EFFECTS OF AM FUNGI AND WATER STRESS ON DROUGHT RESISTANCE OF ARTEMISIA ORDOSICA IN DIFFERENT SOILS

 利用两种不同土壤研究了水分胁迫和接种AM真菌(摩西球囊霉(Glomus mosseae)和油蒿(Artemisia ordosica)根际土著AM真菌)对毛乌素沙地重要演替物种油蒿生长和抗旱性的影响。结果表明, 两种土壤中水分胁迫没有显著影响油蒿的植株形态和含水量, 但严重抑制了菌根侵染率。水分胁迫促使油蒿提高叶片保水能力, 抑制N、P在地上部的分配。在胁迫前期SOD活性较高, 而POD活性在后期较高。同一水分条件下接种AM真菌显著提高了AM真菌侵染率, 土壤中孢子数显著增多, 提高了植株分枝数并促进侧根发育, 显著提高根冠比和植株保水能力, 加强了根系对全磷、全氮的吸收。接种AM真菌的植株可溶性糖和丙二醛含量较低, 可溶性蛋白含量无显著变化, SOD和POD活性提高, 油蒿抗旱性加强。水分胁迫下在不同土壤中接种不同AM真菌对油蒿的促进效应差异较大, 接种土著AM真菌的效果优于摩西球囊霉单一接种。干旱导致菌根侵染率下降是宿主植物吸水能力下降的原因之一, 在植物生长前期接种AM真菌可以增强植物抵抗生长中后期环境干旱的能力。     

菌根真菌与植物抗逆性研究进展

菌根真菌与逆境的互作及其对植物抗逆性的影响,一直是菌根学领域研究的重点内容之一而备受关注。针对不同类型菌根真菌缓解不同逆境胁迫的作用,国内外已有大量研究报告及述评,而综合、全面、系统的综述尚不多见。本文总结了最近几年如下研究:菌根真菌对植物非生物胁迫(干旱、水涝、高温、低温、盐害、金属与准金属毒害、有毒有机物毒害、雾害、强辐射伤害与机械损伤等)与生物胁迫(土壤微生物群落结构与功能紊乱导致的连作障碍、病害、虫害、草害与外来植物入侵等)抗性的影响;菌根真菌与其他生物协同或与非生物因子联合提高植物抗逆性的效应;菌根真菌与其他生物协同或与非生物因子联合分解有毒物质、改善土壤肥力、修复污染与退化生境的效应。文中探讨了菌根真菌提高植物抗逆性和修复污染退化土壤作用的分子机制;分析了当前该领域研究存在的不足与今后研究的方向,以期为促进该领域研究和绿色修复技术研发提供可借鉴的思路。     

AM真菌对紫花苜蓿茎点霉叶斑病及豌豆蚜为害的影响

苜蓿茎点霉(Phoma medicaginis)叶斑病和豌豆蚜(Acyrthosiphon pisum)是紫花苜蓿(Medicago sativa)生产中重要的病虫害,在自然条件下常混合发生。本研究以紫花苜蓿为植物材料,探究接种AM真菌后,紫花苜蓿被苜蓿茎点霉侵染时,植物自身的防御机制,以及对后续豌豆蚜为害的影响,以期明确AM真菌对其调控机制。结果表明:AM真菌可显著降低植株茎点霉叶斑病病情指数(P<0.05);AM真菌促进了紫花苜蓿生长(P<0.05),改变了植株抗氧化酶(超氧化物歧化酶(SOD)和过氧化氢酶(CAT))活性以及植物激素信号物质(水杨酸(SA))含量(P<0.05);病原菌侵染会诱导植物抗氧化防御系统活性增强,包括过氧化物酶(POD)、SOD、CAT和多酚氧化酶(PPO)(P<0.05),从而增加植物对后续虫害的抗性;AM真菌在植物受到病原菌胁迫时会发挥积极作用,显著提高植株的SOD和CAT活性(P<0.05),有效抑制病原菌侵染对植株造成的危害;而蚜虫为害则进一步加重了植物受到的损害,抑制了AM真菌对植物抗病性的正向调控。研究结果对于利用AM真菌促进紫花苜蓿生长、提高植物抗逆性具有积极的实践和理论意义。     

不同强度盐胁迫下AM真菌对羊草生长的影响

不同浓度NaCl盐处理下,AM真菌对羊草(Leymus chinensis)的侵染能力和对植物生长的影响,从植物形态和离子含量角度探讨了AM真菌提高羊草耐盐性的作用机理。结果表明,在高盐胁迫下,AM真菌显著降低了盐胁迫效应,提高了羊草生物量,菌根效应明显。菌根化羊草的根茎比显著增加,并且N、P浓度较高,Na~+和Cl~-离子浓度较低,表明AM真菌即促进羊草对营养元素的吸收,又减少了离子毒害。菌根化羊草的Ca~(2+)和K~+离子浓度,以及P/Na~+和K~+/Na~+比高于非菌根化羊草,表明AM真菌可通过调节渗透势以避免或减缓盐胁迫造成的生理缺水。随着盐胁迫的增加,菌根化羊草对磷的依赖性逐渐转换为对钾的依赖性。研究结果有助于揭示AM真菌提高植物耐盐能力的作用机理,并对应用菌根技术修复盐化草地具有理论指导意义。     

AM真菌对紫花苜蓿茎点霉叶斑病及豌豆蚜为害的影响

苜蓿茎点霉(Phoma medicaginis)叶斑病和豌豆蚜(Acyrthosiphon pisum)是紫花苜蓿(Medicago sativa)生产中重要的病虫害,在自然条件下常混合发生。本研究以紫花苜蓿为植物材料,探究接种AM真菌后,紫花苜蓿被苜蓿茎点霉侵染时,植物自身的防御机制,以及对后续豌豆蚜为害的影响,以期明确AM真菌对其调控机制。结果表明:AM真菌可显著降低植株茎点霉叶斑病病情指数(P0.05); AM真菌促进了紫花苜蓿生长(P0.05),改变了植株抗氧化酶(超氧化物歧化酶(SOD)和过氧化氢酶(CAT))活性以及植物激素信号物质(水杨酸(SA))含量(P0.05);病原菌侵染会诱导植物抗氧化防御系统活性增强,包括过氧化物酶(POD)、SOD、CAT和多酚氧化酶(PPO)(P0.05),从而增加植物对后续虫害的抗性; AM真菌在植物受到病原菌胁迫时会发挥积极作用,显著提高植株的SOD和CAT活性(P0.05),有效抑制病原菌侵染对植株造成的危害;而蚜虫为害则进一步加重了植物受到的损害,抑制了AM真菌对植物抗病性的正向调控。研究结果对于利用AM真菌促进紫花苜蓿生长、提高植物抗逆性具有积极的实践和理论意义。     

Arbuscular mycorrhizal fungi protect a subtropical tree species exposed to simulated acid rain by accelerating photosynthetic ability,antioxidant enzymes and osmolyte accumulation

丛枝菌根真菌对其宿主光合能力、抗氧化酶和渗透物质积累的促进作用 及其抗酸雨机制的探讨 酸雨在中国南方发生频繁,对亚热带树种生长具有明显抑制作用。以往研究表明,丛枝菌根真菌(AM真菌)可以缓解酸雨对宿主植物的胁迫效应。榉树(Zelkova serrata)为中国南方主要经济树种之一,其如何与共生AM真菌协同、增强其抗酸雨胁迫的能力是本项研究所要探讨的关键科学问题。通过温室控制实验,将榉树幼苗随机接受4个水平的AM真菌接种处理(接种灭菌菌种;单独接种Rhizophagus intraradices;单独接种Diversispora versiformis;接种这两种菌种的混合菌种)和3个pH水平(pH2.5、pH4.0和pH5.6)的硫酸型酸雨和硝酸型酸雨处理组成的12个处理组合,同时测定其生长、光合性能、抗氧化酶、渗透调节和土壤酶的响应格局。研究发现酸雨处理显著降低了非菌根榉树幼苗的总干重、总叶绿素含量、叶片净光合速率和可溶性蛋白的含量;接种AM真菌,特别是接种混合菌种,显著提高了强酸胁迫下榉树幼苗的总干重、光合性能、丙二醛、过氧化物酶、超氧化物歧化酶、可溶性蛋白和根系酸性磷酸酶活性。此外,菌根效应依赖于AM真菌的种类和酸胁迫的梯度。本研究 结果表明,AM真菌对榉树幼苗抗酸胁迫的调控作用主要源于调节宿主植株光合能力、抗氧化酶和渗透物质的积累。榉树与其共生AM真菌在应对酸胁迫上协同机制的解析为该树种在中国南方酸雨区的栽培提供理论基础、具有重要的实践指导意义。     

干旱条件下AM真菌对植物生长和土壤水稳定性团聚体的影响

采用分室培养系统,模拟正常水分和干旱胁迫两种环境条件,探讨不同丛枝菌根真菌(arbuscular mycorrhizal fungi,AMF)对紫花苜蓿(Medicago sativa L.)生长和土壤水稳性团聚体的影响.试验条件下,Glomus intraradices对苜蓿根系的侵染率均显著高于Acaulospora scrobiculata和Diversispora spurcum接种处理.正常水分条件下,供试AM真菌均能显著提高植株生物量及磷浓度.干旱胁迫显著抑制了植株生长和菌根共生体发育,总体上菌根共生体对植株生长没有明显影响,接种D.spurcum甚至趋于降低植株生物量;同时,仅有G.intraradices显著提高了植株磷浓度.AM真菌主要影响到＞2mm的水稳性团聚体数量,以G.intraradices作用效果最为显著.在菌丝室中,G.intraradices显著提高了总球囊霉素含量.研究表明AM真菌对土壤大团聚体形成具有积极作用,而菌根效应因土壤水分条件和不同菌种而异,干旱胁迫下仅有G.intraradices对土壤结构和植物生长表现出显著积极作用.在应用菌根技术治理退化土壤时,需要选用抗逆性强共生效率高的菌株,对于不同AM真菌抗逆性差异的生物学与遗传学基础尚需进一步研究.     

丛枝菌根结构与功能研究进展

丛枝菌根(arbuscular mycorrhiza,AM)是陆地生态系统中分布最广泛、最重要的互惠共生体之一,对提高植物抗逆性、修复污染生境、保持生态系统稳定与可持续生产力的作用显著.AM结构特征是判断菌根形成的主要指标,与其功能密切相关.本文总结了AM丛枝结构、泡囊结构、菌丝结构和侵入点结构等发育特征;分析了A型丛枝结构、P型丛枝结构、泡囊结构和根外菌丝结构与促进寄主植物养分吸收和生长、提高植物抗旱性、耐涝性、耐盐性、抗高温、拮抗病原物、提高植物抗病性、抗重金属毒性、分解有毒有机物、修复污染与退化土壤等功能的关系,及其所发挥的重要作用;探讨了影响AM结构与功能的因子,以及基于AM不同结构所发挥功能的作用机制.旨在为系统研究AM真菌发育特征、AM真菌效能机制,以及评价和筛选AM真菌高效菌种提供依据.     

水分胁迫下AM真菌对沙打旺生长和抗旱性的影响

利用盆栽试验研究了水分胁迫条件下接种AM真菌对优良牧草和固沙植物沙打旺(Astragalus adsurgens Pall.)生长和抗旱性的影响。在土壤相对含水量为70%、50%和30%条件下,分别接种摩西球囊霉(Glomus mosseae)和沙打旺根际土著菌,不接种处理作为对照。结果表明,水分胁迫显著降低了沙打旺植株(无论接种AM真菌与否)的株高、分枝数、地上部干重和地下部干重,并显著提高了土著AM真菌的侵染率,对摩西球囊霉的侵染率无显著影响。接种AM真菌可以促进沙打旺生长和提高植株抗旱性,但促进效应因土壤含水量和菌种不同而存在差异。不同水分条件下,接种AM真菌显著提高了植株菌根侵染率、根系活力、地下部全N含量和叶片CAT活性。土壤相对含水量为30%和50%时,接种株地上部全N、叶片叶绿素、可溶性蛋白、脯氨酸含量和POD活性显著高于未接种株;接种AM真菌显著降低了叶片MDA含量;接种土著AM真菌的植株株高、分枝数、地上部和地下部干重显著高于未接种株。土壤相对含水量为30%时,接种AM真菌显著增加了地上部全P含量和叶片相对含水量;接种摩西球囊霉的植株株高、分枝数、地上部和地下部干重显著高于未接种株。水分胁迫40d,接种AM真菌显著提高了叶片可溶性糖含量。水分胁迫80d,接种株叶片SOD活性显著增加。菌根依赖性随水分胁迫程度增加而提高。沙打旺根际土著菌接种效果优于摩西球囊霉。水分胁迫和AM真菌的交互作用对分枝数、菌根侵染率、叶片SOD、CAT和POD活性、叶绿素、脯氨酸、可溶性蛋白、地上部全N和全P、地下部全N和根系活力有极显著影响,对叶片丙二醛和地下部全P有显著影响。AM真菌促进根系对土壤水分和矿质营养的吸收,改善植物生理代谢活动,从而提高沙打旺抗旱性,促进其生长。试验结果为筛选优良抗旱菌种,充分利用AM真菌资源促进荒漠植物生长和植被恢复提供了依据。     

AM 真菌影响三叶草根系抗氧化酶活性的系统效应

本文对三叶草接种AM 真菌根内球囊霉, 用盆栽试验和分根试验测定根系的菌根侵染率和抗氧化酶活性, 研究AM 真菌对根系抗氧化酶活性的影响以及该影响的系统性。结果表明, 盆栽试验中接种根内球囊霉显著提高了根系中SOD、POD、CAT 的活性, 表明AM 真菌可以促进根系的抗氧化酶活性; 分根试验中一半根系接种了根内球囊霉的植株, 其另一半未接种的根系SOD、POD 活性也增加, 表明AM 真菌对根系抗氧化酶系统的促进具有系统效应。由于抗氧化酶系统是植物产生抗逆性的生理生化基础, 可以推测, AM 真菌对根系抗氧化酶活性的系统性提高有助于保护根系整体, 而非仅仅保护受侵染根段。     

AM真菌在植物病虫害生物防治中的作用机制

丛枝菌根(Arbuscular Mycorrhizae,AM)真菌是一类广泛分布于土壤生态系统中的有益微生物,能与大约80%的陆生高等植物形成共生体。由土传病原物侵染引起的土传病害被植物病理学界认定为最难防治的病害之一。研究表明,AM真菌能够拮抗由真菌、线虫、细菌等病原体引起的土传性植物病害,诱导宿主植物增强对病虫害的耐/抗病性。当前,利用AM真菌开展病虫害的生物防治已经引起生态学家和植物病理学家的广泛关注。基于此,围绕AM真菌在植物病虫害生物防治中的最新研究进展,从AM真菌改变植物根系形态结构、调节次生代谢产物的合成、改善植物根际微环境、与病原微生物直接竞争入侵位点和营养分配、诱导植株体内抗病防御体系的形成等角度,探究AM真菌在植物病虫害防治中的作用机理,以期为利用AM真菌开展植物病虫害的生物防治提供理论依据,并对本领域未来的发展方向和应用前景进行展望。     

AM fungi root colonization increases the production of essential isoprenoids vs. nonessential isoprenoids especially under drought stress conditions or after jasmonic acid application

Previous studies have shown that root colonization by arbuscular mycorrhiza (AM) fungi enhances plant resistance to abiotic and biotic stressors and finally plant growth. However, little is known about the effect of AM on isoprenoid foliar and root content. In this study we tested whether the AM symbiosis affects carbon resource allocation to different classes of isoprenoids such as the volatile nonessential isoprenoids (monoterpenes and sesquiterpenes) and the non-volatile essential isoprenoids (abscisic acid, chlorophylls and carotenoids). By subjecting the plants to stressors such as drought and to exogenous application of JA, we wanted to test their interaction with AM symbiosis in conditions where isoprenoids usually play a role in resistance to stress and in plant defence. Root colonization by AM fungi favoured the leaf production of essential isoprenoids rather than nonessential ones, especially under drought stress conditions or after JA application. The increased carbon demand brought on by AM fungi might thus influence not only the amount of carbon allocated to isoprenoids, but also the carbon partitioning between the different classes of isoprenoids, thus explaining the not previously shown decrease of root volatile isoprenoids in AM plants. We propose that since AM fungi are a nutrient source for the plant, other carbon sinks normally necessary to increase nutrient uptake can be avoided and therefore the plant can devote more resources to synthesize essential isoprenoids for plant growth.     

Mycorrhizal symbiosis and response of sorghum plants to combined drought and salinity stresses

Arbuscular mycorrhizal (AM) symbiosis can confer increased host resistance to drought stress, although the effect is unpredictable. Since AM symbiosis also frequently increases host resistance to salinity stress, and since drought and salinity stress are often linked in drying soils, we speculated that the AM influence on plant drought response may be partially the result of AM influence on salinity stress. We tested the hypothesis that AM-induced effects on drought responses would be more pronounced when plants of comparable size are exposed to drought in salinized soils. In two greenhouse experiments, several water relations characteristics were measured in sorghum plants colonized by Glomus intraradices (Gi), Gigaspora margarita (Gm) or a mixture of AM species, during a sustained drought following exposure to salinity treatments (NaCl stress, osmotic stress via concentrated macronutrients, or soil leaching). The presence of excess salt in soils widened the difference in drought responses between AM and nonAM plants in just two instances. Days required for plants to reach stomatal closure were similar for Gi and nonAM plants exposed to drought alone, but with exposure to combined NaCl and drought stress, stomates of Gi plants remained open 17-22% longer than in nonAM plants. Promotion of stomatal conductance by Gm occurred with exposure to NaCl/drought stress but not with drought alone or with soil leaching before drought. In other instances, however, the addition of salt tended to nullify an AM-induced change in drought response. Our findings confirm that AM fungi can alter host response to drought but do not lend much support to the idea that AM-induced salt resistance might help explain why AM plants can be more resilient to drought stress than their nonAM counterparts.     

The role of arbuscular mycorrhizas in decreasing aluminium phytotoxicity in acidic soils: a review

Soil acidity is an impediment to agricultural production on a significant portion of arable land worldwide. Low productivity of these soils is mainly due to nutrient limitation and the presence of high levels of aluminium (Al), which causes deleterious effects on plant physiology and growth. In response to acidic soil stress, plants have evolved various mechanisms to tolerate high concentrations of Al in the soil solution. These strategies for Al detoxification include mechanisms that reduce the activity of Al³⁺ and its toxicity, either externally through exudation of Al-chelating compounds such as organic acids into the rhizosphere or internally through the accumulation of Al–organic acid complexes sequestered within plant cells. Additionally, root colonization by symbiotic arbuscular mycorrhizal (AM) fungi increases plant resistance to acidity and phytotoxic levels of Al in the soil environment. In this review, the role of the AM symbiosis in increasing the Al resistance of plants in natural and agricultural ecosystems under phytotoxic conditions of Al is discussed. Mechanisms of Al resistance induced by AM fungi in host plants and variation in resistance among AM fungi that contribute to detoxifying Al in the rhizosphere environment are considered with respect to altering Al bioavailability.     

盐胁迫下丛枝菌根真菌对玉米水分和养分状况的影响

在ＮａＣｌ胁迫下无论接种ＡＭ真菌与否玉米植株生物产量均减少,但不接种处理的减少幅度比较种处理的高１０个百分点左右,盐胁迫下接种ＡＭ真菌的玉米根系和地上部的干重、叶片水热均高于不接种处理、叶片脯氨酸含量低于不接种处理,在盐胁迫下真菌菌丝对玉米植株营养的贡献由４５．３％降为４２．６％,ＡＭ真菌对植株生长的效应反而由３０．９％提高到６３．５％,说明ＡＭ真菌主米耐盐性的机理与改善植株的水分状况和Ｐ营养状况     

Variation in aluminum resistance among arbuscular mycorrhizal fungi

Arbuscular mycorrhizal (AM) fungi mediate interactions between plants and soils, and are important where nutrient or metal concentrations limit plant growth. Variation in fungal response to edaphic conditions may influence the effectiveness of the plant-mycorrhizal association in some soil environments. Andropogon virginicus (broomsedge) colonizes disturbed sites in the eastern United States, including acidic mine soils where aluminum (Al) is phytotoxic, and Al resistance in broomsedge has been associated with colonization by the AM fungus Glomus clarum. In the present study, inter- and intra-specific variation to confer Al resistance to broomsedge was assessed among selected species of AM fungi. Broomsedge seeds were grown in sand culture inoculated with one of five isolates of three species of fungi (G. clarum, Acaulospora morrowiae, and Scutellospora heterogama). Plants were exposed to 0 or 400 µM Al in nutrient solution and harvested after 4 or 9 weeks of growth. Mean infection percentage, plant biomass, and plant tissue Al and phosphorus (P) concentrations were measured. G. clarum conferred the greatest Al resistance to broomsedge, with the lowest variability among isolates for colonization and growth inhibition by Al [tolerance indices (TI) between 22.4 and 92.7%]. Broomsedge plants colonized by A. morrowiae were consistently the most sensitive to Al, with little variation among isolates (TI between 1.6 and 12.1%). Al resistance by S. heterogama isolates was intermediate and wide-ranging (TI between 3.9 and 40.0%). Across all AM fungal isolates, resistance was associated with high rates of colonization and low tissue Al concentrations of broomsedge plants. The functional diversity in Al resistance displayed by these AM fungi reflect variation in acclimation mechanisms operating in the mycorrhizal symbiosis under environmental stress.     

AM真菌在有机农业发展中的机遇

在农田生态系统中,许多农作物均为丛枝菌根(AM)真菌的优良宿主植物,当AM真菌与这些宿主植物建立共生关系之后,AM真菌的存在有益于宿主植物的生长。然而,传统农业耕作模式中化学肥料和农药的施用、耕作制度的不断调整和非宿主植物的种植等都不利于AM真菌的建植。有机农业生态系统排除了化学肥料和农药的施用,减少了对AM真菌生长不利的因素,促进了土壤中AM真菌数量的增加和群落多样性的提高。同时,AM真菌可以通过多种方式改善土壤物理结构、提高农作物对干旱胁迫的耐受能力以及宿主植物对病虫害的抗性/耐性、抑制杂草生长、促进营养物质的吸收,进而提高植物的生长和改善产品的品质。基于此,围绕AM真菌在有机农业发展中的生态学功能展开论述,分析当前有机农业生态系统存在的问题,探讨利用AM真菌发展有机农业的可行性及其发展的机遇,以期促进AM真菌在有机农业发展中的应用。     

AM真菌与非菌根植物的相互作用关系

丛枝菌根(AM)真菌作为一类在全球分布广泛的土壤微生物,能够与陆地上大多数的维管植物形成专性共生关系,对于植物营养吸收和生态系统功能具有重要作用.而较少量的维管植物如苋科、黎科、石竹科、十字花科等植物被认为是非菌根植物.目前,对于这些非菌根植物与AM真菌之间的相互作用关系研究少且分散,缺乏系统总结.本文综述了非菌根植物的类型以及低侵染的原因,邻体植物形成的菌丝网络对AM真菌侵染非菌根植物的影响,并探讨AM真菌和非菌根植物之间可能存在的相互作用,以及植物-AM真菌之间的物质交换及可能存在的生态功能,旨在为进一步发挥非菌根植物在脆弱生态系统的功能潜力提供新思路.     

The impact of arbuscular mycorrhizal fungi on plant growth following herbivory: A search for pattern

Arbuscular mycorrhizal (AM) fungi can facilitate nutrient uptake and increase host plant growth but also place constraints on the host's carbon budget. When plants are stressed by herbivory the net effect of the symbiosis may be altered tolerance. Individual experiments manipulating AM fungi and herbivory have demonstrated increased, decreased, and no effect on tolerance but patterns with respect to plant, herbivore, or fungus characteristics have not emerged. Meta-analysis of published results from factorial experiments was used to describe the size of the effects of herbivory and of AM fungi on host growth when factors such as cause of damage, inoculum, and host characteristics are considered, and to determine whether AM fungi alter the effects of herbivory. Also, the correlation between the effect of AM fungi on tolerance and resistance was tested with data from studies that examined insect performance. Herbivory strongly and consistently reduced shoot and root growth, especially in perennial plants and crops. AM fungi increased shoot growth of perennials but not annuals, and when insects caused damage but not when artificial defoliation was applied. Root growth was consistently greater with AM fungi. The interaction of AM fungi and herbivory, which indicates whether AM fungi alter the effects of herbivory, was variable and never significant overall but homogeneity tests indicated underlying structure. In experiments that used single species inoculum, Glomus intraradices increased, whereas Glomus mosseae reduced, effects of herbivory on shoot growth. Multispecies inocula magnified effects of herbivory on root growth whereas single species inocula ameliorated effects. The impact of AM fungi on resistance to herbivory was positively correlated with the impact on tolerance; however AM fungi reduced both tolerance and resistance in many cases. Review of these results with respect to the types of systems studied suggests directions for future investigation.