Biomining

  • 文章类型: Journal Article
    嗜酸氧化亚铁硫杆菌是一种嗜酸性化学自养菌,在生物地球化学铁和硫循环中起着重要作用,并且是铜的工业湿法冶金过程中使用的财团的成员。金属硫化物生物浸出是由三价铁的再生催化,然而,黄铜矿的生物浸出,地球上主要的未开采形式的铜,被表面钝化抑制。这里,我们报告了CRISPR干扰(CRISPRi)的实施,使用无催化活性的Cas12a(dCas12a)在氧化亚铁A中敲低petI和petII操纵子中基因的表达。这些操纵子编码bc1复合蛋白,这些基因的敲低使铁氧化的操纵(增强或抑制)成为可能。petB2基因敲除菌株增强铁氧化,导致黄铁矿和黄铜矿氧化增强,这与生物膜形成减少和矿物表面钝化减少有关。这些发现突出了CRISPRi/dCas12a技术用于工程氧化亚铁酶的实用性,同时揭示了一种操纵和提高生物浸出效率的新策略。
    Acidithiobacillus ferrooxidans is an acidophilic chemolithoautotroph that plays an important role in biogeochemical iron and sulfur cycling and is a member of the consortia used in industrial hydrometallurgical processing of copper. Metal sulfide bioleaching is catalyzed by the regeneration of ferric iron, however, bioleaching of chalcopyrite, the dominant unmined form of copper on Earth, is inhibited by surface passivation. Here, we report the implementation of CRISPR interference (CRISPRi) using the catalytically inactive Cas12a (dCas12a) in A. ferrooxidans to knockdown the expression of genes in the petI and petII operons. These operons encode bc1 complex proteins and knockdown of these genes enabled the manipulation (enhancement or repression) of iron oxidation. The petB2 gene knockdown strain enhanced iron oxidation, leading to enhanced pyrite and chalcopyrite oxidation, which correlated with reduced biofilm formation and decreased surface passivation of the minerals. These findings highlight the utility of CRISPRi/dCas12a technology for engineering A. ferrooxidans while unveiling a new strategy to manipulate and improve bioleaching efficiency.
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  • 文章类型: Journal Article
    使用微藻进行生物处理已成为提取稀土元素(REE)的可持续选择。本研究旨在(I)探索微藻从铝土矿中回收稀土元素的能力,(ii)评估受铝土矿影响的生化功能变化,和(iii)调查操作条件的影响(即,曝气速率,pH值,水力停留时间)到稀土元素恢复。结果表明,在微藻培养中增加铝土矿可增加生物质中的REEs回收率和生化化合物的产生(例如,色素和Ca-MgATP酶)高达10%。铝土矿在微藻培养中的最佳纸浆比例为0.2%至0.6%。普通小球藻是最有前途的,生物质中稀土元素的回收率是其他物种的两倍。微藻生物量中积累的稀土元素随着培养物中pH的增加而减少。这项研究建立了一个平台,使微藻生物培养REE的规模扩大是合理的。
    Biomining using microalgae has emerged as a sustainable option to extract rare earth elements (REEs). This study aims to (i) explore the capability of REEs recovery from bauxite by microalgae, (ii) assess the change of biochemical function affected by bauxite, and (iii) investigate the effects of operating conditions (i.e., aeration rate, pH, hydraulic retention time) to REEs recovery. The results showed that increasing bauxite in microalgae culture increases REEs recovery in biomass and production of biochemical compounds (e.g., pigments and Ca-Mg ATPase enzyme) up to 10 %. The optimum pulp ratio of bauxite in the microalgae culture ranges from 0.2 % to 0.6 %. Chlorella vulgaris was the most promising, with two times higher in REEs recovery in biomass than the other species. REEs accumulated in microalgae biomass decreased with increasing pH in the culture. This study establishes a platform to make the scaling up of REEs biomining by microalgae plausible.
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  • 文章类型: Journal Article
    本研究旨在优化从二次危险源中提取金属,如碱性氧炼钢粉尘(BOS-D)。最初,三批系统方法,包括使用嗜酸氧化亚铁硫杆菌的生物浸出,比较了使用氯化胆碱-乙二醇(ChCl-EG)和组合方法的化学浸出。然后,扩大是通过半连续生物浸出柱系统评估的,在21天内有不同的渗滤液再循环,专注于Y,Ce,Nd,Li,Co,Cu,Zn,Mn,和Al。生物浸出在3天内优于对照实验,证明了氧化亚铁A.的关键作用。以12.5%(w/v)的固体浓度进行的化学浸出在2小时内成功地溶解了50%以上的所有金属。对于稀土元素(REE),生物浸出和混合浸出均优于化学浸出。然而,考虑到工艺持续时间等因素,整体效率,易于提取,化学浸出是最有效的方法。渗滤液回流11天后达到平台期,当使用半连续柱设置时,提取效率为39%。有趣的是,再循环率的变化不会影响提取效率。总的来说,这项研究强调了生物浸出对金属回收的巨大潜力,但也强调需要进一步研究以提高渗透方法和优化的渗透性,特别是在曝气速率等参数中,当过渡到更大规模的系统时。
    This study aimed to optimise metal extraction from secondary hazardous sources, such as basic oxygen steelmaking dust (BOS-D). Initially, three batch systems approaches, including bioleaching using Acidithiobacillus ferrooxidans, chemical leaching using choline chloride-ethylene glycol (ChCl-EG) and a combined approach were compared. Then, scaling up was evaluated through a semi-continuous bioleaching column system with varied leachate recirculation over 21 days, focusing on Y, Ce, Nd, Li, Co, Cu, Zn, Mn, and Al. Bioleaching outperformed the control experiments within 3 days in the batch, demonstrating the key role of A. ferrooxidans. Chemical leaching conducted with a solid concentration of 12.5 % (w/v) successfully dissolved over 50 % of all metals within 2 h. For rare earth elements (REE), both bioleaching and hybrid leaching outperformed chemical leaching. However, considering factors such as process duration, overall efficiency, and ease of extraction, chemical leaching was the most effective method. Leachate recirculation reached a plateau after 11 days, resulting in extraction efficiency of 39 % when semi-continuous column set-up was used. Interestingly, variations in recirculation rates did not influence the extraction efficiency. Overall, this study emphasizes the considerable potential of bioleaching for metal recovery, but also highlights the need for further studies for enhancing permeability for percolation methods and optimisation, particularly in parameters such as aeration rate, when transitioning to larger scale systems.
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  • 文章类型: Journal Article
    红球菌以其显着的抗性特征而闻名,可用于几种生物技术过程,比如生物修复。然而,关于这种菌株对不同金属的行为的知识很少。这项研究旨在研究R.remorypolisATCC4277对黄铜矿和电子废物残留物的行为,以验证对这些残留物中存在的金属的抵抗能力及其在生物沉积过程中的潜在用途。这些测试在搅拌釜生物反应器中进行48小时,在24ºC,pH7.0,使用含有2.5%(v/v)的细菌预培养物的2.0L的总体积。黄铜矿的矿浆密度为5%(w/w),以及搅拌和氧气流速分别设定为250rpm和1.5LO2min-1。另一方面,我们利用浪费的计算机印刷电路板(WPCB),纸浆密度为10%(w/w),以400rpm的速度搅拌,和3.0LO2min-1的氧气流量。发酵后的金属浓度分析显示,R.restarypolisATCC4277能够浸出黄铜矿残留物中存在的约38%的Cu(在〜24小时内),和49.5%的铁,42.3%的Ni,27.4%的铝,WPCB中存在15%的Cu(在~24小时内)。此外,菌株在含有这种金属的环境中存活良好,证明了使用这种细菌进行废物生物处理过程以及使用这些金属进行其他过程的潜力。
    Rhodococcus erythropolis bacterium is known for its remarkable resistance characteristics that can be useful in several biotechnological processes, such as bioremediation. However, there is scarce knowledge concerning the behavior of this strain against different metals. This study sought to investigate the behavior of R. erythropolis ATCC 4277 against the residue of chalcopyrite and e-waste to verify both resistive capacities to the metals present in these residues and their potential use for biomining processes. These tests were carried out in a stirred tank bioreactor for 48 h, at 24ºC, pH 7.0, using a total volume of 2.0 L containing 2.5% (v/v) of a bacterial pre-culture. The pulp density of chalcopyrite was 5% (w/w), and agitation and oxygen flow rates were set to 250 rpm and 1.5 LO2 min-1, respectively. On the other hand, we utilized a waste of computer printed circuit board (WPCB) with a pulp density of 10% (w/w), agitation at 400 rpm, and an oxygen flow rate of 3.0 LO2 min-1. Metal concentration analyses post-fermentation showed that R. erythropolis ATCC 4277 was able to leach about 38% of the Cu present in the chalcopyrite residue (in ~ 24 h), and 49.5% of Fe, 42.3% of Ni, 27.4% of Al, and 15% Cu present in WPCB (in ~ 24 h). In addition, the strain survived well in the environment containing such metals, demonstrating the potential of using this bacterium for waste biomining processes as well as in other processes with these metals.
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  • 文章类型: Journal Article
    40多年来,极端微生物及其产品一直是研究兴趣的主要焦点。在此期间,对这些生物的研究对基础科学和应用科学的许多方面做出了巨大贡献,以及更广泛和更哲学的问题,如生命和天体生物学的起源。我们对细胞适应极端条件(如酸,温度,压力和更多),支撑大分子稳定性的机制,和微妙之处,对极端微生物的研究已经了解了基本生化过程的复杂性和局限性。极端微生物还为生物技术的许多领域贡献了许多产品和工艺,从诊断到生物修复。然而,经过40年的专注研究,在这个领域还有很多有待发现。幸运的是,极端微生物仍然是一个活跃和充满活力的研究领域。在二十一世纪的第三个十年,随着全球资源的减少和人口的稳步增长,世界的注意力越来越紧迫地转向可持续性问题。联合国通过了《2030年可持续发展议程》,并在2015年提出了十七个可持续发展目标(SDGs),将这些全球关切归纳起来。在2030年之前,我们考虑极端微生物所做的贡献,并将在未来,SDG。
    Extremophiles and their products have been a major focus of research interest for over 40 years. Through this period, studies of these organisms have contributed hugely to many aspects of the fundamental and applied sciences, and to wider and more philosophical issues such as the origins of life and astrobiology. Our understanding of the cellular adaptations to extreme conditions (such as acid, temperature, pressure and more), of the mechanisms underpinning the stability of macromolecules, and of the subtleties, complexities and limits of fundamental biochemical processes has been informed by research on extremophiles. Extremophiles have also contributed numerous products and processes to the many fields of biotechnology, from diagnostics to bioremediation. Yet, after 40 years of dedicated research, there remains much to be discovered in this field. Fortunately, extremophiles remain an active and vibrant area of research. In the third decade of the twenty-first century, with decreasing global resources and a steadily increasing human population, the world\'s attention has turned with increasing urgency to issues of sustainability. These global concerns were encapsulated and formalized by the United Nations with the adoption of the 2030 Agenda for Sustainable Development and the presentation of the seventeen Sustainable Development Goals (SDGs) in 2015. In the run-up to 2030, we consider the contributions that extremophiles have made, and will in the future make, to the SDGs.
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  • 文章类型: Journal Article
    已在一些细菌和一个古细菌中研究了附着在多磷酸盐(PolyP)表面的保守组氨酸α-螺旋结构域(CHAD)蛋白。然而,除了与PolyP颗粒的相互作用外,CHAD蛋白的活性尚不清楚。通过使用生物信息学分析,我们报道了几种生物标记嗜酸细菌含有具有高度序列同一性的CHAD蛋白的直向同源物。此外,编码CHAD蛋白的基因与聚磷酸激酶(PPK)的基因相同,负责PolyP合成。特别是,ppk和CHAD基因是高度保守的。用于生物培养的金属菌种和其他嗜酸古细菌也含有CHAD蛋白。这些古细菌在编码具有相同组织的簇的基因中显示出高水平的同一性。这些基因中有chad和ppx。总的来说,生物培养细菌和古细菌都含有较高的PolyP水平,并且对重金属具有很强的抵抗力。因此,这种保守的遗传组织的存在表明与它们的代谢高度相关。以前已经报道结晶的CHAD蛋白含有铜结合位点。基于这些先前的知识,在本报告中,确定所有分析的CHAD蛋白在其结构水平上非常保守.此外,发现缺乏YgiF,一种含有大肠杆菌CHAD的蛋白质,降低该细菌的铜抗性。该表型不仅通过用YgiF转化大肠杆菌,而且通过在其中表达来自嗜酸氧化亚铁硫杆菌的CHAD来补充。有趣的是,其中可能的铜结合位点发生突变的菌株也对金属更敏感。基于这些结果,我们认为CHAD蛋白与微生物的铜抗性有关。这些发现非常有趣,并可能最终改善未来的生物筛查操作。
    Conserved Histidine Alpha-helical Domain (CHAD) proteins attached to the surface of polyphosphate (PolyP) have been studied in some bacteria and one archaeon. However, the activity of CHAD proteins is unknown beyond their interaction with PolyP granules. By using bioinformatic analysis, we report that several species of the biomining acidophilic bacteria contain orthologs of CHAD proteins with high sequence identity. Furthermore, the gene coding for the CHAD protein is in the same genetic context of the enzyme polyphosphate kinase (PPK), which is in charge of PolyP synthesis. Particularly, the group of ppk and CHAD genes is highly conserved. Metallosphaera sedula and other acidophilic archaea used in biomining also contain CHAD proteins. These archaea show high levels of identity in genes coding for a cluster having the same organization. Amongst these genes are chad and ppx. In general, both biomining bacteria and archaea contain high PolyP levels and are highly resistant to heavy metals. Therefore, the presence of this conserved genetic organization suggests a high relevance for their metabolism. It has been formerly reported that a crystallized CHAD protein contains a copper-binding site. Based on this previous knowledge, in the present report, it was determined that all analyzed CHAD proteins are very conserved at their structural level. In addition, it was found that the lack of YgiF, an Escherichia coli CHAD-containing protein, decreases copper resistance in this bacterium. This phenotype was not only complemented by transforming E. coli with YgiF but also by expressing CHAD from Acidithiobacillus ferrooxidans in it. Interestingly, the strains in which the possible copper-binding sites were mutated were also more metal sensitive. Based on these results, we propose that CHAD proteins are involved in copper resistance in microorganisms. These findings are very interesting and may eventually improve biomining operations in the future.
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  • 文章类型: Journal Article
    通过使用微生物将金属转化为可溶性化合物从磷矿石(RPO)中提取金属的过程称为生物采矿。磷是建议从RPO中提取的元素之一。为了了解磷链霉菌的作用,从RPO中分离出12株链霉菌,它们在特定磷酸盐溶解培养基上生长的能力,例如国家植物学研究所的磷酸盐生长琼脂(NBRIP)进行了研究,并选择了具有3cm透明区的最佳菌株。研究了其在RPO浓度从0.01增加到1kgl-1时生长的能力。该菌株表现出良好的生长,所有浓度的细胞外红色色素沉着,但没有明确的区域。在改性液体NBRIP中,然而,0.25kg和1kgl-1RPO两种浓度的链霉菌的生长模式显示出单个球形红色菌落的生长,菌落以某种方式生长并嵌入细RPO颗粒中。这种生长能力可以抵抗32KGy剂量的γ辐射。在生长的3天内,酸性和碱性磷酸酶分别为76.2和67.1μg对硝基苯酚g-1ml-1。RPO分析表明,试验开始时矿石中的%P为16.5%,链霉菌生物处理后,这一百分比下降到8.4%,分解率为50.7%。这项研究,根据我们的知识,是第一个在实验室中研究链霉菌在磷矿石开采中的效率,即使在高浓度下,并检查辐射作为防腐剂在增加这种效率中的作用。
    The process of extracting metals from rock phosphate ore (RPO) by using microorganisms to convert them into soluble compounds is called biomining. Phosphorus is one of the elements proposed to be extracted from RPO. To understand the role of Streptomyces phospholyticus, 12 isolates of Streptomyces were isolated from RPO, their ability to grow on specific phosphate solubilization medium e.g., National Botanical Research Institute\'s phosphate growth agar (NBRIP) was studied, and the best strain with a 3 cm clear zone was selected. Its ability to grow at increasing RPO concentrations from 0.01 to 1 kgl-1 was investigated. This strain showed good growth, with extracellular red pigmentation for all concentrations, but no clear zone. In the modified liquid NBRIP, however, the Streptomyces growth patterns of the two concentrations of 0.25 kg and 1 kgl-1 RPO showed growth of single spherical red colonies with rhizoids on the surface, the colonies somehow grew and became embedded in the fine RPO granules. This ability to grow can resist gamma irradiation with a dose of 32 KGy. Within 3 days of growth, acidic and alkaline phosphatase were 76.2 and 67.1 μg p-nitrophenol g-1 ml-1, respectively. The RPO analysis showed that the %P in the ore was 16.5% at the beginning of the experiment, and after Streptomyces biotreatment, this percentage decreased to 8.4%, with a decomposition rate of 50.7%. This study, to our knowledge, is the first to investigate the efficiency of Streptomyces in mining phosphate rock ore in the laboratory, even at high concentrations, and to examine the role of irradiation as a preservative in increasing this efficiency.
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  • 文章类型: Journal Article
    随着全球对稀土元素(REE)的需求持续增长,稀土元素的生物回收已被探索为一种有希望的策略,受潜在经济和环境效益的驱动。众所周知,钙结合域,包括螺旋-环-螺旋EF手和毒素重复序列(RTX)域,由于其相似的离子半径和与钙的配位偏好,可以结合镧系元素离子。最近,据报道,来自Methylorubrumextorquens的lanmodulin蛋白,它对钙上的镧系元素离子产生了很高的亲和力。嗜酸氧化亚铁硫杆菌是一种化学自养嗜酸菌,已探索用于生物浸出以回收金属。在这份报告中,将氧化亚铁A.工程改造用于重组细胞内表达羊脂调蛋白。此外,来自百日咳杆菌腺苷酸环化酶蛋白的RTX结构域,先前已显示为结合Tb3+,通过与内源性叶枯素蛋白融合在外周表达。镧系元素(Tb3+,Pr3+,Nd3+,和La3)在纯金属溶液和混合金属溶液中,表达羊膜调素的细胞提高了4倍,表达RTX结构域的细胞提高了13倍。有趣的是,生长培养基中镧系元素的存在增强了蛋白质表达,可能是通过影响蛋白质的稳定性。两种工程化细胞系对四种测试的镧系元素(Tb3,Pr3+,Nd3+,和La3)在合成磁铁渗滤液中的非稀土元素(Fe2和Co2)上,展示了这些新菌株未来稀土回收和回收应用的潜力。
    As global demands for rare-earth elements (REEs) continue to grow, the biological recovery of REEs has been explored as a promising strategy, driven by potential economic and environmental benefits. It is known that calcium-binding domains, including helix-loop-helix EF hands and repeats-in-toxin (RTX) domains, can bind lanthanide ions due to their similar ionic radii and coordination preference to calcium. Recently, the lanmodulin protein from Methylorubrum extorquens was reported, which has evolved a high affinity for lanthanide ions over calcium. Acidithiobacillus ferrooxidans is a chemolithoautotrophic acidophile, which has been explored for use in bioleaching for metal recovery. In this report, A. ferrooxidans was engineered for the recombinant intracellular expression of lanmodulin. In addition, an RTX domain from the adenylate cyclase protein of Bordetella pertussis, which has previously been shown to bind Tb3+, was expressed periplasmically via fusion with the endogenous rusticyanin protein. The binding of lanthanides (Tb3+, Pr3+, Nd3+, and La3+) was improved by up to 4-fold for cells expressing lanmodulin and 13-fold for cells expressing the RTX domains in both pure and mixed metal solutions. Interestingly, the presence of lanthanides in the growth media enhanced protein expression, likely by influencing protein stability. Both engineered cell lines exhibited higher recoveries and selectivities for four tested lanthanides (Tb3+, Pr3+, Nd3+, and La3+) over non-REEs (Fe2+ and Co2+) in a synthetic magnet leachate, demonstrating the potential of these new strains for future REE reclamation and recycling applications.
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  • 文章类型: Journal Article
    稀土元素(REE)对先进制造业至关重要(例如,可再生能源,军事装备,电动汽车);因此,从低品位资源中回收稀土对于满足其不断增长的需求变得越来越重要。根据特定的采矿地点,它的地质条件,和社会人口统计背景,采矿废物已被确定为各种浓度和丰度的稀土元素的来源。钇,铈,钕是采矿废物流中最常见的稀土元素(50至300μg/L)。由于减少了对环境的影响,生物质开采已成为稀土元素恢复的可行选择。与传统的回收方法相比,资本投资减少了。本文旨在回顾(I)采矿废物作为低品位稀土资源的特征,(Ii)REEs回收生物采矿技术的关键操作原则,(iii)操作条件和基质对REE回收的影响,和(四)通过生物采矿技术恢复稀土元素的可持续性。在这篇综述中,将研究六种类型的生物采矿:生物浸出,生物武器收集,生物吸附,生物蓄积性,生物沉淀和生物浮选。基于SWOT分析和技术经济评估(TEA),已发现生物采矿技术在从低品位来源中回收稀土元素方面是有效和高效的。通过茶,粉煤灰已被证明是采矿废物流中利润最高的。
    Rare earth elements (REEs) are essential for advanced manufacturing (e.g., renewable energy, military equipment, electric vehicles); hence, the recovery of REEs from low-grade resources has become increasingly important to address their growing demand. Depending on specific mining sites, its geological conditions, and sociodemographic backgrounds, mining waste has been identified as a source of REEs in various concentrations and abundance. Yttrium, cerium, and neodymium are the most common REEs in mining waste streams (50 to 300 μg/L). Biomining has emerged as a viable option for REEs recovery due to its reduced environmental impact, along with reduced capital investment compared to traditional recovery methods. This paper aims to review (i) the characteristics of mining waste as a low-grade REEs resource, (ii) the key operating principles of biomining technologies for REEs recovery, (iii) the effects of operating conditions and matrix on REEs recovery, and (iv) the sustainability of REEs recovery through biomining technologies. Six types of biomining will be examined in this review: bioleaching, bioweathering, biosorption, bioaccumulation, bioprecipitation and bioflotation. Based on a SWOT analyses and techno-economic assessments (TEA), biomining technologies have been found to be effective and efficient in recovering REEs from low-grade sources. Through TEA, coal ash has been shown to return the highest profit amongst mining waste streams.
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  • 文章类型: Journal Article
    极端嗜酸菌在酸性环境中茁壮成长,面对众多挑战,并在新陈代谢中表现出非凡的适应性,以应对不断变化的环境波动,包括温度的变化,pH值,以及电子受体和供体的可用性。Thidithiobacillia类成员的存活和增殖依赖于与基本生理性状相关的转录调节系统的部署。对这些转录调控系统的研究为关键过程提供了宝贵的见解,如能量代谢和营养同化,以及它们如何整合到主要的遗传代谢回路中。在这项研究中,我们检查了43个酸性硫杆菌完整和草案基因组的转录调控库和潜在的相互作用,包括九个物种。探讨转录因子(TFs)及其DNA结合位点(DBSs)的功能和多样性,我们进行了全基因组比较分析,这使我们能够在Thidithiobacillia的代表中识别这些调节元件。我们将TFs分为基因家族,并比较了它们在所有代表中的发生,揭示整个班级的保护模式。我们的结果确定了几种途径的保守调节因子,包括铁和硫的氧化,能源获取的主要途径,提供了新的证据,可行的调节相互作用和分支特异性保守性的嗜酸杆菌。我们对TFs和DBS的鉴定不仅证实了所选物种的现有实验信息,而且还为实验验证引入了新的候选物。此外,这些有前途的候选人有可能进一步扩展到班级内的新代表。
    Extreme acidophiles thrive in acidic environments, confront a multitude of challenges, and demonstrate remarkable adaptability in their metabolism to cope with the ever-changing environmental fluctuations, which encompass variations in temperature, pH levels, and the availability of electron acceptors and donors. The survival and proliferation of members within the Acidithiobacillia class rely on the deployment of transcriptional regulatory systems linked to essential physiological traits. The study of these transcriptional regulatory systems provides valuable insights into critical processes, such as energy metabolism and nutrient assimilation, and how they integrate into major genetic-metabolic circuits. In this study, we examined the transcriptional regulatory repertoires and potential interactions of forty-three Acidithiobacillia complete and draft genomes, encompassing nine species. To investigate the function and diversity of Transcription Factors (TFs) and their DNA Binding Sites (DBSs), we conducted a genome-wide comparative analysis, which allowed us to identify these regulatory elements in representatives of Acidithiobacillia. We classified TFs into gene families and compared their occurrence among all representatives, revealing conservation patterns across the class. The results identified conserved regulators for several pathways, including iron and sulfur oxidation, the main pathways for energy acquisition, providing new evidence for viable regulatory interactions and branch-specific conservation in Acidithiobacillia. The identification of TFs and DBSs not only corroborates existing experimental information for selected species, but also introduces novel candidates for experimental validation. Moreover, these promising candidates have the potential for further extension to new representatives within the class.
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