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ADVANCED MATERIALS · 2023 ·Vol. 35 ·期 19 ·2210637 · IF 29.4

Assessing Biomaterial-Induced Stem Cell Lineage Fate by Machine Learning-Based Artificial Intelligence

Yingying Zhou,Xianfeng Ping,Yusi Guo,Boon Chin Heng,Yijun Wang,Yanze Meng,Shengjie Jiang,Yan Wei,Binbin Lai,Xuehui Zhang,Xuliang Deng

Current functional assessment of biomaterial-induced stem cell lineage fate in vitro mainly relies on biomarker-dependent methods with limited accuracy and efficiency. Here a “Mesenchymal stem cell Differentiation Prediction (MeD-P)” framework for biomaterial-induced cell lineage fate prediction is reported. MeD-P contains a cell-type-specific gene expression profile as a reference by integrating public RNA-seq data related to tri-lineage differentiation (osteogenesis, chondrogenesis, and adipogenesis) of human mesenchymal stem cells (hMSCs) and a predictive model for classifying hMSCs differentiation lineages using the k-nearest neighbors (kNN) strategy. It is shown that MeD-P exhibits an overall accuracy of 90.63% on testing datasets, which is significantly higher than the model constructed based on canonical marker genes (80.21%). Moreover, evaluations of multiple biomaterials show that MeD-P provides accurate prediction of lineage fate on different types of biomaterials as early as the first week of hMSCs culture. In summary, it is demonstrated that MeD-P is an efficient and accurate strategy for stem cell lineage fate prediction and preliminary biomaterial functional evaluation.

CAS / MDL: 13033-84-6 121-44-8
研究领域: 干细胞生物学 · 生物医学工程 · 机器学习 · 人工智能 · 生物材料科学
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JOURNAL OF FOOD BIOCHEMISTRY · 2023 · IF 4

Morroniside Delays NAFLD Progression in Fructose-Fed Mice by Normalizing Lipid Metabolism and Inhibiting the Inflammatory Response

Qiao Tong,Jianjun Xi,Yu Cao,Ruoyu He,Yanmei Zhao,Yidan Shao,Xuwang Pan,Jinsong Huang,Yongping Chen,Rangxiao Zhuang

Chronic fructose consumption is becoming one leading risk factor for NAFLD due to its hazard on cellular lipid metabolism, which plays an essential role in the pathogenesis of NAFLD. Morroniside, an iridoid glycoside from Cornus officinalis, has been suggested to have potent in regulating cellular glucolipid metabolism. However, the effect and mechanism of morroniside on improving fructose-induced hepatic steatosis and retarding NAFLD progression remain ambiguous. In this study, we illustrate the efficacy of morroniside in alleviating fructose-triggered hepatic steatosis in mice. Mechanically, morroniside suppressed de novo lipogenesis and promoted β-oxidation by inhibiting the activation of PGC1β. Additionally, morroniside was found to work in attenuating hepatic inflammation in response to long-term fructose intake. Taken together, the current study reveals that morroniside is a promising food and medicinal therapy for NAFLD treatment and is effective in delaying the progression of NAFLD to NASH, especially in subtypes caused by excessive carbohydrate intake.

CAS / MDL: 7660-25-5
研究领域: 药理学 · 肝病学 · 营养学 · 代谢紊乱
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Lipids in Health and Disease · 2024 ·Vol. 23 ·期 1 ·1-11 · IF 3.9

Mg-ZIF nanozyme regulates the switch between osteogenic and lipogenic differentiation in BMSCs via lipid metabolism

Li Jinying,Chen Yongshao,Zha Dingsheng,Wu Chunhui,Li Xiaofen,Yang Li,Cao Hui,Cai Shexing,Cai Yuebo

The accumulation of reactive oxygen species (ROS) within the bone marrow microenvironment leads to diminished osteogenic differentiation and heightened lipogenic differentiation of mesenchymal stem cells residing in the bone marrow, ultimately playing a role in the development of osteoporosis (OP). Mitigating ROS levels is a promising approach to counteracting OP. In this study, a nanozyme composed of magnesium-based zeolitic imidazolate frameworks (Mg-ZIF) was engineered to effectively scavenge ROS and alleviate OP. The results of this study indicate that Mg-ZIF exhibits significant potential in scavenging ROS and effectively promoting osteogenic differentiation of bone mesenchymal stem cells (BMSCs). Additionally, Mg-ZIF was found to inhibit the differentiation of BMSCs into adipose cells. In vivo experiments further confirmed the ability of Mg-ZIF to mitigate OP by reducing ROS levels. Mechanistically, Mg-ZIF enhances the differentiation of BMSCs into osteoblasts by upregulating lipid metabolic pathways through ROS scavenging. The results indicate that Mg-ZIF has potential as an effective therapeutic approach for the treatment of osteoporosis.

CAS / MDL: 68-12-2 10196-18-6
研究领域: 生物材料 · 干细胞生物学 · 骨代谢 · 活性氧 · 组织工程
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ACS Applied Materials & Interfaces · 2023 · IF 9.5

CpG-Conjugated Silver Nanoparticles as a Multifunctional Nanomedicine to Promote Macrophage Efferocytosis and Repolarization for Atherosclerosis Therapy

Cui Tang,Hui Wang,Lina Guo,Chan Zou,Jianming Hu,Hanyong Zhang,Wenhu Zhou,Guoping Yang

Atherosclerosis (AS) is a major contributor to cardiovascular diseases, necessitating the development of novel therapeutic strategies to alleviate plaque burden. Macrophage efferocytosis, the process by which macrophages clear apoptotic and foam cells, plays a crucial role in plaque regression. However, this process is impaired in AS lesions due to the overexpression of CD47, which produces a “do not eat me” signal. In this study, we investigated the potential of CpG, a toll-like receptor 9 agonist, to enhance macrophage efferocytosis for AS therapy. We demonstrated that CpG treatment promoted the engulfment of CD47-positive apoptotic cells and foam cells by macrophages. Mechanistically, CpG induced a metabolic shift in macrophages characterized by enhanced fatty acid oxidation and de novo lipid biosynthesis, contributing to its pro-efferocytic effect. To enable in vivo application, we conjugated CpG on silver nanoparticles (AgNPs) to form CpG-AgNPs, which could protect CpG from biological degradation, promote its cellular uptake, and release CpG in response to intracellular glutathione. Combining the intrinsic antioxidative and anti-inflammatory abilities of AgNPs, such nanomedicine displayed multifunctionalities to simultaneously promote macrophage efferocytosis and repolarization. In an ApoE–/– mouse model, intravenous administration of CpG-AgNPs effectively targeted atherosclerotic plaques and exhibited potent therapeutic efficacy with excellent biocompatibility. Our study provides valuable insights into CpG-induced macrophage efferocytosis and highlights the potential of CpG-AgNPs as a promising therapeutic strategy for AS.

CAS / MDL: 124083-20-1
研究领域: 纳米医学 · 心血管疾病 · 免疫学 · 分子生物学
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PHYTOMEDICINE · 2025 · IF 8.3

Taraxasterol Alleviates Osteoporosis by Targeting PI3K/AKT/PPARγ Signaling Axis to Suppress Necroptosis and Reverse Osteogenic-Adipogenic Differentiation Imbalance in BMSCs

Chenying Zeng,Linjian Chen,Jiajie Lin,Zipeng Xiao,Qingqiang Tu,Wenhui Yu,Weihao Zhang,Qibo Li,Yanfeng Wu,Zhongyu Xie,Ziji Zhang

Background The shift in BMSC differentiation potential toward adipogenesis at the expense of osteogenesis is a critical mechanism underlying reduced bone formation in osteoporosis. Necroptosis has been implicated as a key driver of bone-fat imbalance in osteoporosis, though its mechanisms remain unclear. Taraxasterol (TAX), a bioactive triterpenoid derived from Taraxacum officinale , exhibits antitumor, antioxidant, and immunomodulatory properties. However, its potential role in osteoporosis has not yet been explored. Objective This study aimed to investigate whether TAX alleviates osteoporosis by regulating necroptosis and osteogenic–adipogenic differentiation in BMSCs, and to elucidate the underlying molecular mechanisms. Methods An ovariectomized (OVX) mouse model of osteoporosis was established for in vivo evaluation. Treatment groups received daily oral administration of TAX (5 or 20 mg/kg), with estradiol (E₂, 10 μg/kg) serving as a positive control. Bone microarchitecture and therapeutic response were assessed via micro-CT and immunohistochemistry, while femoral necroptosis and differentiation markers were evaluated by immunostaining. For in vitro studies, BMSCs isolated from osteoporosis patients were treated with the necroptosis inducer TSZ (TNF-α, SM-164, Z-VAD-FMK), with or without TAX. Flow cytometry was used to analyze the phenotype of MSCs. To identify molecular targets and mechanisms, an integrated approach combining network pharmacology, RNA sequencing, SPR assays, and molecular docking was employed. Subsequent analyses included western blotting, PI staining, and RNA interference to assess TAX-regulated necroptosis and PI3K/AKT/PPARγ pathway activity. ARS and ORO staining were employed to analyze osteogenic and adipogenic differentiation, respectively, and mitochondrial function was evaluated with TMRE and MitoSOX Red probes. Results TAX (20 mg/kg) significantly ameliorated bone loss in OVX mice, suppressed femoral necroptotic signaling, and reversed osteogenic–adipogenic imbalance in OVX-derived BMSCs. In vitro , TAX pretreatment attenuated TSZ-induced differentiation imbalance and necroptosis in patient-derived BMSCs and mitigated mitochondrial damage. Integrated network pharmacology and RNA sequencing revealed that TAX targets the PI3K/AKT/PPARγ axis. Immunohistochemical analysis demonstrated upregulation of the PI3K/AKT/PPARγ axis in the femurs of OVX mice following TAX administration. Molecular docking and SPR assays confirmed effective binding between TAX and PI3K. The protective effects of TAX were abolished by the PI3K inhibitor LY294002. Furthermore, TAX enhanced the rebalancing of osteogenic–adipogenic differentiation in PPARγ-silenced BMSCs. Conclusion Our study reveals for the first time that TAX restores osteogenic-adipogenic equilibrium in OP-BMSCs and promotes bone regeneration through PI3K/AKT/PPARγ activation and mitochondrial protection-mediated suppression of necroptosis. These results position TAX as a promising therapeutic candidate for osteoporosis.

CAS / MDL: 1346546-69-7
研究领域: 药理学 · 分子生物学 · 内分泌学 · 干细胞研究 · 骨代谢
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ACS Applied Materials & Interfaces · 2024 · IF 8.3

Tailored Physicochemical Cues Direct Human Mesenchymal Stem Cell Differentiation through Epigenetic Regulation Using Colloidal Self-Assembled Patterns

Javad Harati,Ping Du,Massimiliano Galluzzi,Xian Li,Jiao Lin,Haobo Pan,Peng-Yuan Wang

The extracellular matrix (ECM) shapes the stem cell fate during differentiation by exerting relevant biophysical cues. However, the mechanism of stem cell fate decisions in response to ECM-backed complex biophysical cues has not been fully understood due to the lack of versatile ECMs. Here, we designed two versatile ECMs using colloidal self-assembly technology to probe the mechanisms of their effects on mechanotransduction and stem cell fate regulation. Binary colloidal crystals (BCC) with a hexagonally close-packed structure, composed of silica (5 μm) and polystyrene (0.4 μm) particles as well as a polydimethylsiloxane-embedded BCC (BCCP), were fabricated. They have defined surface chemistry, roughness, stiffness, ion release, and protein adsorption properties, which can modulate the cell adhesion, proliferation, and differentiation of human adipose-derived stem cells (hASCs). On the BCC, hASCs preferred osteogenesis at an early stage but showed a higher tendency toward adipogenesis at later stages. In contrast, the results of BCCP diverged from those of BCC, suggesting a unique regulation of ECM-dependent mechanotransduction. The BCC-mediated cell adhesion reduced the size of the focal adhesion complex, accompanying an ordered spatial organization and cytoskeletal rearrangement. This morphological restriction led to the modulation of mechanosensitive transcription factors, such as c-FOS, the enrichment of transcripts in specific signaling pathways such as PI3K/AKT, and the activation of the Hippo signaling pathway. Epigenetic analyses showed changes in histone modifications across different substrates, suggesting that chromatin remodeling participated in BCC-mediated mechanotransduction. This study demonstrates that BCCs are versatile artificial ECMs that can regulate human stem cells’ fate through unique biological signaling, which is beneficial in biomaterial design and stem cell engineering.

CAS / MDL: 62-31-7
研究领域: 生物材料 · 干细胞工程 · 细胞生物学 · 组织工程 · 生物物理学
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JOURNAL OF MOLECULAR HISTOLOGY · 2025 ·Vol. 56 ·期 2 ·1-15 · IF 2.2

Effects of simulated microgravity on dental pulp stem cell stemness

Hou Huailong,Qiu Zhengjun,Che Jingyi,Li Yanping,Sun Jingxuan,Zhang Weiwei,Ma Jinjie,Zhang Shuang,Li Mengdi,Niu Yumei,He Lina

Dental pulp stem cells (DPSCs), a subset of tooth-derived mesenchymal stem cells (MSCs), demonstrate significant promise in clinical stem cell therapy. However, prolonged in vitro expansion commonly results in compromised stemness, limiting therapeutic efficacy. Thus, maintaining the stemness of DPSCs during expansion and culture is a key challenge for regenerative medicine. In the current study, the impact of simulated microgravity (SMG) on DPSC stemness was investigated using the three-dimensional clinostat Cellspace-3D. After SMG treatment for 3 days, DPSCs demonstrated markedly enhanced replicative activity, proliferation efficiency, self-renewal capacity, and effective inhibition of the senescence process. Under specific differentiation induction conditions, DPSCs in the SMG group exhibited superior osteogenic, adipogenic, chondrogenic, and neural differentiation potentials. Additionally, DPSCs exhibited higher expression levels of the MSC surface markers Stro-1 and CD146 and stemness maintenance-related genes Oct4, Nanog, and Sox2 in the SMG group compared to those from the normal gravity (NG) group. To elucidate the potential molecular mechanisms by which SMG influences the stemness of DPSCs, transcriptome sequencing of total RNA was performed, and identified that differentially expressed genes (DEGs) are closely associated with the MAPK signaling pathway. Further verification experiments demonstrated that the MAPK/ERK signaling pathway was activated in the SMG group. In conclusion, SMG effectively maintains the stemness of DPSCs cultivated in vitro, and its mechanism of action may be associated with the activation of the MAPK/ERK signaling pathway.

CAS / MDL: 123-03-5 50-01-1
研究领域: 干细胞生物学 · 再生医学 · 细胞生理学 · 分子生物学 · 转录组学
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