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| 1 | Bile acids evoke placental inflammation by activating Gpbar1/NF-κB pathway in intrahepatic cholestasis of pregnancy显示文摘Intrahepatic cholestasis of pregnancy(ICP)is a cholestatic disorder with potentially deleterious consequences for fetuses.Although a clear correlation between the elevated levels of maternal serum bile acids and deficient fetal outcome has been established in clinical practice,the underlying mechanisms remain elusive.Herein,we report that bile acids induce NF-κB pathway activation via G protein-coupled bile acid receptor 1(Gpbar1),with consequent upregulation of inflammatory genes in trophoblasts,leading to aberrant leukocyte infiltration and inflammation in placenta.Ursodeoxycholic acid(UDCA),a drug used clinically to treat ICP,competes with other bile acids for binding with Gpbar1 and thus inhibits bile acid-induced inflammatory response in trophoblasts and improves fetal survival in pregnant rats with obstructive cholestasis.Notably,inhibition of NF-κB by andrographolide is more effective than UDCA in benefiting placentas and fetuses.Thus,anti-inflammation therapy targeting Gpbar1/NF-κB pathway could be effective in suppressing bile acid-induced inflammation and alleviating ICP-associated fetal disorders. | YouHua Zhang YouDong Pan ChangDong Lin YaJuan Zheng Hao Sun HaiLong Zhang JunLei Wang MengYa Yuan Tao Duan QiaoLing Du JianFeng Chen | 2016 | Journal of Molecular Cell Biology2016,8,6: | 8 |
| 2 | Effect of size and crystalline phase of TiO2 nanotubes on cell behaviors: A high throughput study using gradient TiO2 nanotubes显示文摘The research of TiO2 nanotubes(TNTs)in the field of biomedicine has been increasingly active.However,given the diversity of the nanoscale dimension and controversial reports,our understanding of the structure-property relationships of TNTs is not yet complete.In this paper,gradient TNTs with a wide diameter range of 20-350 nm were achieved by bipolar electrochemistry and utilized for a thorough high-throughput study of the effect of nanotube dimension and crystalline phase on protein adsorption and cell behaviors.Results indicated that protein adsorption escalated with nanotube dimension whereas cell proliferation and differentiation are preferred on small diameter(<70 nm)nanotubes.Large diameter anatase nanotubes had higher adsorption of serum proteins than as-prepared ones.But only as-prepared small diameter nanotubes presented slightly higher cell proliferation than corresponding annealed nanotubes whereas there was no discernible difference between as-prepared and annealed nanotubes on cell differentiation for the entire gradient.Those findings replenish previous research about how cell responses to TNTs with a wide diameter range and provide scientific guidance for the optimal design of biomedical materials. | Yanran Li Si Wang Yuanjun Dong Ping Mu Yun Yang Xiangyang Liu Changjian Lin Qiaoling Huang | 2020 | Bioactive Materials2020,5,4: | 3 |
| 3 | A super pan-genomic landscape of rice显示文摘Pan-genomes from large natural populations can capture genetic diversity and reveal genomic complexity.Using de novo longread assembly,we generated a graph-based super pan-genome of rice consisting of a 251-accession panel comprising both cultivated and wild species of Asian and African rice.Our pan-genome reveals extensive structural variations(SVs)and gene presence/absence variations.Additionally,our pan-genome enables the accurate identification of nucleotide-binding leucine-rich repeat genes and characterization of their inter-and intraspecific diversity.Moreover,we uncovered grain weight-associated SVs which specify traits by affecting the expression of their nearby genes.We characterized genetic variants associated with submergence tolerance,seed shattering and plant architecture and found independent selection for a common set of genes that drove adaptation and domestication in Asian and African rice.This super pan-genome facilitates pinpointing of lineage-specific haplotypes for trait-associated genes and provides insights into the evolutionary events that have shaped the genomic architecture of various rice species. | Lianguang Shang Xiaoxia Li Huiying He Qiaoling Yuan Yanni Song Zhaoran Wei Hai Lin Min Hu Fengli Zhao Chao Zhang Yuhua Li Hongsheng Gao Tianyi Wang Xiangpei Liu Hong Zhang Ya Zhang Shuaimin Cao Xiaoman Yu Bintao Zhang Yong Zhang Yiqing Tan Mao Qin Cheng Ai Yingxue Yang Bin Zhang Zhiqiang Hu Hongru Wang Yang Lv Yuexing Wang Jie Ma Quan Wang Hongwei Lu Zhe Wu Shanlin Liu Zongyi Sun Hongliang Zhang Longbiao Guo Zichao Li Yongfeng Zhou Jiayang Li Zuofeng Zhu Guosheng Xiong Jue Ruan Qian Qian | 2022 | Cell Research2022,32,10: | 3 |
| 4 | In vitro cytocompatibility evaluation of poly(octamethylene citrate) monomers toward their use in orthopedic regenerative engineering显示文摘Citrate based polymer poly(octamethylene citrate)(POC)has shown promise when formulated into composite material containing up to 65 wt%hydroxylapatite(HA)for orthopedic applications.Despite significant research into POC,insufficient information about the biocompatibility of the monomers 1,8-Octanediol and Citrate used in its synthesis is available.Herein,we investigated the acute cytotoxicity,immune response,and long-term functionality of both monomers.Our results showed a cell-type dependent cytotoxicity of the two monomers:1,8-Octanediol induced less acute toxicity to 3T3 fibroblasts than Citrate while presenting comparable cytotoxicity to MG63 osteoblast-like cells;however,Citrate demonstrated enhanced compatibility with hMSCs compared to 1,8-Octanediol.The critical cytotoxic concentration values EC30 and EC50,standard for comparing cytotoxicity of chemicals,were also provided.Additionally,Citrate showed slower and less inhibitory effects on long-term hMSC cell proliferation compared with 1,8-Octanediol.Furthermore,osteogenic differentiation of hMSCs exposure to Citrate resulted in less inhibitory effect on alkaline phosphatase(ALP)production.Neither monomer triggered undesired pro-inflammatory responses.In combination with diffusion model analysis of monomer release from cylindrical implants,based on which the maximum concentration of monomers in contact with bone tissue was estimated to be 2.2104 mmol/L,far lower than the critical cytotoxic concentrations as well as the 1,8-Octanediol concentration(0.4 mg/mL or 2.7 mmol/L)affecting hMSCs differentiation,we provide strong evidence for the cytocompatibility of the two monomers degraded from citrate-based composites in the orthopedic setting. | Chuying Ma Ethan Gerhard Qiaoling Lin Silun Xia April Dawn Armstrong Jian Yang | 2018 | Bioactive Materials2018,3,1: | 2 |
| 5 | Targeted therapeutics and novel signaling pathways in nonalcohol-associated fatty liver/steatohepatitis(NAFL/NASH)显示文摘Non-alcohol-associated fatty liver/steatohepatitis(NAFL/NASH)has become the leading cause of liver disease worldwide.NASH,an advanced form of NAFL,can be progressive and more susceptible to developing cirrhosis and hepatocellular carcinoma.Currently,lifestyle interventions are the most essential and effective strategies for preventing and controlling NAFL without the development of fibrosis.While there are stll limited appropriate drugs specifically to treat NAFL/NASH,growing progress is being seen in elucidating the pathogenesis and identifying therapeutic targets.In this review,we discussed recent developments in etiology and prospective therapeutic targets,as well as pharmacological candidates in pre/clinical trials and patents,with a focus on diabetes,hepatic lipid metabolism,inflammation,and fibrosis.Importantly,growing evidence elucidates that the disruption of the gut-liver axis and microbederived metabolites drive the pathogenesis of NAFL/NASH.Extracellular vesicles(EVs)act as a signaling mediator,resulting in lipid accumulation,macrophage and hepatic stellate cell activation,further promoting inflammation and liver fibrosis progression during the development of NAFL/NASH.Targeting gut microbiota or EVs may serve as new strategies for the treatment of NAFL/NASH.Finally,other mechanisms,such as cell therapy and genetic approaches,also have enormous therapeutic potential.Incorporating drugs with different mechanisms and personalized medicine may improve the efficacy to better benefit patients with NAFL/NASH. | Xiaohan Xu Kyle L.Poulsen Ljuan Wu Shan Liu Tatsunori Miyata Qiaoling Song Qingda Wei Chenyang Zhao Chunhua Lin Jinbo Yang | 2022 | Signal Transduction and Targeted Therapy2022,7,9: | 2 |
| 6 | Advanced surface engineering of titanium materials for biomedical applications:From static modification to dynamic responsive regulation显示文摘Titanium(Ti)and its alloys have been widely used as orthopedic implants,because of their favorable mechanical properties,corrosion resistance and biocompatibility.Despite their significant success in various clinical applications,the probability of failure,degradation and revision is undesirably high,especially for the patients with low bone density,insufficient quantity of bone or osteoporosis,which renders the studies on surface modification of Ti still active to further improve clinical results.It is discerned that surface physicochemical properties directly influence and even control the dynamic interaction that subsequently determines the success or rejection of orthopedic implants.Therefore,it is crucial to endow bulk materials with specific surface properties of high bioactivity that can be performed by surface modification to realize the osseointegration.This article first reviews surface characteristics of Ti materials and various conventional surface modification techniques involving mechanical,physical and chemical treatments based on the formation mechanism of the modified coatings.Such conventional methods are able to improve bioactivity of Ti implants,but the surfaces with static state cannot respond to the dynamic biological cascades from the living cells and tissues.Hence,beyond traditional static design,dynamic responsive avenues are then emerging.The dynamic stimuli sources for surface functionalization can originate from environmental triggers or physiological triggers.In short,this review surveys recent developments in the surface engineering of Ti materials,with a specific emphasis on advances in static to dynamic functionality,which provides perspectives for improving bioactivity and biocompatibility of Ti implants. | Pinliang Jiang Yanmei Zhang Ren Hu Bin Shi Lihai Zhang Qiaoling Huang Yun Yang Peifu Tang Changjian Lin | 2023 | Bioactive Materials2023,,9: | 2 |
| 7 | Carbon dots enhanced gelatin/chitosan bio-nanocomposite packaging film for perishable foods显示文摘Carbon dots(CDs)with intriguing fluorescent property,good biocompatibility,high stability,easy interaction with substrates,are burgeoning carbon nanoparticles with large potential in various applications.Incorporating CDs into the polymer matrix is becoming a popular strategy to endow the complex with new functions.Herein,the green-synthesized CDs was integrated into the mixture of gelatin(derived from waste fish scale)and chitosan,and a multifunctional bio-nanocomposite(defined as Gelatin/Chitosan/CDs)film was developed,which showed the excellent antibacterial,antioxidant,pH-sensitivity,UV shielding,and blue-emission properties.The effects of different concentrations of CDs on the physical,mechanical,structural,and functional activity of bio-nanocomposite film were tested.Compared with the Gelatin/Chitosan film,the Gelatin/Chitosan/CDs film with an optimum addition of 20%CDs showed the enhanced antibacterial,antioxidant as well as UV shielding activities.More importantly,it was used as an effective packaging material for fish meat preservation,reducing the loss of nutritional quality consumption,extending the shelf life of food.Besides,the bio-nanocomposite films also possessed the anti-counterfeiting and pH-responsive properties due to the strong fluorescent emission of CDs,and had the great potential in developing the intelligent packaging materials.Our work shed new light on the new application of CDs and the synthesis of bio-nanocomposite film in food industry. | Bofei Fu Qiaoling Liu Minghuan Liu Xiaofang Chen Hetong Lin Zongping Zheng Junqiu Zhu Congjie Dai Xiaochen Dong Da-Peng Yang | 2022 | Chinese Chemical Letters2022,33,10: | 1 |
| 8 | Effect of Cord- ceps S inensis on the expression of ICAM-1 and VCAM-1 in the kidney of spontaneously hypertensive rats 显示文摘 | WU Rong ZHOU Qiaoling LIN Shudian | 2010 | J Cent South Univ ( Med Sci)2010,35,2: | 1 |
| 9 | Cell osteogenic bioactivity mediated precisely by varying scaled micro-pits on ordered micro/nano hierarchical structures of titanium显示文摘Hierarchical surface structures with micro–nano scale play a crucial role in regulation of cell proliferation and osteogenic differentiation.It has been proven that cells are extremely sensitive to the nanoscaled structure and show multifarious phenotypes.Though a vital function of microstructure on osseointegration has been confirmed,the cell performances response to different microscaled structure is needed to be further dissected and in depth understood.In this work,the ordered micro–nano hierarchical structures with varying micro-scaled pits were precisely fabricated on titanium successfully by the combination of electrochemical,chemical etching and anodization as well.In vitro systematical assessments indicated that the micro–nano multilevel structures on titanium exhibited excellent cells adhesion and spreading ability,as well as steerable proliferation and osteogenic differentiation behaviors.It is shown that smaller micro-pits and lower roughness of the hierarchical structures enabled faster cell propagation.Despite cell growth was delayed on micro–nano titanium with relatively larger cell-match-size micro-pits and roughness,osteogenic-specific genes were significantly elevated.Furthermore,the alkaline phosphatase activity,collagen secretion and extracellular matrix mineralization of MC3T3-E1 on multiscaled titanium were suppressed by a large margin after adding IWP-2(an inhibitor of Wnt/b-catenin signal pathway),indicating this pathway played a crucial part in cell osteogenic differentiation modulated by micro–nano structures. | Yanmei Zhang Xiankuan Wang Yaxian Li Jianhe Liang Pinliang Jiang Qiaoling Huang Yun Yang Hongping Duan Xiang Dong Gang Rui Changjian Lin | 2022 | Regenerative Biomaterials2022,9,1: | 1 |
| 10 | A virus-induced conformational switch of STAT1-STAT2 dimers boosts antiviral defenses显示文摘Type I interferons(IFN-)protect us from viral infections.Signal transducer and activator of transcription 2(STAT2)is a key component of interferon-stimulated gene factor 3(ISGF3),which drives gene expression in response to IFN-I.Using electron microscopy,we found that,in naive cells,U-STAT2,lacking the activating tyrosine phosphorylation,forms a heterodimer with U-STAT1 in an inactive,anti-parallel conformation.A novel phosphorylation of STAT2 on T404 promotes IFN-I signaling by disrupting the U-STAT1-U-STAT2 dimer,facilitating the tyrosine phosphorylation of STATs 1 and 2 and enhancing the DNA-binding ability of ISGF3.IKK-ε,activated by virus infection,phosphorylates T404 directly.Mice with a T-A mutation at the corresponding residue(T403)are highly susceptible to virus infections.We conclude that T404 phosphorylation drives a critical conformational switch that,by boosting the response to IFN-I in infected cells,enables a swift and efficient antiviral defense. | Yuxin Wang Qiaoling Song Wei Huang Yuxi Lin Xin Wang Chenyao Wang Belinda Willard Chenyang Zhao Jing Nan Elise Holvey-Bates Zhuoya Wang Derek Taylor Jinbo Yang George RStark | 2021 | Cell Research2021,31,2: | 1 |
| 11 | Hybrid Differential Evolution for Estimation of Kinetic Parameters for Biochemical Systems显示文摘Determination of the optimal model parameters for biochemical systems is a time consuming iterative process. In this study, a novel hybrid differential evolution (DE) algorithm based on the differential evolution technique and a local search strategy is developed for solving kinetic parameter estimation problems. By combining the merits of DE with Gauss-Newton method, the proposed hybrid approach employs a DE algorithm for identifying promising regions of the solution space followed by use of Gauss-Newton method to determine the optimum in the identified regions. Some well-known benchmark estimation problems are utilized to test the efficiency and the robustness of the proposed algorithm compared to other methods in literature. The comparison indicates that the present hybrid algorithm outperforms other estimation techniques in terms of the global searching ability and the convergence speed. Additionally, the estimation of kinetic model parameters for a feed batch fermentor is carried out to test the applicability of the proposed algorithm. The result suggests that the method can be used to estimate suitable values of model parameters for a complex mathematical model. | ZHAO Chao XU Qiaoling LIN Siming LI Xuelai | 2013 | Chinese Journal of Chemical Engineering2013,21,2: | 1 |
| 12 | Inactivation of FOXO1 induces T follicular cell polarization and involves angioimmunoblastic T cell lymphoma显示文摘Objective:Angioimmunoblastic T cell lymphoma(AITL)is an aggressive form of non-Hodgkin lymphoma derived from mature T cells.However,the underlying pathogenesis of AITL remains unresolved.We aimed to explore the role of FOXO1-mediated signaling in the tumorigenesis and progression of AITL.Methods:FOXO1 expression was assessed using immunohistochemistry on a total of 46 AITL tissue samples.Retroviruses encoding FOXO1 shRNA were used to knockdown FOXO1 expression in CD4^+T cells.Flow cytometric assays analyzed the proliferation and survival of FOXO1 knockdown CD4^+T cells.Furthermore,we performed adoptive T-cell transfer experiments to identify whether inactivation of FOXO1 induced neoplastic follicular-helper T(Tfh)cell polarization and function.Results:Patients with low FOXO1 protein levels were prone to have an advanced tumor stage(P=0.049),higher ECOG ps(P=0.024),the presence of bone marrow invasion(P=0.000),and higher IPI(P=0.035).Additionally,the survival rates of patients in the FOXO1 high-expression group were significantly better than those in the FOXO1 low-expression group(χ^2=5.346,P=0.021).We also observed that inactivation of FOXO1 increased CD4^+T cell proliferation and altered the survival and cell-cycle progression of CD4^+T cells.Finally,we confirmed that inactivation of FOXO1 induces Tfh cell programing and function.Conclusions:Inactivation of FOXO1 in AITL plays a key role in the tumorigenesis and progression of AITL.We propose that FOXO1 expression could be a useful prognostic marker in AITL patients to predict poor survival,and to design appropriate therapeutic strategies. | Meifang Xu Fei Wang Hong Chen Lin Liu Wenwen Liu Yinghong Yang Qiaoling Zheng Lihong Zhang Xiaoxuan Li Suxia Lin Shengbing Zang | 2019 | Cancer Biology & Medicine2019,16,4: | 1 |
| 13 | Efficiency Calibration of HPGe γ Spectrometer for Reactor Noble Gas Monitoring显示文摘In order to accurately determine the activity concentration of the main radioactive nuclides in the gas effluent from the reactor,the efficiency of the HPGe gamma spectrometer for monitoring was calibrated by the developed simulated gas source.The simulated gas source is a Marin | GUO Xiaoqing YANG Qiaoling DIAO Lijun YAO Shunhe LIN Min | 2017 | Annual Report of China Institute of Atomic Energy2017,,1: | 0 |
| 14 | Identification of natural allelic variation in TTL1 controlling thermotolerance and grain size by a rice super pan-genome∞显示文摘Continuously increasing global temperatures present great challenges to food security.Grain size,one of the critical components determining grain yield in rice(Oryza sativa L.),is a prime target for genetic breeding.Thus,there is an immediate need for genetic improvement in rice to maintain grain yield under heat stress.However,quantitative trait loci(QTLs)endowing heat stress tolerance and grain size in rice are extremely rare.Here,we identified a novel negative regulator with pleiotropic effects,Thermo‐Tolerance and grain Length 1(TTL1),from the super pan‐genomic and transcriptomic data.Loss‐of‐function mutations in TTL1 enhanced heat tolerance,and caused an increase in grain size by coordinating cell expansion and proliferation.TTL1 was shown to function as a transcriptional regulator and localized to the nucleus and cell membrane.Furthermore,haplotype analysis showed that hapL and hapS of TTL1 were obviously correlated with variations of thermotolerance and grain size in a core collection of cultivars.Genome evolution analysis of available rice germplasms suggested that TTL1 was selected during domestication of the indica and japonica rice subspecies,but still had much breeding potential for increasing grain length and thermotolerance.These findings provide insights into TTL1 as a novel potential target for the development of high‐yield and thermotolerant rice varieties. | Yarong Lin Yiwang Zhu Yuchao Cui Hongge Qian Qiaoling Yuan Rui Chen Yan Lin Jianmin Chen Xishi Zhou Chuanlin Shi Huiying He Taijiao Hu Chenbo Gu Xiaoman Yu Xiying Zhu Yuexing Wang Qian Qian Cuijun Zhang Feng Wang Lianguang Shang | 2023 | Journal of Integrative Plant Biology2023,65,12: | 0 |
| 15 | Clinico-biological characteristics and treatment of hepatitis B virus-related mixed cryoglobulinemia显示文摘To the Editor:Cryoglobulinemia is a disease characterized by cryoglobulins in serum that precipitate under in vitro conditions<37°C and redissolve on rewarming.It is divided into three types:Type I,where the cryoglobulin is composed of monoclonal IgG or IgM,and rarely IgA or free immunoglobulin(Ig)light chains;Type II,where the cryoglobulin is made of monoclonal IgM with rheumatoid factor(RF)activity and polyclonal IgG;and Type III,where the cryoglobulin is composed of polyclonal IgM with RF activity and polyclonal IgG.[1]Types II and III are mixed cryoglobulinemia(MC).MC could be related to several infectious diseases,like hepatitis C and B.It mainly presents as cryoglobulinemic vasculitis,[2]including fatigue,purpura,arthralgia,myalgia,peripheral neuropathy,and even severe organ damage,like glomerulonephritis.However,cryoglobulinemic vasculitis involving the gastrointestinal tract and heart is rare.Besides,neurological,ocular,and rhino-otological symptoms of hyperviscosity syndrome are also hardly seen in MC.Here,we report one hepatitis B virus(HBV)-related MC case and analyze 41 cases in literature.We have analyzed these 42 HBV-related MC cases to clarify their clinico-biological characteristics and treatment. | Xiufen Wang Xiangcheng Xiao Huipeng Ge Tianci Deng Qiaoling Zhou Jianping Ning Xiaoying Wu Hongling Yin Wei Lin Wenbin Tang | 2022 | Chinese Medical Journal2022,,3: | 0 |
| 16 | Erratum to Inactivation of FOXO1 induces T follicular cell polarization and involves angioimmunoblastic T cell lymphoma显示文摘In the published article1,an error appeared in Acknowledgments on page 753.We omitted Natural Science Foundation of Guangdong Province from Acknowledgments,and we updated it as below.We apologize for the errors and for any confusion it may have caused. | Meifang Xu Fei Wang Hong Chen Lin Liu Wenwen Liu Yinghong Yang Qiaoling Zheng Lihong Zhang Xiaoxuan Li Suxia Lin Shengbing Zang | 2020 | Cancer Biology & Medicine2020,17,1: | 0 |
| 17 | Type I interferon signaling facilitates resolution of acute liver injury by priming macrophage polarization显示文摘Due to their broad functional plasticity,myeloid cells contribute to both liver injury and recovery during acetaminophen overdose-induced acute liver injury(APAP-ALI).A comprehensive understanding of cellular diversity and intercellular crosstalk is essential to elucidate the mechanisms and to develop therapeutic strategies for APAP-ALI treatment.Here,we identified the function of IFN-I in the myeloid compartment during APAP-ALI.Utilizing single-cell RNA sequencing,we characterized the cellular atlas and dynamic progression of liver CD11b+cells post APAP-ALI in WT and STAT2 T403A mice,which was further validated by immunofluorescence staining,bulk RNA-seq,and functional experiments in vitro and in vivo.We identified IFN-I-dependent transcriptional programs in a three-way communication pathway that involved IFN-I synthesis in intermediate restorative macrophages,leading to CSF-1 production in aging neutrophils that ultimately enabled Trem2+restorative macrophage maturation,contributing to efficient liver repair.Overall,we uncovered the heterogeneity of hepatic myeloid cells in APAP-ALI at single-cell resolution and the therapeutic potential of IFN-I in the treatment of APAP-ALI. | Qiaoling Song Shyamasree Datta Xue Liang Xiaohan Xu Paul Pavicic Xiaonan Zhang Yuanyuan Zhao Shan Liu Jun Zhao Yuting Xu Jing Xu Lihong Wu Zhihua Wu Minghui Zhang Zhan Zhao Chunhua Lin Yuxin Wang Peng Han Peng Jiang Yating Qin Wei Li Yingying Zhang Yonglun Luo Ganes Sen George R.Stark Chenyang Zhao Thomas Hamilton Jinbo Yang | 2023 | Cellular & Molecular Immunology2023,20,2: | 0 |
| 18 | Gp130-dependent STAT3 activation in M-CSF-derived macrophages exaggerates tumor progression显示文摘Interleukin-6(IL-6)is a common pluripotent cytokine that is highly expressed in the tumor microenvironment.The IL-6/JAK/STAT3 signaling directly promotes tumor progression,severely hampering antitumor immunity.Macrophages,the richest innate immune cells within the tumor microenvironment,manipulate tumor progression via phenotypic plasticity. | Yuting Xu Xiaoyu Xu Qianyue Zhang Peizhe Lu Chongjun Xiang Lei Zhang Chunhua Lin Qiaoling Song | 2024 | Genes & Diseases2024,11,3: | 0 |
| 19 | Deciphering controversial results of cell proliferation on TiO2 nanotubes using machine learning显示文摘With the rapid development of biomedical sciences,contradictory results on the relationships between biological responses and material properties emerge continuously,adding to the challenge of interpreting the incomprehensible interfacial process.In the present paper,we use cell proliferation on titanium dioxide nanotubes(TNTs)as a case study and apply machine learning methodologies to decipher contradictory results in the literature.The gradient boosting decision tree model demonstrates that cell density has a higher impact on cell proliferation than other obtainable experimental features in most publications.Together with the variation of other essential features,the controversy of cell proliferation trends on various TNTs is understandable.By traversing all combinational experimental features and the corresponding forecast using an exhausted grid search strategy,we find that adjusting cell density and sterilization methods can simultaneously induce opposite cell proliferation trends on various TNTs diameter,which is further validated by experiments.This case study reveals that machine learning is a burgeoning tool in deciphering controversial results in biomedical researches,opening up an avenue to explore the structure-property relationships of biomaterials. | Ziao Shen Si Wang Zhenyu Shen Yufei Tang Junbin Xu Changjian Lin Xun Chen Qiaoling Huang | 2021 | Regenerative Biomaterials2021,8,4: | 0 |