TIP-MAG VOL2 NO1 - Forestry South Africa
←
→
Page content transcription
If your browser does not render page correctly, please read the page content below
TIP-MAG 2021 Vol.2 No.1 Timber Industry Presents Magazine A new Genetic perspective breakthrough? on pesticides A new DNA marker resource for The revised FSC® Pesticide Policy genome-assisted breeding of pine trees. means new rules for foresters to follow, but will it change the way they think? The enemy of my enemy is my friend! Using natural enemies of insect pests for their management is an old and generally well-known approach. But is this approach still valuable within the current and future plantation forestry landscape? THIS ISSUE: CAN WILD POPULATIONS HELP OUR EUCALPYTS ADAPT TO CLIMATE CHANGE? | ADDRESSING COMMON CHALLENGES ON SOUTH AFRICAN SOIL: AN INTERNATIONAL COLLABORATIVE EFFORT | PERFORMANCE-BASED STANDARDS: REVOLUTIONISING THE WAY LUMBER IS TRANSPORTED BY ROAD | GENOMIC SELECTION, A REVOLUTION IN TREE BREEDING 1 • TIP-MAG • VOL 2 NO 1
TABLE OF CONTENTS 3 Carrying on in the face of adversity TIP-MAG 2021 Message by Dr Ronald Heath Vol.2 No.1 Timber Industry Presents Magazine OPINION PIECES 4 The enemy of my enemy is my friend Using natural enemies of insect pests for their management is an old and generally well-known approach. But is this approach still valuable within the current and future plantation forestry landscape? 7 Addressing common challenges on South African A new soil: an international collaborative effort Genetic perspective International collaboration provides an opportunity to address common breakthrough? on pesticides problems using an array of divergent mindsets, differing experiences, A new DNA marker resource for The revised FSC® Pesticide Policy genome-assisted breeding of pine trees. means new rules for foresters to follow, backgrounds and approaches. but will it change the way they think? The enemy of my enemy is my friend! Using natural enemies of insect pests for their management is an old and generally well-known approach. But is this approach still valuable within the 9 A New Perspective on Pesticides current and future plantation forestry landscape? The revised FSC® Pesticide Policy means new rules for foresters to follow, THIS ISSUE: CAN WILD POPULATIONS HELP OUR EUCALPYTS ADAPT TO CLIMATE CHANGE? | ADDRESSING COMMON but will it change the way we think? CHALLENGES ON SOUTH AFRICAN SOIL: AN INTERNATIONAL COLLABORATIVE EFFORT | PERFORMANCE-BASED STANDARDS: REVOLUTIONISING THE WAY LUMBER IS TRANSPORTED BY ROAD | GENOMIC SELECTION, A REVOLUTION IN TREE BREEDING INTEREST PIECES “ 11 Can wild populations help our eucalypts adapt to climate change? While the pandemic has An assessment of wild Eucalyptus grandis populations in search of adaptive brought a multitude of genetic variation additional challenges, the Sector 14 Genomic selection, a revolution in tree breeding still needed to continue to adapt, A comparison of traditional and genomic breeding strategies in Eucalyptus grandis evolve and grow in response to the existing abiotic challenges that clearly did not TECHNICAL NOTES get the memo about going 17 Breakthrough for pine tree genetics ” into isolation. A new DNA marker resource for genome-assisted breeding of pine trees 22 Revolutionising the way lumber is transported by Road Performance-Based Standard: Moving from pilot project to practical solution 2 • TIP-MAG • VOL 2 NO 1
CARRYING ON IN THE FACE OF ADVERSITY THE FORESTRY SECTOR ONCE AGAIN SHOWCASING ITS DETERMINATION, ADAPTABILITY AND RESILIENCE “ ...across the globe, Forestry is a challenging sector to be in. On a daily basis we need to deal with economic, social, biotic and abiotic challenges. I BEGAN the introduction to the last issue of TIP-Mag, stating how, “across the globe, Forestry is a challenging sector management, utilising new technology and embracing the ” implementation of innovation. As I and students involved in forest research to publish work that might not fit the criteria for peer-reviewed scientific to be in. On a daily basis we need to previously mentioned, “none of this journals but is still of exceptional deal with economic, social, biotic and would be possible without the Sector’s quality and valuable to the Industry”. abiotic challenges.” At the time of strong knowledgebase, generated by Reading through the pre-published writing this, I could not have world class research and supported by version of this issue, after receiving so imagined the challenges 2020 and the financial investment into Research and much positive feedback from the first, COVID-19 pandemic had in store for Development.” This investment is still I feel TIP-Mag not only has provided the Industry, the Sector, South Africa, more than double the country average this platform it has also made and the World. despite the increasingly challenging innovative and complex science Yet, while the pandemic has economic situation the Sector available to a far wider audience. This brought a multitude of additional currently faces. is something that everyone involved COVID-19-related health, financial, The Industry’s strong research-base in both publications should be logistical, and social challenges, the will be critical in moving the Sector immensely proud of. Sector still needed to continue to forward as it negates the challenges After reading through this issue, I adapt, evolve and grow in response to currently faced and, if the Sector’s role am excited about the next two that the existing abiotic challenges that in the globally identified green are scheduled for publication in 2021 clearly did not get the memo about economic response to the COVID-19 and urge everyone who is conducting going into isolation. crisis is realised, it will also play a role research in the Sector to consider If anything, 2020 has placed even in South Africa’s economic recovery. contributing. For those not actively more emphasis on the Sector’s ability As FSA Director of Research and involved in forestry research, I urge to adapt, its need to be both proactive Protection, 2020 has made me even you to find a few minutes to thumb and progressive and applying a more proud of the world class through this second issue of TIP-Mag holistic approach to forest research being conducted by the and to get acquainted with some of Sector, both in house and by our the incredible work that will no doubt research partners, especially when we shape our Sector in the future. consider the 2020 restrictions that May you enjoy reading and have had to be put in place. interrogating this second issue of As mentioned in the opening TIP-Mag. statement, the dissemination of the research being produced by the Sector is still one area that needs to be worked upon. This is critical in enabling its implantation and increase our return on investment. Back then, I suggested that this is where the TIP-Mag may constructively Dr Ronald Heath contribute to the Sector as a whole, FSA Director: “providing a platform for researchers Research and Protection 3 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE THE ENEMY OF MY ENEMY IS MY FRIEND Professor Brett Hurley – FABI, University of Pretoria – Associate Professor “ Using natural enemies of insect pests for their management is an old and generally well-known approach. But is this approach still valuable within the current An ichneumonid wasp parasitises a larva of Sirex noctilio, a global pest of pine trees ” The opinion shared in this article are the views of and future plantation forestry landscape? the author and not necessarily those of the University of Pretoria THE PROVERB ‘the enemy of my This approach is nearly as old as the enemy is my friend’ is known from as proverb itself, being first reported early as the 4th century BC, where it is around the 3rd century AD. mentioned in the ancient Indian But is this approach still valuable as Sanskrit treatise, the Arthaśāstra. The a pest management approach? doctrine underpinning this proverb Especially within today’s plantation has subsequently been referred to and forestry environment, where new pests followed in numerous major historic are being reported at an exponential events, perhaps most notably the rate and budgets to manage these pest cooperation between the Allies (US incursions are tight. and Britain) and the Soviet Union against the common Nazi enemy in World War II. THE VALUE: CURRENT This proverb is also useful in explaining the pest management AND POTENTIAL approach known as biological control. Interestingly, biological control is Simply put, this involves the use of a particularly suited for use in pest’s natural enemies to reduce the plantation forests, due to the longer population of that pest in the rotations in forestry, as compared to environment where it is not wanted. most agricultural crops, which offers Prof Brett Hurley 4 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE “ associated with the nematode The action of these unsung, and largely production and in-field releases. That said, evaluations of the South African unknown, heroes likely saves the forestry ” Sirex Control Programme showed that the reduction in losses associated sector millions every year. with the use of biological control exceeded the costs by approximately R350 million over ten years. more stability in the environment for Limited releases of hundreds of these Besides the economic value of the natural enemies to establish. Thus, parasitic wasps have resulted in their biological control, this approach also establishment rates and successes of establishment (of likely millions or offers an alternative to the use of natural enemies are higher on pests of trillions) across eucalypt growing areas insecticides when the use of the latter woody plants than on pests of of the country – at very little initial is not feasible due to environmental, herbaceous plants. cost. regulatory or cost considerations. In Most of the biological control Perhaps the best-known biological some cases, biological control is the used in South African plantation control programme in South African only effective management option forests has been classical biological plantation forests is that of the Sirex available. control (CBC) which involves the woodwasp. Here, a form of What is generally not considered intentional introduction of biological augmentative biological control has is the massive value provided by control agents, usually non-native, been used, involving the mass natural biological control. This refers with no further intervention. This production and annual inoculations to the effect of indigenous biological approach is generally used as a tactic of thousands of Sirex-infested trees control agents already present in the against non-native pests. A recent with a parasitic nematode (Deladenus environment. For example, naturally example is the release of a parasitic siricidicola). Contrary to a CBC occurring small tetraviruses that are wasp (Selitrichodes neseri) of the programme, this augmentative thought to regulate populations of the Eucalypt gall wasp (Leptocybe invasa). approach involves continual expenses pine emperor moth, causing muscular flaccidity and internal liquefication of the larvae. The action of these unsung, and largely unknown, heroes likely saves the forestry sector millions every year. But perhaps of greater relevance is the potential to improve the role of these agents in regulating the pest populations. A conservation biological control approach involves modifying the environment or existing practices to protect and enhance the populations of existing natural enemies. This could be by providing a food source or shelter for the natural enemies. Such approaches are used very successfully for forestry pests in countries such as Colombia but remain largely unexplored in South Africa. THE CHALLENGE… AND PROPOSED SOLUTIONS Of course, if biological control was the ‘silver bullet’ for pest management, we would have no pest problems – and that is certainly not the case. One of the benefits of biological Inoculations of a parasitic nematode to control populations of the Sirex woodwasp control is also one of its challenges 5 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE – biological control agents, at least in a CBC approach, are host-specific. That’s great news in terms of not having non-target effects, an attribute that often makes biocontrol preferable over insecticides. But it means that a biological control programme needs to be developed for each insect pest. This can be a costly and lengthy process; and, of course, not guaranteed to result in successful control of the pest. A commonly acknowledged strategy within the biological control field to reduce this challenge is collaboration. The growing movement and establishment of many of the major insect pests is in a sense a saving grace, as it means there are many institutes and countries around the world with the same problem. Sharing of information and even the biological control agents themselves is commonplace between research programmes working on insect pests of plantation trees, thanks to initiatives such as BiCEP (Biological Control of Eucalypt Pests, bicep.net.au). Changes in climate, new pest Release of minute parasitic wasps imported from Australia for the control of an invasive introductions and further eucalypt pest introductions of new diversity of current pests complicate biological control approaches. Broader associated with pest management collections of biological control agents options. Here, internationally relevant LOOKING AHEAD need to be considered and tested, to guidelines can be helpful, such as the better match the agent with the pest recent publication of “Guide to the Despite its long history, I believe the population and climate. Collaborative classical biological control of insect potential of biological control as a pest networks can help to offset these pests in planted and natural forests” management strategy remains largely challenges. by the Food and Agricultural untapped. There have been many As with insecticides, the use of Organization (FAO) of the United success stories of biological control to biological control needs to be Nations (http://www.fao.org/ manage forest insect pests, in South regulated. Introduction of non-native documents/card/en/c/CA3677EN/). Africa and abroad. But for this approach species need to be tested for potential But perhaps the biggest to remain a viable tool in a rapidly non-target effects on native or challenge with biological control is changing environment, we will need to beneficial species, and new biological this – sometimes it just doesn’t adapt. Increased collaborations, control products, such as work. The reality is that although including with relevant government entomopathogens, need to be biological control is often a key tool departments; improved monitoring and registered. This can be a timely and for the management of forestry optimizing of biological programmes to very costly process. pests, this is not always the case. address potential drops in efficacy from In my experience, engaging with And even for insects where new pest strains or a changing climate; the government and other relevant biological control has been used and better use of natural enemies that bodies to provide input for the successfully, the addition of other are already present. development of responsible and approaches could be very valuable. We will certainly face an efficient regulatory and Thus, an integrated approach, increasing number of pest ‘enemies’ in implementation policy is critical. Not considering other viable control the future. Some of these could many governments have the capacity options such as host resistance, threaten the sustainability of the to develop policy in response to the silvicultural control and chemical forestry sector. It will be important growing and changing needs control is a must. not to forget our friends. 6 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE ADDRESSING COMMON CHALLENGES ON SOUTH AFRICAN SOIL: AN INTERNATIONAL COLLABORATION EFFORT Noxolo Ndlovu – Nelson Mandela University – PhD student “ and though a man might prevail against one who is alone, two will withstand him – a threefold cord is not quickly broken ” – Ecclesiastes 4v12 Although this verse was addressed to man, the principle holds for the global forestry sector – together, we are stronger! GLOBALLY, forest plantations face studies conducted in climates and/or short-term risk to aquatic and terrestrial common challenges: from uncertainties use patterns which are not relevant to environments. This led to the associated with climate change; to the forest plantation conditions. As a reinstatement of these two herbicides in growing negative impacts of pests and result, pesticides that might pose little New Zealand, almost eight years after diseases; and pesticide use restrictions or no risk when used within the the restriction (Rolando et al. 2015). posed by certification bodies. The list is plantation landscape, in adherence to This was a great relief to the industry extensive. legislation and best practice, have especially since alternative methods International collaboration been banned. proved less economically viable and provides an opportunity to address Following the restriction or using herbicides under derogation common problems using a diverse prohibition of hexazinone and meant applying herbicides as a spot- array of divergent mindsets, differing terbuthylazine, two of the most spay (instead of the normal practice of experiences, backgrounds, and important herbicides for use within broadcast). Spot spray applications approaches. This inevitably results in New Zealand (NZ) forest plantations, posed challenges in that they were richer ideas and fast tracks progress New Zealand forestry stakeholders took limited by labour availability and towards finding solutions, especially if the initiative to implement a series of suitability of the area (Rolando et al. resources beyond intellect are pooled. trials. These trials not only aimed to 2011b). find alternative ‘environmentally acceptable’ vegetation management NEW ZEALAND: LEADING SOUTH AFRICA: FOLLOWING IN methods (Rolando, Gous & Watt THE WAY WHEN IT COMES TO 2011a) but also aimed to determine the NEW ZEALAND’S FOOTSTEPS AND ENVIRONMENTAL PESTICIDE FATE actual environmental fate and risk posed TAKING THE RESEARCH FORWARD In the past two decades, increased by these two herbicides when used The South African forestry industry is emphasis has been placed upon under NZ environmental conditions already limited in terms of the reducing reliance on pesticides. For and industry-use patterns (Baillie, certified plantations and those seeking Neary, Gous & Rolando 2015; Baillie certification, this has meant 2016; Garrett, Watt, Rolando & Pearce sometimes discontinuing the use of 2015; Garrett, Watt & Pearce 2016). pesticides that provide the only viable When compared to vegetation (cost-effective and efficient) option for management with terbuthylazine and the management of an economically hexazinone, alternative methods were important pest or disease, because of associated with growth losses of up to their hazard classification by 30% (Rolando, Todoroki & Watt 2015) certification bodies. Needless to say, and reduced internal rate of return these prohibitions pose challenges to ranging from 0.5 to 1.7% (Rolando, forest managers and the sustainability Watt & Zabkiewicz 2011b). In of the global forestry sector. addition, and perhaps more The hazard classification criteria of importantly, environmental fate trial pesticides, used by certification results showed that, under NZ forestry bodies, is often founded on use patterns and conditions, hexazinone laboratory-based studies and/or field and terbuthylazine pose a low and Noxolo Ndlovu 7 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE providing funding for this crucial work. In 2019, PhD student Noxolo Ndlovu visited New Zealand to interact with numerous pesticide environmental fate experts, including Dr Brenda Ballie and Dr Carol Rolando. Noxolo drew knowledge from guided experience in trial implementation, data collection procedures, tools required, mistakes to avoid and tips for project success from an established team of experts who had designed, developed, implemented and improved many of the methodologies that would be employed during the South African study. Trials in South Africa began in January 2020, with data collection still ongoing. The first output of the project will be submitted for publication in December 2020. The project is due for completion in December 2021. Despite challenges relating to COVID-19 restrictions, the study looks set to yield several Conducting stream flow measurements interesting results that have the number of pesticides registered for use potential to alter the way pesticide use within the forestry landscape. This has is governed in South African certified been further reduced in certified plantations. plantations as a result of the International collaboration, restrictions and prohibition put in between scientists, working ultimately place by certification bodies to protect towards the same goals just in different human health and reduce continents, has been key to the success environmental impact. Yet, with no of this project. The guidance, support, pesticide environmental fate studies patience, and expertise of supervisors related to South African silvicultural working in separate times zones and regimes and environmental yet equally invested in the success of conditions, it is difficult to know the the project is illustrative of the impact of pesticides on aquatic and potential international collaborations terrestrial environments. can produce. The question now is, Consequently, without this Water and sediment sampling where to next? information, it is impossible for national legislation and certification REFERENCES bodies to make informed decisions Baillie B. 2016. Herbicide concentrations in waterways following aerial application in a steepland planted forest in New regarding the actual impact certain Zealand. New Zealand Journal of Forestry Science 46:16. pesticides will have in South African Baillie BR, Neary DG, Gous S, Rolando CA. 2015. Aquatic fate of aerially applied hexazinone and terbuthylazine in a New forestry conditions. Zealand planted forest. Journal of Sustainable Watershed Science & Management 2: 118–129. To address this gap, a partly Garrett LG, Watt MS, Pearce SH. 2016. Environmental fate of terbuthylazine and hexazinone in a planted forest steepland Forestry South Africa (FSA) funded Recent Soil, New Zealand. New Zealand Journal of Forestry Science 46:17. study investigating the fate of key, Garrett LG, Watt MS, Rolando CA, Pearce SH. 2015. Environmental fate of terbuthylazine and hexazinone in a New Zealand operationally used pesticides was planted forest Pumice soil. Forest Ecology and Management 337: 67–76. initiated as a collaboration between Rolando C, Todoroki C, Watt M. 2015. Minimising the environmental impact of forest weed management in New Zealand: Nelson Mandela University (South final report on field trials. Scion Publication No. S0015. Rotorua: New Zealand Forest Research Institute Limited. Africa) and New Zealand forestry Rolando CA, Gous SF, Watt MS. 2011a. Preliminary screening of herbicide mixes for the control of five major weed pesticide fate experts. With NCT species on certified Pinus radiata plantations in New Zealand. New Zealand Journal of Forestry Science 41: 165–175. Forestry, Nelson Mandela Rolando CA, Watt MS, Zabkiewicz JA. 2011b. The potential cost of environmental certification to vegetation management University and FP&M SETA also in plantation forests: a New Zealand case study. Canadian Journal Forest Research 41: 986–993. 8 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE A NEW PERSPECTIVE ON PESTICIDES Manushka Moodley – FSC Global Development GmbH – Southern African Manager “ A revised FSC Pesticides Policy means new rules for foresters to follow. But more importantly, it should change the way we Pesticides are a feature of many parts of our lives, and as time goes by, we are learning more about less obvious, chronic, cumulative and interacting effects of their use. Sadly, global average pesticide use per area of think. ” integrated pest management and silviculture which avoids, or aims at eliminating, the use of chemical pesticides. They forbid the use of any chemical pesticides prohibited by FSC policy, and when pesticides are used, were subject to the same controls. The revised policy recognises three different categories of Highly Hazardous Pesticides i.e.: restricted, highly restricted, and prohibited. Prohibited HHPs are the worst of cropland is much higher now than it they require forest managers to the worst – chemical pesticides so was in the 1990s. Agriculture may be prevent, mitigate, and/or repair dangerous that the risks associated the major player in pesticide usage, damage to environmental values and with them cannot be realistically but how can we in the forestry sector human health. There is a clear role for managed. Using international contribute to turning the tide? How the FSC pesticides policy here, but conventions regulating global can we ensure that our forests remain what else does it bring to the mix? pesticide use, they have been full of life, and that they support An important emphasis of the identified on the basis of their livelihoods without invisible threats to policy was, and remains, on the inherent properties: if they are acutely the health of forest workers? control of the use of Highly toxic and can induce cancer, if they Surely very few forest managers Hazardous Pesticides (HHPs). It is contain dioxins, or if they contain use pesticides uncritically – even if worth noting that this is not a heavy metals. FSC permits their use our motivations were purely financial, concept unique to FSC – both the only in emergency situations or if pesticides might be cheaper than Food and Agriculture Organization mandated by a government order. some other control options, but they (FAO) of the United Nations and the Restricted and highly restricted still cost money. Maybe there are a World Health Organization (WHO) HHPs can be used in FSC-certified few people out there who apply refer to HHPs – but, through the forests if the requirements of the pesticides just because that’s what pesticides policy, FSC aims to ensure Policy are met. Restricted HHPs fall they’ve always done, but on the most that the concept is applied into one of the hazard groups acute part, those applying chemical control consistently and robustly in FSC- toxicity, chronic toxicity, or agents are going through some sort of certified forests across the world. The environmental toxicity – highly thought process beforehand, even if aims of the policy go further, the restricted HHPs fall into two or three only to decide whether it is worth stated short-term objectives are to: of these groups. incurring the cost. With responsible • Promote best practices to minimise forest managers already thinking far associated risks to human health more broadly about environmental and the environment when using and social costs. The challenge is how chemical pesticides. we take that thinking to the next • Reduce the overall volume and level, and make sure that all foresters number of chemical pesticides in are thinking along the same lines? use. The revised FSC pesticides policy is intended to facilitate this, by • Eliminate the use of the most changing the way we think about hazardous chemical pesticides. pesticides. NOT ALL PESTICIDES ARE EQUAL… PRINCIPLES AND POLICIES – In the previous iteration of FSC’s WHAT ARE THEY FOR? policy and procedures, a HHP was a The FSC Principles and Criteria HHP was a HHP – there was no already require forest managers to use distinction between them, and all Manushka Moodley 9 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE This categorisation recognises that Broad rules are set by FSC HHPs over highly restricted HHPs. there is considerable variation among International, including what factors Before foresters apply any chemical Highly Hazardous Pesticides, and should be considered, and how. The pesticide, they must incorporate the allows us to take a more nuanced South African Standard Development results of the ESRA into operational approach to manage the risks they Group, with support from TIPWG, plans, identifying site-specific risks present – this should steer us towards will adapt the finalised international and adapting generic mitigation and the least hazardous options, and to generic indicators for HHPs and assist monitoring measures accordingly. the most effective management of with the development and roll-out of Risk assessments might sound risk. the ESRAs. bland, but this is powerful stuff, The Policy requires the bringing new and consistent thinking identification and assessment of key to integrated pest management. Every NO MORE DEROGATIONS? THANK environmental and social risks one of us will have to think in terms GOODNESS! associated with each restricted or of hazard levels, and in terms of a The revised policy does away with the highly restricted HHP used or likely broad range of environmental and previous system of derogations, to be used in the country. Thankfully, social risks. We’ll even have to discuss whereby anyone who wanted to use a the bulk of this work has already been those issues at a national level, making Highly Hazardous Pesticide had to completed by TIPWG for South informed decisions about what apply to FSC International for Africa. Once the approved Highly Hazardous Pesticides we think temporary permission to deviate from international generic indicators are it is acceptable to use in our country. FSC’s rules – a derogation. It is fair to released by FSC, standard developers The revised policy might not bring say that this system was pretty will undergo an assessment of each about wholesale change overnight, unpopular. There was a charge for the HHP utilised in South Africa and will but it will at least ensure that we are processing of derogation applications, engage with stakeholders in this all thinking the right thoughts and and decisions were made by a central process, which represents the key shift moving in the right direction. committee which realistically could from international to national not be aware of all the subtleties of deliberation. BUT WILL IT REALLY CHANGE THE every national situation. New policy Individual certificate holders will WAY WE THINK IN SOUTH AFRICA? requirements remove the need for eventually have to comply with these In short, yes, I hope so. We are already charges and shift a lot of decision national indicators and thresholds, seeing change within the sector with making to the national level. alongside the policy ESRA greater levels of risk-based thinking requirements. TIPWG has developed being integrated into Certificate A CONSISTENT APPROACH TO RISK environmental and social risk holder’s integrated pest management To replace the centralised derogation assessments for South Africa to strategies and operational activities. system, the revised policy introduced identify the lowest risk option to This accompanied with the research a framework of environmental and control a given pest, weed or disease, into alternatives for restricted social risk assessment (ESRA), with giving preference to non-chemical chemicals and other HHPs will elements operating at international, methods over chemical pesticides, hopefully yield long term positive national and management unit levels. non-HHPs over HHPs, and restricted results for the foresters, workers and the environment. WE ALL NEED TO SEE PESTICIDES FROM A NEW PERSPECTIVE If 2020 has taught us anything, it is that nothing can be taken for granted. A pandemic is just one symptom of the profound influence we have on the natural environment. Pesticides have revolutionised the way we interact with that environment, and while we have gained from their use, we also now face problems entirely of our own making, including threats to our own health. It is likely that some of the damage we have caused cannot now be undone. Are you ready to change your perspective on pesticides before things get worse? 10 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE CAN WILD POPULATIONS HELP OUR EUCALYPTS ADAPT TO CLIMATE CHANGE? AN ASSESSMENT OF WILD EUCALYPTUS GRANDIS POPULATIONS IN SEARCH OF ADAPTIVE GENETIC VARIATION Marja Mostert-O’Neill and Professor Zander Myburg – Forest Molecular Genetics (FMG) Programme, Forestry and Agricultural Biotechnology Institute (FABI), University of Pretoria Any opinions shared in this article are the views of the authors and not necessarily those of the University of Pretoria FOR A CENTURY since the first navigate the expected change in import of Eucalyptus grandis seed in abiotic and biotic threats, readily 1896 (then still incorrectly identified available genetic diversity is required. as E. saligna), the species and its The natural species range of hybrids have been the darlings of E. grandis, along the east coast of eucalypt forestry in South Africa. Australia, spans several climate zones Throughout its cultivation history, from subtropical provenances in the foresters and breeders had to navigate north to temperate areas in the south several challenges and, in some cases, (Fig. 1). Only a fraction of this resorted to hybrid breeding to genetic diversity has been imported overcome them. For instance, in and advanced in South African response to stem canker disease, the breeding programmes. Despite its species was hybridized with disease- commercial importance, not only in tolerant E. urophylla, and in order to South Africa but also globally in cultivate E. grandis in cooler regions, subtropical and temperate regions, E. grandis x E. nitens hybrids were little is known about the untapped, “ Marja Mostert-O’Neill These “hybrid provenances” may represent valuable variation for future provenances spanning the species distribution (Fig. 1). The seedlings genetic infusion into South African ” were later established by Mondi Ltd in a Gene Conservation Park in the breeding programmes. KwaZulu-Natal Midlands (Fig.3). We combined population genomics (genetic profiling of developed. An even greater challenge potentially adaptive, genetic diversity hundreds of individuals using faces us today in the form of rapid harboured in the natural species approximately 20 000 molecular climate change. Weather conditions range. To this end, we set out to markers that cover the entire length of are forecast to become more extreme profile wild E. grandis populations in the 11 chromosomes of E. grandis) and the already erratic distribution of terms of genomic diversity and with environment association analysis pests and diseases will become harder adaptation to geographic, climatic, to uncover genes that may underlie to predict. As such, varieties – be it and soil-related variables in a study adaptive differences between improved families or hybrid clones – published in Molecular Ecology provenances. As would be expected, that have been favoured in the past (Mostert-O’Neill et al., 2020). We the genes identified were enriched for may no longer perform as anticipated imported and germinated 193 abiotic and biotic stress response under future climate conditions. To individual tree seed families from 33 functions. We also identified 11 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE Sample locations Northern subpopulation Windsor Tablelands 1 Mackay subpopulation Windsor Tablelands 2 Brooweena Tinaroo Creek provenance Copperlode Southern Wild River subpopulation Mt. Spec, Paluma Paluma Species Eungella distribution Finch Hatton Gorge Driest period average precipitation (mm; Bio14) Woondum Brooweena 3 Yabba Kin Kin 4 6 Mapleton 8 Conondale Beerwah 10 Mt. Mee 11 Mt. Tamborine Mt. Lindsay Cherry Tree Bagawa Newfoundland Orara West (71) Wedding Bells Tuckers Nob Lower Bucca Orara West (72) Gladstone Köppen climate classification Subtropical - no dry season Newry Orara East Subtropical - moderately dry winter Temperate - no dry season Bulahdelah Pine Creek (warm summer) Temperate - no dry season (hot summer) Fig.1. Sampling locations of wild E. grandis populations along the east coast of Australia. Three provenances (green circles), Eungella and Finch Hatton Gorge in the Mackay subpopulation, and Brooweena at the northern edge of the Southern subpopulation, had extensive introgression from one or more unknown, non-E. grandis sources. Circle circumferences indicate average precipitation during the driest period. Map shading indicates Köppen climate classification with the four main climate zones sampled given in the colour legend. provenances that carry genetic genome originated from E. grandis This study revealed that wild footprints of natural introgression from and which originated from the hybrid E. grandis populations contain other (non-E. grandis) species, thought partner/s in natural populations adaptive genetic variation that may to be in response to increased aridity (Fig.2). This method can also be used assist us in navigating future climate (Fig. 1). These “hybrid provenances” in hybrid breeding programmes to conditions in South Africa. It also may represent valuable variation for trace the inheritance of genomic showed that hybridization remains an future genetic infusion into South segments, harbouring genes with important means of introducing African breeding programmes. adaptive or economically important adaptive genetic variation, which may To investigate adaptive functions, originating from allow a species to prevail beyond its hybridization further, we modified a hybridizing partner species such as predicted niche. Lastly, advances in method to map the genetic ancestry E. urophylla. Furthermore, it allows us eucalypt genomics and genetically (species origin) of blocks of DNA to identify cryptic or unintended profiled reference populations enable throughout the genome. This method, hybrids within pure species us to trace the genetic origin of called ancestry mapping, allowed us populations, even if the identity of individual genome segments. In to trace which segments of the the introgressing species is unknown. collaboration with Sappi Forests and 12 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE Chromosome Mondi Ltd, 190 families used in this 1 2 3 4 5 6 7 8 9 10 11 study are being established in two 2 large common garden trials in E. grandis 0 Zululand and the KwaZulu-Natal -2 2 Midlands, with ~3400 individuals each. In addition, other genotype-by- GU 0 -2 environment (GxE) interaction trials 2 are being established in various GUxU 0 locations around the world by -2 Camcore using 108 of these seed 2 E. urophylla 0 families. These trials will be used for -2 landscape genomics studies whereby 2 genetic profiles, phenotypes and environmental variables are combined GN 0 -2 to model genotype-by-site 2 compatibility. E. nitens 0 -2 2 ACKNOWLEDGEMENTS: GUxGN 0 This study was made possible through financial support -2 from the National Research Foundation (NRF) of South Africa - Bioinformatics and Functional Genomics Fig.2. Ancestry maps of DNA segments for pure species and hybrid Eucalyptus individuals of Programme (BFG Grant UID 97911), the Technology and known ancestry. Ancestry assignments along the 11 chromosomes are given for seven Human Resources for Industry Programme (THRIP Grant individuals; pure E. grandis, E. grandis x E. urophylla F1 hybrid (GU), E. grandis x E. urophylla UID 96413), the Department of Science and Innovation and backcrossed to E. urophylla hybrid (GUxU), pure E. urophylla, E. grandis x E. nitens F1 hybrid Technology Innovation Agency (DSI/TIA, Strategic Grant for (GN), pure E. nitens, and a three way hybrid (GUxGN). Each colour dot represents a single DNA the Eucalyptus Genomics Platform), the Forestry Sector marker (7736 markers across 11 chromosomes). Grey shade indicates that both alleles Innovation Fund (FSIF Eucalyptus Genome Diversity Atlas originate from E. grandis (value of 0); while blue (value of 2) and purple (value of -2) shades grant) and by the Forest Molecular Genetics (FMG) Industry indicate that both alleles have non-E. grandis Latoangulatae and Maidenaria ancestry, Consortium at the University of Pretoria. We would also like respectively. Intermediate values indicate mixed ancestry (one allele originates from to thank Sappi Forests and Mondi Forests South Africa for E. grandis and the other allele originates from another species). A value of -2.5 indicates that support towards seed acquisition and establishment of the one allele assigned to non-E. grandis Latoangulatae and the other allele to Maidenaria Gene Conservation Park, respectively. Lastly, we would like ancestry. The non-E. grandis Latoangulatae ancestral reference population used in this analysis to acknowledge Camcore (North Carolina State University) included E. urophylla and E. saligna individuals. The Maidenaria ancestral reference population and the Department of Agriculture and Fisheries included E. dunnii, E. nitens and E. viminalis. (Queensland, Australia) for assistance with seed imports. Fig.3. Mondi Ltd personnel establishing wild E. grandis germplasm in a Gene Conservation Park in the KwaZulu-Natal Midlands 13 • TIP-MAG • VOL 2 NO 1 (photo credit: Mr Mmoledi Mphahlele)
OPINION INTEREST TECHNICAL NOTE GENOMIC SELECTION, A REVOLUTION IN TREE BREEDING A COMPARISON OF TRADITIONAL AND GENOMIC BREEDING STRATEGIES IN EUCALYPTUS GRANDIS Mmoledi Mphahlele – Mondi South Africa – Research and Development Department Professor Zander Myburg – Forestry and Agriculture Biotechnology Institute (FABI) – Director of Forest Molecular Genetics (FMG) Programme Any opinions shared in this article are the views of the authors and not necessarily those of the University of Pretoria Mphahlele, M.M., Isik, F., Mostert-O’neill, M. M., Raynolds, S. M., Hodge, G. R., and Myburg, A. A. (2020). Expected A lay-summary of benefits of genomic selection for growth and wood quality traits in Eucalyptus grandis. Tree Genetics & Genome 16, 49. research recently published. https://doi.org/10.1007/s11295-020-01443-1 AS CLIMATE change and global trade accelerate, associated biotic and abiotic challenges are increasingly affecting commercial forestry plantation areas in South Africa. In “ A complete reconfiguration of the breeding steps of the traditional breeding approach is ” particular, the commercial deployment of Eucalyptus grandis, warranted. formerly a premier species for pulp and paper production, has dramatically declined due to pest and demand for sustainable wood genetic variation throughout all of the pathogens. Similar threats are products, means faster and more agile chromosomes of the tree (the imminent for many of South Africa’s breeding approaches are needed to genome). Genomic estimated other commercial forestry species. mitigate risk factors while ensuring breeding values can be obtained for This, together with the increasing gains to sustain the growth in the trees while they are still seedlings, i.e. wood-derived bioenergy, biomaterials without having to wait many years to (including pulp, paper and timber) determine the tree’s genetic merit and biochemical (biorefinery) based on field trial measurements. industries. Traditional tree breeding Genomic prediction of tree breeding approaches face many challenges, values is based on statistical modelling including long rotation cycles of genomic (DNA marker) and associated with late reproductive phenotypic (trait) data of individuals maturity, delayed expression of in a training population. Adopting commercially important traits GS as an alternative or a (rotation age volume, density, pulp complementary tree breeding strategy yield and timber quality) and the cost for growth and wood quality traits of land for long-term field trials. requires a practical demonstration of There is a need to fast track tree its benefits compared to traditional breeding to accelerate gains in growth, breeding approaches. wood quality and tolerance to biotic E. grandis is one of the “Big Nine” and abiotic stressors. eucalypt species (together with Genomic selection (GS) is a E. urophylla, E. tereticornis, breeding approach that predicts the E. camaldulensis, E. saligna, E. dunnii, genetic merit of individuals, based on E. pellita, E. nitens, E. globulus, and their genetic make-up as determined their hybrids) planted around the Mmoledi Mphahlele using DNA markers that detect globe. The availability of a reference 14 • TIP-MAG • VOL 2 NO 1
OPINION INTEREST TECHNICAL NOTE genome sequence (Myburg et al. 0.47 (for diameter growth) to 0.67 18-year period including three GS 2014) and development of a (for wood fibre width), which are cycles and two traditional breeding Eucalyptus single nucleotide achieved at the seedling age and cycles ranged from 1.53 (for diameter) polymorphism (SNP) marker chip equivalent to what breeders would to 3.35 (for wood density). Together (used to simultaneously genotype achieve at rotation age. these results suggest that GS breeding hundreds of individuals using 10,000s Using potted orchards and flower approaches can significantly improve of DNA markers) have created new induction using chemical treatments genetic gains per unit time in opportunities for genetic analysis of (such as paclobutrazol), tree breeders E. grandis. Eucalyptus breeding populations. can reasonably achieve a four-year GS Expanding the traditional and In a study recently published in breeding cycle compared to the genomic breeding approaches to Tree Genetics and Genomes (Mphahlele eight-year traditional breeding cycle include commercial deployment et al., 2020), the authors interrogate for E. grandis, thereby greatly opportunities, we show that over an the benefits of adopting a GS improving gains per unit time. The 18-year period the traditional breeding approach for growth and relative efficiency which is the ratio of breeding approach should result in wood quality traits (fibre length, fibre the four-year GS breeding cycle three clonal trials and clonal seed width, cellulose, SG ratio, density, compared to the eight-year traditional orchards (CSO) as demonstrated in diameter and height) in an E. grandis breeding cycle ranged from 1.20 Figure 1. Clonal seed orchards will breeding programme. The training (20%, for wood density) to 1.62 allow the deployment of commercial population consisted of 1,575 (62%, for fibre length). The efficiency seedlings, whereas the clonal trials will individuals, phenotyped for growth increases with even shorter GS result in improved clonal varieties. and wood quality traits, and breeding cycle times, pointing to the Over the same period, the GS genotyped for 15,000 genome-wide importance of early flower induction approach should result in four clonal SNP markers. This resulted in approaches. The benefit ratio in terms trials and CSOs, as demonstrated in prediction accuracies ranging from of accumulated genetic gains over an Figure 2. In the GS approach, the Figure 1 | Illustration of the traditional breeding cycle of E. grandis and associated commercial Figure 1. Illustration of the traditional breeding cycle of E. grandis and associated commercial deployment opportunities over 18 years. The cycle includes two eight-year full rotation open-pollinated progeny trials (red) with corresponding nursery activities to turn over the generations deployment opportunities over 18 years. The cycle includes two eight-year full rotation open- (green). Over 18 years, the tree breeder can establish three clonal seed orchards (CSO, yellow) for commercial seed deployment and three pollinated clonal progeny trials to identify trials improved clonal(red) varietieswith corresponding nursery activities to turn over the generations (yellow). (green). Over 18 years, the tree breeder can establish three clonal seed orchards (CSO, yellow) for commercial seed deployment and three clonal trials to identify improved clonal varieties 15 • TIP-MAG • VOL 2 NO 1 (yellow).
OPINION INTEREST TECHNICAL NOTE Figure 2. Plausible genomic selection breeding cycles for E. grandis over an 18 year period. The breeding approach starts with an open- Figure pollinated 2 |population training Plausible (blue) genomic selection to train the initial breeding GS model (A). cyclesthree The cycle includes forfour-year E. grandis over the periods involving anestablishment 18 year period. of potted orchards (red) for control pollination (CP) crosses. The nursery activities (green) to turn over the generation includes the genomic Theofbreeding selection approach CP seedlings using GS model A. starts with The four an open-pollinated established clonal seed orchards willtraining population provide commercial (blue) to seed for deployment, train the whereas the four clonal trials (yellow) will serve to identify improved clonal varieties and to update the GS model (A+B) leading to further increases in initial accuracy GS model and efficiency (A). The cycle includes three four-year periods involving the establishment of selection. of potted orchards (red) for control pollination (CP) crosses. The nursery activities (green) to turn clonal over trials the begeneration can also used to includes such asthe genomic maintaining selection genetic diversityof CP withseedlings using GS critical information model A. to achieve validate the current GS model (A) and accelerating genetic gains, breeding goals and produce elite andTheimprovefourthe established model (A+B). clonal respectively. seed orchards Lookingwill provide forward, GS commercial clonal varietiesseed forsources and seed deployment, for For tree breeders to realise the approaches will provide breeders commercial deployment. whereas the four clonal trials (yellow) will serve to identify improved clonal varieties and to benefits of implementing genomic selection update approaches the GSofmodel selection (A+B) leading to further increases in accuracy and efficiency of selection. accuracy, selection efficiency, as well as improved genetic gains per unit time in E. grandis. A complete reconfiguration of the breeding steps of the traditional breeding approach is warranted. It is important to note that this reconfiguration of breeding strategies is associated with additional operational and genotyping (DNA marker analysis) costs. Although these investments will lead to improved genetic gains, they may increase the cost per unit genetic gain in the short-term. Long-term, as genotyping costs continue to decline, the cost per unit genetic gain will also decline. Traditional and genomic breeding strategies can advance as two separate but complementary breeding activities with objectives 16 • TIP-MAG • VOL 2 NO 1
INTEREST OPINION TECHNICAL NOTE A NEW DNA MARKER RESOURCE FOR GENOME-ASSISTED BREEDING OF PINE TREES Nanette Christie1, Colin Jackson2, Gary Hodge2, Juan Jose Acosta2, Alexander A. Myburg1 1 Department of Biochemistry, Genetics and Microbiology, Forestry and Agricultural Biotechnology Institute (FABI), University of Pretoria, Pretoria, South Africa. 2 Department of Forestry & Environmental Resources, North Carolina State University, Raleigh, NC, USA. Any opinions shared in this article are the views of the authors and not necessarily those of the University of Pretoria SUMMARY wide range of applications in tree breeding. These include DNA fingerprinting for identification of individuals and Pine tree breeders have for many years been searching for clonal varieties, and parentage analysis for pedigree ways to speed up breeding cycles and make it cheaper and reconstruction, e.g. identifying the seed and pollen parents more efficient to improve specific traits. Besides selecting of superior individuals. The SNP chip can also be used for for desirable traits such as growth and wood quality, species and hybrid identification, genetic resource breeders have to deal with the fact that plantations have management and genome-assisted breeding. become more vulnerable to biotic and abiotic stresses linked to rapid climate change. Another problem is that In the future, the SNP chip can aid in fast-tracking the commercially important traits such as wood quality are pine breeding cycle. Large numbers of informative SNPs only fully expressed at maturity and can typically only be can be incorporated into models for genomic prediction of selected after 8-10 years in field trials. The significant time breeding values at seedling stage. The use of inter-species and cost associated with traditional tree improvement hybrids to improve growth, wood properties, adaptability, methods, and recent successful application of DNA-based or disease tolerance is imminent. An example in South (genomic) technologies in animal and crop plant breeding, Africa is the P. patula x P. tecunumanii hybrid, which has have stimulated the international tree breeding community shown excellent growth and significantly better tolerance to explore the implementation of these genomic breeding to pitch canker disease (caused by Fusarium circinatum) approaches. Using tens of thousands of DNA markers relative to the widely-planted pure species P. patula. The spread out across all of the chromosomes of the plant, the SNP chip will be invaluable for species and hybrid genetic merit or breeding value of trees can be predicted discrimination, and tracking of growth, wood property when they are still seedlings. This can potentially shorten and disease resistance loci, thereby increasing the accuracy the breeding/selection cycle by a decade for pine trees. of pine hybrid breeding. The SNP chip and future genome However, until recently, there has been a lack of resources sequencing efforts may also enable the analysis and to analyze large numbers of DNA markers for genomic prediction of genotype by environment (GxE) interactions, breeding of pine trees, partly due to the enormous size of allowing us to potentially make climate-specific selections pine tree genomes (over 20 billion base pairs – seven times and breed for future environments. The development of larger than human genomes). suitable experimental populations for genomic mapping and modelling is a high priority that will be the focus of Single nucleotide polymorphisms (SNPs) are the most research in the next five to ten years. common type of natural genetic variation which leads to biological variation among individual trees. These differences in DNA building blocks can ultimately INTRODUCTION influence a variety of traits including growth, wood Pine tree species are economically important primarily properties and disease resistance. We used targeted genome because their wood is used for timber products, including and gene sequencing to identify a set of 50,000 furniture, window frames, paneling, floors and roofing. informative SNP markers for the development of a Tropical pine species play an important role in plantation commercial DNA marker chip for tropical pine trees forestry in South Africa. Eight tropical and subtropical (Pitro50K). Used as a genome-wide genotyping pine species were included in this study due to their technology, the chip can uncover genetic differences for a commercial and ecological importance: P. oocarpa, 17 • TIP-MAG • VOL 2 NO 1
INTEREST OPINION TECHNICAL NOTE include sufficient unique markers for species and hybrid identification and ancestry reconstruction. This array provides at least 10,000 usable markers for each of the commercially grown tropical pine species and their F1 hybrids, and large numbers of these markers should be transferable to other closely related species in the Pinus section Trifoliae, subsections Australes and Ponderosae enabling wider genetic investigations. MATERIALS AND METHODS An automated bioinformatics pipeline for SNP discovery was established using (i) RNA sequencing (RNA-seq) data from five tropical pine tree species (Pinus patula, P. tecunumanii, P. oocarpa, P. greggii and P. maximinoi) and (ii) targeted capture sequencing (capture-seq) data across 85 provenances from the natural range in Mexico and Central America representing six species (the five species mentioned above plus P. caribaea) (Figure 1a). An P. patula, P. tecunumanii, P. greggii, P. caribaea, P. elliottii, aggregate of 200 million paired-end RNA-seq reads were P. maximinoi and P. pseudostrobus. These species can be aligned back to the five respective transcriptome (expressed deployed in a variety of commercial settings and can gene) assemblies (Visser et al., 2018). A total of readily hybridize and produce viable offspring (Gwaze 5.3 million RNA-based SNPs were detected and identified 1999; Hongwane et al. 2018). As a result, pine breeders 1.3 million that could be targeted for SNP genotyping. In can develop hybrid breeding populations for specific niche parallel, 30 million paired-end capture-seq reads were environments and for disease resistance. aligned back to the P. taeda (loblolly pine) reference Traditional pine tree improvement is a slow, laborious genome assembly. Out of the 3.3 million capture-seq SNPs and expensive process. Therefore, the tree breeding identified, 1.02 million were detected in at least two of the community is exploring the possibility of implementing provenances and 415K SNPs were shared among two or genome-assisted breeding technologies that can speed up more species. From these two sets, a total of 563K could breeding cycles. Next-generation DNA sequencing be targeted for genotyping. After in silico scoring for SNP methods have revolutionized the field of genetics by assay design criteria, we selected a final set of 300K facilitating the identification of natural genetic variation RNA-seq derived SNPs and 120K capture-seq derived (DNA markers) and the development of high-throughput, SNPs for tiling on a 420K screening array (ThermoFisher low-cost marker genotyping assays. Single nucleotide Scientific, Figure 1b). polymorphisms (SNPs) have become the DNA marker of The screening array was used for genotyping of 576 choice due to their abundance in plant and animal individual trees from the 85 provenances and from genomes, amenability to automation, low cost of commercial breeding material representing eight species, genotyping and being co-dominant in nature. P. taeda is including P. elliotti and P. pseudostrobus. Samples that the best characterized pine reference genome, but the passed quality control filtering (98.3% of the samples) current assembly of the 22 Gb megagenome still consists were subjected to genotype calling by Thermo Fisher’s of over 2.8 million sequence fragments (“contigs”) with Axiom Analysis Suite software. Besides evaluating assay >80% repetitive content (Wegrzyn et al. 2014). Whole performance for each SNP probe set, the main aim with genome sequencing of many pine trees required for SNP the screening array was to estimate the allele frequency and discovery efforts therefore remain both costly and pattern of sharing of each marker across species. This computationally intractable. Instead, methodologies based information was crucial for selecting a set of 50K SNP on reduced representation sequencing, for example markers that maximized the representation of each species transcriptome and targeted genome capture sequencing are on the final commercial Pitro50K array (Figure 1c). We being used for DNA marker discovery in pines (Telfer et prioritized SNPs that were informative (with allele al. 2019). frequencies greater than 5%) in three or more species. The lack of high-throughput, low-cost genome-wide Since P. greggii and P. maximinoi were under-represented in genotyping resources has created a bottleneck in pine tree this set, we also included markers unique to P. greggii and genetics research. To advance both commercial breeding P. maximinoi (but still with allele frequencies greater than programs and academic research, we have successfully 5%). Finally, a set of 966 diagnostic SNPs (that vary designed the Pitro50K SNP array (DNA marker chip) greatly in allele frequency among species) were included to with 49,674 markers carefully selected to optimize the aid in future discrimination of species, sub-species and number of polymorphic markers within each species and their F1 hybrids. 18 • TIP-MAG • VOL 2 NO 1
You can also read