at the single-molecule and single-cell level. Our approach enables the delineation of TF footprints, quantification of occupancy, and examination of chromatin influences on TF binding. Notably, cFOOT-seq, combined with FootTrack analysis, enables de novo prediction of TF binding sites and tracking of TF occupancy dynamics. We demonstrate its application in capturing cell type-specific TFs, analyzing TF dynamics during reprogramming, and revealing TF dependencies on chromatin remodelers. Overall, cFOOT-seq represents a robust approach for investigating the genome-wide dynamics of TF occupancy and elucidating the cis-regulatory architecture underlying gene regulation.
Transcription Factors/genetics*
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Humans
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Chromatin/genetics*
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Animals
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Binding Sites
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Mice
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DNA Footprinting/methods*
4.Construction of Chinese Herbal Medicine Traceability System Based on Influencing Factors of Chinese Herbal Medicine Quality
Kunyang LAI ; Jiancai XIAO ; Binbin YAN ; Xiufu WAN ; Jian YANG ; Guangxing MENG ; Chuanzhi KANG ; Kai SUN ; Yan ZHANG ; Lanping GUO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(7):215-224
As a Chinese saying goes, "good Chinese medicinal material makes good medicine", the quality of Chinese herbal medicines is related to the development prospect of Chinese medicine industry in China. With the rapid development of new technologies such as traceability methods and monitoring instruments, it is imperative to integrate and innovate traditional Chinese herbal medicines with new-generation information technology in view of the quality problems existing in the current production and circulation of Chinese herbal medicines, and it is of great significance for the construction of traceability system to ensure the quality and safety of Chinese herbal medicines and to promote the industry of Chinese herbal medicines to move towards high-quality development. This paper reviews the development history of the traceability system of Chinese herbal medicines in China, takes the influencing factors of the quality of Chinese herbal medicines as the entry point, and proposes that the construction of the traceability system should satisfy the traceability requirements of the characteristics of Chinese herbal medicines and their traditional medication experience. By analyzing the influencing factors of the quality of Chinese herbal medicines, it is pointed out that focusing on the influencing factors to build a traceability system is of great significance for targeting the problematic links at a later stage and exploring the interrelationship between environmental factors and the quality of Chinese herbal medicines. Based on the previous explorations, the author summarizes the system framework, functional modules and practical applications of the traceability system of Chinese herbal medicines, and looks forward to the development of a traceability system with risk early warning function and expert decision-making function in its functional development. Finally, based on the factors affecting the quality of Chinese herbal medicines, the author puts forward several thoughts on construction of the traceability system, and makes an in-depth analysis and puts forward a solution for the current situation that a unified, standardized and universal traceability system has not yet been built, with a view to providing ideas and references for the construction of traceability system of Chinese herbal medicines.
5.Vulnerability of medicinal plant Lamiophlomis rotata under future climate changes
Hong-chao WANG ; Zheng-wei XIE ; Qi-ao MA ; Tie-lin WANG ; Guang YANG ; Xiao-ting XU ; Kai SUN ; Xiu-lian CHI
Acta Pharmaceutica Sinica 2024;59(10):2871-2879
italic>Lamiophlomis rotata is an important medicinal plant species endemic to the Tibetan Plateau, which is prone to strong climate change impacts on its habitable range due to the high sensitivity of the Tibetan Plateau to climate change. Accurate quantification of species vulnerability to climate change is essential for assessing species extinction risk and developing effective conservation strategies. Therefore, we carried out the
6.Identification of Arisaematis Rhizoma and Pinelliae Rhizoma by PCR-RFLP
Jiancai XIAO ; Binbin YAN ; Jian YANG ; Jiahui SUN ; Tielin WANG ; Xiufu WAN ; Kai SUN ; Chao JIANG ; Yan ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(6):194-201
ObjectiveIn recent years, with the sharp decline of wild resources in Arisaematis Rhizoma and Pinelliae Rhizoma and the immaturity of medicinal cultivation technology, their adulterants have appeared frequently in the market, and the main identifying characteristics have mostly disappeared in the circulation of medicinal materials. Therefore, there is an urgent need to establish a molecular identification method that can quickly and effectively identify the specificity of Arisaematis Rhizoma and Pinelliae Rhizoma. MethodAfter comparison of the rbcL sequences of Arisaematis Rhizoma,Pinelliae Rhizoma, and their adulterants, the specific enzyme cleavage sites Hae Ⅲ and Dra Ⅰ of Arisaematis Rhizoma and Pinelliae Rhizoma, respectively, were selected and identified by polymerase chain reaction-restriction fragment length polymorphism(PCR-RFLP). The main system conditions of PCR-RFLP reaction were established and optimized, and their durability and the ability to detect genuine, adulterants, and mixed counterfeits were investigated. ResultThe PCR-RFLP identification method of Arisaematis Rhizoma and Pinelliae Rhizoma was established. After specific primer amplification, Arisaematis Rhizoma and Pinelliae Rhizoma could be digested by Hae Ⅲ and Dra Ⅰ-restricted endonucleases respectively, at annealing temperature of 54 ℃, the number of cycles of 35, and the amount of DNA template of 3-30 ng, producing two fragments or small cut fragments with a single band between 100-250 bp, whereas the mixed counterfeits were not cleaved and both showed a band at 250 bp. The method is highly accurate in identifying adulterants and mixed counterfeits of Arisaematis Rhizoma or Pinelliae Rhizoma. ConclusionThe PCR-RFLP method developed in this study allows for the rapid identification of Arisaematis Rhizoma and Pinelliae Rhizoma.
7.Effect of nanoparticles of different stiffness combined with menthol/curcumol on mechanical properties of bEnd.3 cells.
Zi-Shuo GUO ; Yi ZHANG ; Kai-Li YANG ; Di-Lei WANG ; Wan-Ling CHEN ; Xiao-Jing WANG ; Lin-Ying ZHONG ; Peng-Yue LI ; Shou-Ying DU
China Journal of Chinese Materia Medica 2023;48(2):390-398
This study aimed to investigate the effects of nanoparticles PLGA-NPs and mesoporous silicon nanoparticles(MSNs) of different stiffness before and after combination with menthol or curcumol on the mechanical properties of bEnd.3 cells. The particle size distributions of PLGA-NPs and MSNs were measured by Malvern particle size analyzer, and the stiffness of the two nanoparticles was quantified by atomic force microscopy(AFM). The bEnd.3 cells were cultured in vitro, and the cell surface morphology, roughness, and Young's modulus were examined to characterize the roughness and stiffness of the cell surface. The changes in the mechanical properties of the cells were observed by AFM, and the structure and expression of cytoskeletal F-actin were observed by a laser-scanning confocal microscope. The results showed that both nanoparticles had good dispersion. The particle size of PLGA-NPs was(98.77±2.04) nm, the PDI was(0.140±0.030), and Young's modulus value was(104.717±8.475) MPa. The particle size of MSNs was(97.47±3.92) nm, the PDI was(0.380±0.016), and Young's modulus value was(306.019±8.822) MPa. The stiffness of PLGA-NPs was significantly lower than that of MSNs. After bEnd.3 cells were treated by PLGA-NPs and MSNs separately, the cells showed fine pores on the cell surface, increased roughness, decreased Young's modulus, blurred and broken F-actin bands, and reduced mean gray value. Compared with PLGA-NPs alone, PLGA-NPs combined with menthol or curcumol could allow deepened and densely distributed surface pores of bEnd.3 cells, increase roughness, reduce Young's modulus, aggravate F-actin band breakage, and diminish mean gray value. Compared with MSNs alone, MSNs combined with menthol could allow deepened and densely distributed surface pores of bEnd.3 cells, increase roughness, reduce Young's modulus, aggravate F-actin band breakage, and diminish mean gray value, while no significant difference was observed in combination with curcumol. Therefore, it is inferred that the aromatic components can increase the intracellular uptake and transport of nanoparticles by altering the biomechanical properties of bEnd.3 cells.
Animals
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Mice
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Menthol/pharmacology*
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Actins/metabolism*
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Endothelial Cells/metabolism*
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Nanoparticles/chemistry*
8. Research progress on Astragalus active ingredient in treatment of hepatic fibrosis based on cell signaling pathway
Shu-Di LI ; Xiang-Xiang LI ; Xing YANG ; Zhen WANG ; Jiang-Kai LIU ; Fei DUAN ; Su-Ling LI
Chinese Pharmacological Bulletin 2023;39(1):18-23
Hepatic fibrosis is present in most chronic liver disease processes, and there are no ideal anti-fibrotic drugs available. Astragalus has a long history of medicinal use, and its anti-fibrotic effects have been confirmed by modern studies. In this study we have searched the literature to identify the signaling pathways and mechanisms of action of Astragalus and its active ingredients on hepatic fibrosis in recent years, so as to provide the basis and ideas for the development of anti-fibrotic drugs and mechanisms of Astragalus. It is showed that the active ingredients of Astragalus act through regulating p38MAPK, TGF-pl/Smads,NF-
9.Recombinant human thyroid-stimulating hormone for post-operative assessment in patients with low- to intermediate-risk differentiated thyroid cancer: results of phase Ⅰ study
Yansong LIN ; Hui YANG ; Xiaoyi LI ; Liqing WU ; Bin ZHANG ; Yingqiang ZHANG ; Kai CHEN ; Zhuanzhuan MU ; Jianmin JIA ; Na NIU ; Di SUN ; Xin ZHANG ; Baoxia HE
Chinese Journal of Nuclear Medicine and Molecular Imaging 2022;42(2):84-89
Objective:To evaluate the efficacy by using domestic recombinant human thyroid-stimulating hormone (rhTSH) in patients with differentiated thyroid cancer (DTC) before or after 131I therapy. Methods:From May 2019 to November 2020, a total of 24 patients with DTC (5 males, 19 females, median age 41 years) in Peking Union Medical College Hospital and Affiliated Tumor Hospital of Zhengzhou University were enrolled into the open-label, dose escalation phase Ⅰ study. All patients were divided into 4 domestic rhTSH dose groups: 0.9 mg×1 d (group A), 0.9 mg×2 d (group B), 1.8 mg×1 d (group C), 1.8 mg×2 d (group D) in succession, with 6 patients in each group. Each patient underwent rhTSH phase and thyroid hormone withdrawal (THW) phase. The end point included safety, tolerability, the quality of life (hypothyroidism symptom and sign score (Billewicz score), profile of mood states (POMS)), effectiveness (thyroid-stimulating hormone (TSH) and thyroglobulin (Tg) levels, diagnostic whole-body scan (Dx-WBS)) and pharmacokinetic characteristics (peak time, peak concentration) of rhTSH. Paired t test and Wilcoxon signed rank test were used for statistical analysis. Results:There were no dose-limiting toxicities, serious adverse events, or no grade ≥3 adverse events reported. The quality of life in rhTSH phase was significantly better than those in THW phase, including the lower Billewicz score (-53.00(-53.00, -53.00) vs -39.50(-47.00, -23.00); S=119.50, P<0.001) and the lower POMS score (91.92±12.06 vs 99.67±19.13; t=0.95, P=0.025). Serum TSH level was increased from 0.04(0.02, 0.11) mU/L (baseline) to 150.00(105.20, 173.31) mU/L 24 h after the last rhTSH administration, which was increased along with the elevation of rhTSH doses. In the THW phase, patients′ TSH levels were≥30 mU/L after 23 d (median) of THW, with the median of 73.51(57.22, 106.22) mU/L. Median Tg level of baseline was 0.10(0.10, 0.41) μg/L, which reached a peak of 0.85(0.12, 3.01) μg/L at 48 h after rhTSH administration. The peak Tg level in the THW phase was 0.88(0.15, 8.04) μg/L. The Dx-WBS consistency rate between rhTSH and THW phase was 95.8%(23/24). Conclusion:rhTSH is a safe and effective method to stimulate the serum Tg level and radioiodine uptake in patients undergoing post-operation or post- 131I assessment for DTC, as well as maintain a higher quality of life in comparison to THW phase.
10.A multicenter study on childhood Hodgkin lymphoma treated with HL-2013 regimen in China.
Di Min NIE ; Qing YUAN ; Yan YU ; Chong Jun WU ; Xia GUO ; Ai Jun ZHANG ; Jun WANG ; Li Yun XIAO ; Kai Zhi WENG ; Yong Jun FANG ; Xiu Li JU ; Ju GAO ; Zhong Jin XU ; Liang Chun YANG ; Ai Guo LIU ; Yi Jin GAO
Chinese Journal of Pediatrics 2022;60(11):1172-1177
Objective: To evaluate the efficacy of the Hodgkin lymphoma (HL)-2013 regimen in the treatment of children with HL, and to investigate the prognostic factors of childhood HL. Methods: Clinical data of 145 children (aged ≤18 years) with newly diagnosed HL, treated with HL-2013 regimen in 8 tertiary referral centers for childhood cancer from August 2011 to April 2021 were analyzed retrospectively. All the diagnosis were confirmed by histopathological morphology and immunohistochemical examination. The clinical characteristics and treatment outcomes were summarized, and the patients were divided into different groups according to clinical characteristics. Kaplan-Meier method was used for survival analysis, and the comparison of survival rates between groups was performed with Log-rank test. Results: Of the 145 cases, there were 115 males and 30 females, the age at diagnosis was 7.9 (5.8, 10.6) years. Cervical lymph node enlargement (114 cases, 78.6%) was the common symptom of the disease, and 57 patients (39.3%) were accompanied by large masses. The most common pathological classification was mixed cell type (93 cases, 64.1%). According to the Ann Arbor staging system, there were 9 cases of stage Ⅰ, 62 cases of stage Ⅱ, 45 cases of stage Ⅲ, 29 cases of stage Ⅳ. According to the risk stratification: there were 14 cases of low-risk group, 76 cases of medium-risk group and 55 cases of high-risk group. Of all patients, 68 cases (46.9%) achieved an early complete remission (CR) after 2 courses of chemotherapy, and the CR rate was 93.8% (136/145) after first-line treatment. Disease recurrence or progression occurred in 22 cases (15.2%). Of all patients, 125 cases survived, 6 cases died and 14 cases were lost to follow-up. Among the survived cases, 123 cases were continuously at CR state,and the follow-up time was 55 (40, 76) months. The 5-year overall survival (OS) and event free survival (EFS) rates were (95.3±1.9)% and (84.2±3.0)% for the entire group, respectively. 5-year OS and EFS rates for patients with stage Ⅲ-Ⅳ were both lower than those for patients with stage Ⅰ-Ⅱ (χ2=6.28 and 7.58, both P<0.05), the 5-year OS and EFS rates for patients in high-risk group were both lower than those for patients in low-risk and medium-risk group (χ2=10.93, 7.79, both P<0.05). The 5-year OS rates for the patient with early CR and without early CR were 100.0% and (90.9±3.6)% (χ2=5.77, P=0.016). EFS rates for the patient with early CR (68 cases) and without early CR (77 cases) were (93.8±3.0)% and (75.8±5.0)% (χ2=8.78, P=0.003). Conclusions: HL-2013 regimen is significantly effective in the treatment of pediatric HL. However, the patients in high-risk group and those without early CR are prone to disease recurrence or progression. Stage Ⅲ-Ⅳ and without early CR were associated with worse prognosis.
Child
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Female
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Male
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Humans
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Hodgkin Disease
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Retrospective Studies
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Neoplasm Recurrence, Local
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China
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Antineoplastic Combined Chemotherapy Protocols
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Prognosis
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Disease-Free Survival

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