ciprofloxacin

环丙沙星
  • 文章类型: Clinical Trial Protocol
    本文报告了IMASOY试验协议的更新,2019年10月在clinicaltrials.gov(NCT04110340)上进行了前瞻性注册。
    This article reports an update to the protocol of the IMASOY trial, which was prospectively registered on clinicaltrials.gov (NCT04110340) in October 2019.
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  • 文章类型: Journal Article
    由多重耐药(MDR)细菌引起的感染是全球日益关注的问题。阴沟肠杆菌复合体(ECC)物种特别擅长开发抗生素抗性。噬菌体疗法被提议作为不再对抗生素应答的病原体的替代疗法。不幸的是,与许多其他细菌物种的噬菌体相比,ECC噬菌体的研究不足。在这项加纳-芬兰研究中,我们从即食食品样品中分离出两种ECC菌株,并从天然水域中分离出三种新型噬菌体。我们对新型肠杆菌噬菌体的基因组DNA进行了测序,fGh-Ecl01,fGh-Ecl02和fGh-Ecl04,并评估其治疗潜力。所有的噬菌体都被发现是裂解的,易于传播,没有任何毒性,整合酶,或抗生素抗性基因,因此被认为适合治疗目的。发现它们都与T4型病毒有关:fGh-Ecl01和fGh-Ecl04与karamvirus有关,fGh-Ecl02与agtravirus有关。对芬兰临床ECC菌株的测试显示出对这些新型噬菌体的有希望的易感性。多达61.1%的菌株对fGh-Ecl01和fGh-Ecl04敏感,7.4%对fGh-Ecl02敏感。最后,我们调查了新分离的ECC菌株对三种抗生素-美罗培南的敏感性,环丙沙星,和头孢吡肟-与新颖的噬菌体相结合。噬菌体和抗生素一起使用具有协同作用。当使用抗生素-噬菌体组合时,即使低浓度的抗生素也能完全抑制细菌的生长。
    Infections caused by multidrug-resistant (MDR) bacteria are a growing global concern. Enterobacter cloacae complex (ECC) species are particularly adept at developing antibiotic resistance. Phage therapy is proposed as an alternative treatment for pathogens that no longer respond to antibiotics. Unfortunately, ECC phages are understudied when compared to phages of many other bacterial species. In this Ghanaian-Finnish study, we isolated two ECC strains from ready-to-eat food samples and three novel phages from natural waters against these strains. We sequenced the genomic DNA of the novel Enterobacter phages, fGh-Ecl01, fGh-Ecl02, and fGh-Ecl04, and assessed their therapeutic potential. All of the phages were found to be lytic, easy to propagate, and lacking any toxic, integrase, or antibiotic resistance genes and were thus considered suitable for therapy purposes. They all were found to be related to T4-type viruses: fGh-Ecl01 and fGh-Ecl04 to karamviruses and fGh-Ecl02 to agtreviruses. Testing of Finnish clinical ECC strains showed promising susceptibility to these novel phages. As many as 61.1% of the strains were susceptible to fGh-Ecl01 and fGh-Ecl04, and 7.4% were susceptible to fGh-Ecl02. Finally, we investigated the susceptibility of the newly isolated ECC strains to three antibiotics - meropenem, ciprofloxacin, and cefepime - in combination with the novel phages. The use of phages and antibiotics together had synergistic effects. When using an antibiotic-phage combination, even low concentrations of antibiotics fully inhibited the growth of bacteria.
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  • 文章类型: Journal Article
    近年来,肠道微生物群和微生物群-肠道-大脑轴受到了广泛关注,在调节许多中枢神经系统相关疾病的发生和发展的机制中,包括癫痫。在临床实践中,喹诺酮类抗生素的副作用之一是癫痫发作阈值降低或加重。然而,潜在机制尚不清楚.
    我们旨在通过16SrRNA测序和血清非靶向代谢组学分析来阐明内在机制,以阐明肠道微生物群在环丙沙星诱导的癫痫易感性和锂毛果芸香碱诱导的癫痫大鼠模型中的作用。
    我们观察到环丙沙星治疗增加了癫痫发作易感性并引起肠道生态失调。我们还发现锂毛果芸香碱诱导的癫痫大鼠的肠道菌群发生了类似的变化。值得注意的是,在环丙沙星诱导的癫痫发作易感性和锂毛果芸香碱诱导的癫痫大鼠模型中,Akkermansia和拟杆菌的水平均显著升高.然而,Marvinbryantia,镰刀菌,和Ruminococycaceae_NK4A214_组显示出巧合的减少。此外,血清非靶向代谢组学分析显示吲哚-3-丙酸水平降低,色氨酸-吲哚代谢的产物,环丙沙星治疗后,与锂毛果芸香碱诱导的大鼠癫痫血浆中的那些相似。重要的是,肠道微生物群的改变,癫痫发作易感性,和吲哚-3-丙酸水平可以通过粪便微生物移植来恢复。
    总之,我们的研究结果提供了证据,证明环丙沙星诱发的癫痫发作易感性部分是由肠道菌群和色氨酸-吲哚代谢介导的.这些关联可能在癫痫发生中起作用,并影响癫痫的发展进程和治疗结果。
    UNASSIGNED: The gut microbiota and the microbiota-gut-brain axis have gained considerable attention in recent years, emerging as key players in the mechanisms that mediate the occurrence and progression of many central nervous system-related diseases, including epilepsy. In clinical practice, one of the side effects of quinolone antibiotics is a lower seizure threshold or aggravation. However, the underlying mechanism remains unclear.
    UNASSIGNED: We aimed to unravel the intrinsic mechanisms through 16S rRNA sequencing and serum untargeted metabolomic analysis to shed light on the effects of gut microbiota in ciprofloxacin-induced seizure susceptibility and lithium pilocarpine-induced epilepsy rat models.
    UNASSIGNED: We observed that ciprofloxacin treatment increased seizure susceptibility and caused gut dysbiosis. We also found similar changes in the gut microbiota of rats with lithium pilocarpine-induced epilepsy. Notably, the levels of Akkermansia and Bacteroides significantly increased in both the ciprofloxacin-induced seizure susceptibility and lithium pilocarpine-induced epilepsy rat models. However, Marvinbryantia, Oscillibacter, and Ruminococcaceae_NK4A214_group showed a coincidental reduction. Additionally, the serum untargeted metabolomic analysis revealed decreased levels of indole-3-propionic acid, a product of tryptophan-indole metabolism, after ciprofloxacin treatment, similar to those in the plasma of lithium pilocarpine-induced epilepsy in rats. Importantly, alterations in the gut microbiota, seizure susceptibility, and indole-3-propionic acid levels can be restored by fecal microbiota transplantation.
    UNASSIGNED: In summary, our findings provide evidence that ciprofloxacin-induced seizure susceptibility is partially mediated by the gut microbiota and tryptophan-indole metabolism. These associations may play a role in epileptogenesis, and impacting the development progression and treatment outcomes of epilepsy.
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  • 文章类型: Journal Article
    接受化疗的癌症病人容易受到各种细菌感染,需要用抗生素进行及时和精确的抗菌治疗。环丙沙星是一种临床上使用的广谱抗微生物剂,以其强大的防腐活性而闻名。而铁性凋亡,细胞死亡的氧化形式,作为癌症治疗的一个有希望的途径,引起了人们的注意,环丙沙星对铁凋亡的抗癌作用的潜在影响尚不清楚.本研究旨在研究抗生素对人胰腺导管腺癌(PDAC)细胞铁凋亡的潜在影响。这里,我们报道了环丙沙星在抑制人PDAC细胞铁性凋亡方面以前未被认识到的作用.机械上,环丙沙星通过激活转录因子6(ATF6)和ER到核信号1(ERN1)通路抑制Erstin诱导的内质网(ER)应激。过度的内质网应激激活可通过自噬机制引发谷胱甘肽过氧化物酶4(GPX4)降解。相比之下,环丙沙星增强GPX4的蛋白质稳定性,GPX4是通过抑制脂质过氧化来抑制铁凋亡的关键调节剂。因此,我们的研究证明了环丙沙星的抗铁凋亡作用,强调在PDAC患者中考虑环丙沙星与特异性铁凋亡诱导剂的组合时,仔细考虑的重要性。
    Cancer patients undergoing chemotherapy are susceptible to various bacterial infections, necessitating prompt and precise antimicrobial treatment with antibiotics. Ciprofloxacin is a clinically utilized broad-spectrum antimicrobial agent known for its robust antiseptic activity. While ferroptosis, an oxidative form of cell death, has garnered attention as a promising avenue in cancer therapy, the potential impact of ciprofloxacin on the anticancer effects of ferroptosis remains unclear. This study seeks to investigate the potential influence of antibiotics on ferroptosis in human pancreatic ductal adenocarcinoma (PDAC) cells. Here, we report a previously unrecognized role of ciprofloxacin in inhibiting ferroptosis in human PDAC cells. Mechanistically, ciprofloxacin suppresses erastin-induced endoplasmic reticulum (ER) stress through the activating transcription factor 6 (ATF6) and ER to nucleus signaling 1 (ERN1) pathway. Excessive ER stress activation can trigger glutathione peroxidase 4 (GPX4) degradation through autophagic mechanisms. In contrast, ciprofloxacin enhances the protein stability of GPX4, a crucial regulator that suppresses ferroptosis by inhibiting lipid peroxidation. Thus, our study demonstrates the anti-ferroptotic role of ciprofloxacin, highlighting the importance of careful consideration when contemplating the combination of ciprofloxacin with specific ferroptosis inducers in PDAC patients.
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  • 文章类型: Journal Article
    在这项研究中,确定了最佳的微波辅助溶胶-凝胶合成参数,以获得具有最高比表面积和光催化活性的TiO2纳米颗粒。使用异丙醇钛作为前体来制备TiO2的溶胶(胶体溶液)。使用异丙醇作为溶剂;使用乙酰丙酮作为络合缓和剂;并且使用硝酸作为催化剂。由制备的胶体溶液在微波反应器中在150°C的温度下30分钟和在200°C的温度下10、20和30分钟合成四个二氧化钛样品。通过X射线衍射分析(XRD)和傅立叶变换红外光谱(FTIR)确定了TiO2样品的相组成。使用Brunauer-Emmett-Teller(BET)方法,使用氮吸附/解吸等温线确定比表面积和孔径分布。TiO2样品的带隙能量值通过漫反射光谱(DRS)测定。通过SEM-EDS分析确定Ti和O在TiO2样品中的分布。通过在UV-A光(365nm)下降解环丙沙星(CIP)作为新兴的有机污染物(EOP)来评估所制备的TiO2样品的吸附和光催化活性的影响。将合成的TiO2纳米颗粒的光催化活性的结果与基准DegussaP25TiO2进行比较。确定并分析了吸附和光催化的动力学参数。发现具有最高比表面积的结晶TiO2纳米颗粒,最低的能带隙,光催化降解最高的是在200°C下合成10分钟的样品。结果表明,在200°C下制备的所有TiO2样品对CIP的降解在去除过程中表现出吸附和光催化降解的协同作用。
    In this study, the optimal microwave-assisted sol-gel synthesis parameters for achieving TiO2 nanoparticles with the highest specific surface area and photocatalytic activity were determined. Titanium isopropoxide was used as a precursor to prepare the sol (colloidal solution) of TiO2. Isopropanol was used as a solvent; acetylacetone was used as a complexation moderator; and nitric acid was used as a catalyst. Four samples of titanium dioxide were synthesized from the prepared colloidal solution in a microwave reactor at a temperature of 150 °C for 30 min and at a temperature of 200 °C for 10, 20, and 30 min. The phase composition of the TiO2 samples was determined by X-ray diffraction analysis (XRD) and Fourier-transform infrared spectroscopy (FTIR). Nitrogen adsorption/desorption isotherms were used to determine the specific surface area and pore size distributions using the Brunauer-Emmett-Teller (BET) method. The band-gap energy values of the TiO2 samples were determined by diffuse reflectance spectroscopy (DRS). The distribution of Ti and O in the TiO2 samples was determined by SEM-EDS analysis. The effects of adsorption and photocatalytic activity of the prepared TiO2 samples were evaluated by the degradation of ciprofloxacin (CIP) as an emerging organic pollutant (EOP) under UV-A light (365 nm). The results of the photocatalytic activity of the synthesized TiO2 nanoparticles were compared to the benchmark Degussa P25 TiO2. Kinetic parameters of adsorption and photocatalysis were determined and analyzed. It was found that crystalline TiO2 nanoparticles with the highest specific surface area, the lowest energy band gap, and the highest photocatalytic degradation were the samples synthesized at 200 °C for 10 min. The results indicate that CIP degradation by all TiO2 samples prepared at 200 °C show a synergistic effect of adsorption and photocatalytic degradation in the removal process.
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  • 文章类型: Journal Article
    在这项研究中,RM(红泥)用硫酸酸化,并将酸化的ARM(酸化的赤泥)用作处理含抗生素废水的创新吸附材料。吸附条件,动力学,等温线,热力学,并对环丙沙星对CIP(环丙沙星)的作用机制进行了研究。ARM的表征涉及扫描电子显微镜(SEM)等技术,透射电子显微镜(TEM),Brunauer-Emmett-Teller(BET),X射线衍射(XRD)X射线荧光(XRF),热重分析(TGA),和NH3-TPD分析。吸附研究采用响应面方法(RSM)进行实验设计。结果表明,ARM可以有效吸收CIP。RSM优化实验表明,影响吸附量最显著的模型项是溶液pH,CIP初始浓度,和ARM剂量,在此条件下,预测的最大吸附容量达到7.30mg/g。吸附动力学符合伪二阶模型,虽然平衡数据符合朗缪尔-弗洛伊德利希等温线,产量最大容量值为7.35毫克/克。吸附过程自发发生并吸收热量,由-83.05和-91.50kJ/mol之间的ΔGθ值证明,ΔSθ为281.6J/mol/K,和ΔHθ为0.86kJ/mol。使用衰减全反射傅里叶变换红外光谱(ATR-FTIR)的分析表明,ARM中的Al-O与酯基-COOinCIP之间存在复杂的反应。CIP中的C=O键可能会发生轻微的静电相互作用或与ARM的内部球形表面结合。研究结果表明,ARM是一种有前途的高效吸附剂,可用于去除废水中的CIP。
    In this study, RM (red mud) was acidified with sulfuric acid, and the acidified ARM (acidified red mud) was utilized as an innovative adsorption material for treating antibiotic-containing wastewater. The adsorption conditions, kinetics, isotherms, thermodynamics, and mechanism of ARM for CIP (ciprofloxacin) were investigated. The characterization of the ARM involved techniques such as scanning electron microscopy (SEM), transmission electron microscopy (TEM), Brunauer-Emmett-Teller (BET), X-ray diffraction (XRD), X-ray fluorescence (XRF), thermogravimetric analysis (TGA), and NH3-TPD analysis. Adsorption studies employed a response surface methodology (RSM) for the experimental design. The results showed that ARM can absorb CIP effectively. The RSM optimal experiment indicated that the most significant model terms influencing adsorption capacity were solution pH, CIP initial concentration, and ARM dosage, under which the predicted maximum adsorption capacity achieved 7.30 mg/g. The adsorption kinetics adhered to a pseudo-second-order model, while equilibrium data fitted the Langmuir-Freundlich isotherm, yielding maximum capacity values of 7.35 mg/g. The adsorption process occurred spontaneously and absorbed heat, evidenced by ΔGθ values between -83.05 and -91.50 kJ/mol, ΔSθ at 281.6 J/mol/K, and ΔHθ at 0.86 kJ/mol. Analysis using attenuated total reflection Fourier-transform infrared spectroscopy (ATR-FTIR) indicated a complex reaction between the Al-O in the ARM and the ester group -COO in CIP. The C=O bond in CIP was likely to undergo a slight electrostatic interaction or be bound to the internal spherical surface of the ARM. The findings indicate that ARM is a promising and efficient adsorbent for CIP removal from wastewater.
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  • 文章类型: Journal Article
    淋病奈瑟菌可以通过水平基因转移(HGT)从其他奈瑟菌获得抗菌素耐药性(AMR)。例如亚黄奈瑟氏菌等共生体。食物中低剂量的抗微生物剂可以选择N.subflava中的AMR,然后可以转移到淋病奈瑟菌。在这项研究中,我们的目的是确定能够诱导环丙沙星耐药的环丙沙星的最低浓度(最低选择浓度-MSC)。在这项研究中,在淋球菌(GC)培养基琼脂平板上连续传代,其中环丙沙星的浓度范围为1:100至1:10,000,低于其环丙沙星MIC(0.006µg/mL),持续6天。环丙沙星浓度为MIC的1/100时连续传代6天后,24个菌落出现在含有0.06µg/mL环丙沙星的平板上,对应于淋病奈瑟菌的EUCAST断点。他们的环丙沙星MIC在0.19至0.25微克/毫升之间,全基因组测序显示gyrA基因有一个错义突变T91I,先前已发现可降低对氟喹诺酮类药物的敏感性。N.subflavaMSCdenovo被确定为0.06ng/mL(0.00006µg/mL),比环丙沙星MIC低100倍。这一发现的含义是,在某些环境样品中发现低浓度的氟喹诺酮类药物,比如土壤,河水,甚至我们吃的食物,可以选择亚黄奈瑟菌对环丙沙星的耐药性。
    Neisseria gonorrhoeae can acquire antimicrobial resistance (AMR) through horizontal gene transfer (HGT) from other Neisseria spp. such as commensals like Neisseria subflava. Low doses of antimicrobials in food could select for AMR in N. subflava, which could then be transferred to N. gonorrhoeae. In this study, we aimed to determine the lowest concentration of ciprofloxacin that can induce ciprofloxacin resistance (minimum selection concentration-MSC) in a N. subflava isolate (ID-Co000790/2, a clinical isolate collected from a previous community study conducted at ITM). In this study, Neisseria subflava was serially passaged on gonococcal (GC) medium agar plates containing ciprofloxacin concentrations ranging from 1:100 to 1:10,000 below its ciprofloxacin MIC (0.006 µg/mL) for 6 days. After 6 days of serial passaging at ciprofloxacin concentrations of 1/100th of the MIC, 24 colonies emerged on the plate containing 0.06 µg/mL ciprofloxacin, which corresponds to the EUCAST breakpoint for N. gonorrhoeae. Their ciprofloxacin MICs were between 0.19 to 0.25 µg/mL, and whole genome sequencing revealed a missense mutation T91I in the gyrA gene, which has previously been found to cause reduced susceptibility to fluoroquinolones. The N. subflava MSCde novo was determined to be 0.06 ng/mL (0.00006 µg/mL), which is 100×-fold lower than the ciprofloxacin MIC. The implications of this finding are that the low concentrations of fluoroquinolones found in certain environmental samples, such as soil, river water, and even the food we eat, may be able to select for ciprofloxacin resistance in N. subflava.
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  • 文章类型: Journal Article
    细菌中的抗生素耐药性被认为是导致治疗失败的主要因素。在这项研究中,我们的目的是研究巴勒斯坦幽门螺杆菌对抗生素的耐药性.我们招募了91名消化不良患者,包括49名女性和42名男性。这些参与者接受了食管胃十二指肠镜检查和胃活检。随后对这些活组织检查进行微生物学评估,并测试其对各种抗微生物药物的敏感性。在91名患者中,38例(41.7%)表现出幽门螺杆菌的存在。值得注意的是,环丙沙星对幽门螺杆菌的疗效最高,其次是左氧氟沙星,莫西沙星,和阿莫西林,耐药率为0%,0%,2.6%,和18.4%,分别。相反,甲硝唑和克拉霉素的有效性最低,电阻百分比为100%和47.4%,分别。这项研究的结果强调,巴勒斯坦患者组中的幽门螺杆菌菌株对传统的一线抗生素如克拉霉素和甲硝唑表现出实质性的耐药性。然而,替代药物如氟喹诺酮和阿莫西林仍然是有效的选择.因此,我们建议支持以喹诺酮为基础的幽门螺杆菌感染治疗方案,并在巴勒斯坦人群中采用更明智的抗生素使用方法.
    Antibiotic resistance among bacteria is recognized as the primary factor contributing to the failure of treatment. In this research, our objective was to examine the prevalence of antibiotic resistance in H. pylori bacteria in Palestine. We enlisted 91 individuals suffering from dyspepsia, comprising 49 females and 42 males. These participants underwent esophagogastroduodenoscopy procedures with gastric biopsies. These biopsies were subsequently subjected to microbiological assessments and tested for their susceptibility to various antimicrobial drugs. Among the 91 patients, 38 (41.7%) exhibited the presence of H. pylori. Notably, Ciprofloxacin displayed the highest efficacy against H. pylori, followed by Levofloxacin, Moxifloxacin, and Amoxicillin, with resistance rates of 0%, 0%, 2.6%, and 18.4%, respectively. On the contrary, Metronidazole and Clarithromycin demonstrated the lowest effectiveness, with resistance percentages of 100% and 47.4%, respectively. The outcomes of this investigation emphasize that H. pylori strains within the Palestinian patient group exhibit substantial resistance to conventional first-line antibiotics like clarithromycin and metronidazole. However, alternative agents such as fluoroquinolones and amoxicillin remain efficacious choices. Consequently, we recommend favoring quinolone-based treatment regimens for H. pylori infections and adopting a more judicious approach to antibiotic usage among the Palestinian population.
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  • 文章类型: Journal Article
    姜黄素是一种天然化合物,被认为是安全的,可能具有潜在的健康益处;然而,其稳定性差和水不溶性限制了其治疗应用。不同的策略旨在增加其水溶性。这里,我们测试了化合物PVP-姜黄素作为抗菌光动力疗法(aPDT)的光敏剂,以及其在抗生素药物治疗中作为佐剂的潜力.使用各种PVP-姜黄素浓度(1-200μg/mL)和475nm蓝光(7.5-45J/cm2)对革兰氏阴性大肠杆菌K12和革兰氏阳性链球菌进行aPDT。此外,结果与使用415nm蓝光的aPDT进行比较。通过RT-qPCR分析recA和umuC的基因表达以评估对细菌SOS应答的影响。Further,研究了PVP-姜黄素对环丙沙星的增强作用,以及其防止抗生素耐药性出现的潜力。当用415nm蓝光(2.2J/cm2)和10μg/mL姜黄素照射时,两种细菌菌株均有效还原。使用475nm蓝光,与大肠杆菌K12相比,在头螺旋杆菌炎中具有更高的疗效。PVP-姜黄素降低recA表达,但在增强抗生素治疗或阻碍耐药性发展方面效果有限。PVP-姜黄素证明了作为光敏剂对革兰氏阳性和革兰氏阴性细菌的有效性,但不调节细菌SOS反应。
    Curcumin is a natural compound that is considered safe and may have potential health benefits; however, its poor stability and water insolubility limit its therapeutic applications. Different strategies aim to increase its water solubility. Here, we tested the compound PVP-curcumin as a photosensitizer for antimicrobial photodynamic therapy (aPDT) as well as its potential to act as an adjuvant in antibiotic drug therapy. Gram-negative E. coli K12 and Gram-positive S. capitis were subjected to aPDT using various PVP-curcumin concentrations (1-200 µg/mL) and 475 nm blue light (7.5-45 J/cm2). Additionally, results were compared to aPDT using 415 nm blue light. Gene expression of recA and umuC were analyzed via RT-qPCR to assess effects on the bacterial SOS response. Further, the potentiation of Ciprofloxacin by PVP-curcumin was investigated, as well as its potential to prevent the emergence of antibiotic resistance. Both bacterial strains were efficiently reduced when irradiated with 415 nm blue light (2.2 J/cm2) and 10 µg/mL curcumin. Using 475 nm blue light, bacterial reduction followed a biphasic effect with higher efficacy in S. capitis compared to E. coli K12. PVP-curcumin decreased recA expression but had limited effect regarding enhancing antibiotic treatment or impeding resistance development. PVP-curcumin demonstrated effectiveness as a photosensitizer against both Gram-positive and Gram-negative bacteria but did not modulate the bacterial SOS response.
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  • 文章类型: Journal Article
    抗菌素耐药性(AMR)是一个日益严重的公共卫生危机,需要创新的解决方案。当前的敏感性测试方法限制了我们快速区分抗微生物敏感和耐药生物体的能力。鼠伤寒沙门氏菌(S.鼠伤寒)是导致严重胃肠道疾病和侵袭性疾病的肠道病原体。尽管存在广泛的阻力,环丙沙星仍然是沙门氏菌感染的常用治疗方法,特别是在资源较低的环境中,其中药物是凭经验给出的。这里,我们利用高含量成像技术对纵向暴露于浓度递增的环丙沙星的鼠伤寒沙门氏菌分离株进行深度表型分析.我们将机器学习算法应用于成像数据,并证明单个分离株显示出不同的生长和形态特征,这些特征按时间点和对环丙沙星的敏感性聚集。独立于环丙沙星暴露而发生。使用另一组鼠伤寒沙门氏菌临床分离株,我们发现,机器学习分类器可以准确地预测环丙沙星易感性,而无需暴露于环丙沙星或任何抗性表型的先验知识。这些结果证明了使用具有机器学习算法的高含量成像来预测临床细菌分离株的药物敏感性的原理。该技术可能是了解抗菌剂对细菌细胞的形态学影响以鉴定具有新作用模式的药物的重要工具。
    Antimicrobial resistance (AMR) is a growing public health crisis that requires innovative solutions. Current susceptibility testing approaches limit our ability to rapidly distinguish between antimicrobial-susceptible and -resistant organisms. Salmonella Typhimurium (S. Typhimurium) is an enteric pathogen responsible for severe gastrointestinal illness and invasive disease. Despite widespread resistance, ciprofloxacin remains a common treatment for Salmonella infections, particularly in lower-resource settings, where the drug is given empirically. Here, we exploit high-content imaging to generate deep phenotyping of S. Typhimurium isolates longitudinally exposed to increasing concentrations of ciprofloxacin. We apply machine learning algorithms to the imaging data and demonstrate that individual isolates display distinct growth and morphological characteristics that cluster by time point and susceptibility to ciprofloxacin, which occur independently of ciprofloxacin exposure. Using a further set of S. Typhimurium clinical isolates, we find that machine learning classifiers can accurately predict ciprofloxacin susceptibility without exposure to it or any prior knowledge of resistance phenotype. These results demonstrate the principle of using high-content imaging with machine learning algorithms to predict drug susceptibility of clinical bacterial isolates. This technique may be an important tool in understanding the morphological impact of antimicrobials on the bacterial cell to identify drugs with new modes of action.
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