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Plant Functional Traits - Science topic

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If AI can match diseases with corresponding genes, how matchable are the other traits with genes? Why?
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According to the Human Genome Report, there are 30,000 genes in humans. The report provides the functionality of every gene, and accordingly, the disease can be found. CRISPR CAS 9 also works for the modifications in the genes and the fast genome sequencing analysis like in the Corona period could have helped even find the traits very easily by AI.
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nowadays green spaces are created in urban environment by selecting pollution-tolerant species based on biochemistry & plant functional traits! however, when considering for expansion or creation of green spaces, should reproductive fitness be considered in selecting an appropriate plant community? as the ability to self-propagate and competitiveness should be encouraged in urban plant communities! kindly comment!
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Reproductive fitness is the ability of an organism to produce offspring that survive and reproduce. It is a measure of how well an organism is adapted to its environment.
In the context of urban plants, reproductive fitness is important because it determines the ability of a plant to persist in a polluted environment. Plants that are able to reproduce successfully in polluted environments are more likely to survive and pass on their genes to the next generation.
There are a number of reasons why reproductive fitness is important for urban plants. First, pollution can damage plant tissues, making it difficult for them to reproduce. Second, pollution can reduce the availability of pollinators, which are essential for plant reproduction. Third, pollution can increase the risk of disease, which can also reduce plant reproduction.
Plants that are able to reproduce successfully in polluted environments have a number of adaptations that help them to cope with the challenges of the urban environment. These adaptations include:
  • Tolerance to pollutants: Some plants are able to tolerate higher levels of pollutants than others. This is because they have developed mechanisms to detoxify the pollutants or to avoid them altogether.
  • Pollinator attraction: Some plants have developed ways to attract pollinators, even in polluted environments. This is important because pollinators are essential for plant reproduction.
  • Disease resistance: Some plants are resistant to diseases that are common in polluted environments. This is important because diseases can reduce plant reproduction.
By selecting pollution-tolerant plant species with high reproductive fitness, urban planners can help to create more sustainable and resilient urban environments.
Here are some examples of pollution-tolerant plant species with high reproductive fitness:
  • Trees: Elm, maple, oak, and willow trees are all pollution-tolerant and have high reproductive fitness.
  • Shrubs: Lilac, forsythia, and barberry shrubs are all pollution-tolerant and have high reproductive fitness.
  • Flowers: Zinnias, marigolds, and petunias are all pollution-tolerant flowers that have high reproductive fitness.
By planting these species in urban areas, planners can help to create more livable and sustainable cities.
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With rise in molecular techniques which can determine cause and effect relationship between a stimulus (environment or experimental) and plant response ( gene, protein, etc), how relevant are plant functional traits ( physiology morphology & phenology) nowadays?
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This is a great point, however one of the advantages of using plant functional traits is that they are relatively easier to measure/obtain via online databases or through field measurements versus molecular techniques. For example, TRY is a global database that has pretty great coverage for commonly measured traits such as SLA, leaf nutrient concentrations, and plant height. Additionally functional trait diversity and composition correspond to fast versus conservative adaptive strategies (Diaz et al. 2016 and Reich 2014) and are related to ecosystem resilience (Laughlin et al. 2014), ecosystem functions (Diaz et al. 2007 and Zhang et al. 2015), and can help infer the community assembly processes that are structuring plant communities at different spatial scales (Lammana et al. 2014, Mouchet et al. 2010, and Thonicke et al. 2022). Finally, for applied ecologists (such as restoration ecologists) functional traits are useful monitoring indicator as there is evidence that functional diversity and composition responds predictably to restoration actions and that they capture greater complexity than species diversity or composition (Laughlin et al. 2017 and Morenos-Mateo. 2020).
Because of this, a functional trait framework remains relevant within the fields of community and restoration ecology.
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In thorn forests, woody plants generally produce multiple shoots from the ground. Most of the allometric formulae are meant for the estimation of biomass of single-stemmed woody plants (usually branching above the breast height). Kindly help me in this regard. Also, I am looking for collaboration who are working on plant functional traits.
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Hi Dr Muthulingam Uday,
Please take a look at this link
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How to estimate the potential carbon sequestration of an area that has been restored by one year or less?
Can I use functional traits of planted species to estimate it broadly?
I am very interested in any suggestions/articles about it.
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Quantification of carbon based on traits is important to know the contribution of each component.
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What I'm looking for is something like the Global Ecosystems Monitoring Network database.
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Hi Agnish Kumar Das , I'm not aware of a GEM equivalent (noting their site says they hope to expand to sites in India soon...) but I wonder if you can make a start using the Global Biodiversity Information Facility (https://www.gbif.org/ ). GBIF entries do have some trait info. Although a perfect, pre-defined functional trait search does not yet seem to be available, you can make do: for example, searching 'shade toleran*' in occurrences and then selecting a geographic area (available by latitude or by drawing a shape on the map under the 'location' menu dropdown) will return a list of species for you.
Here's a 2018 paper that might be of interest: Towards an Ecological Trait-data Standard, https://www.biorxiv.org/content/10.1101/328302v1.full.pdf
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I saw in the paper from Nguyen-Queyrens et al. (2002) that osmotic potential = ( osmotic potential at full turgor × 100) / Relative Water Content, but it does not seem correct to just to calculate osmotic potential at full turgor, as (Osmotic Potential × relative water content ) /100. The resulting values are not reliable.
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What system do you use for retyping and storing measured plant trait data in your lab? By traits, I mean e.g. leaf traits like leaf area, leaf weight, leaf thickness etc., used to calculate SLA, LDMC, succulence etc.
Are you using Excel, Access, or some other software? Or is there even some dedicated database software which can be used for this purpose? In my lab, we have measured trait data from several different projects, measured using the same standard protocol, and I hope to introduce workflow how these data can be merged together into a single trait database, which can be further extended for new data (retyped or imported). And also workflow which allow students to easily use it for their own data measured within their theses (and then merged with the other data in the lab).allows
Any suggestion and experience sharing is very welcome, thank you!
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That is very good approach. I think the database be useful too. But the first thing I had to do - the collection management system and the ontology linked to data entities. After that it the laboratory data management became a real.
Have you seen very close projects like Invenio (on base of Flask framework) or DKAN (on drupal framework)? It is opensource projects as I know. Also there is a drupal-based laboratory management system.
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I'm studying functional trait variation within and between tree species growing in natural conditions. The trees have a considerable variation in size (height and DBH), and I want to know how size affects functional traits. I performed some linear models including size as a covariate like this:
trait~species+site+height
Do you recommend any other method/or any article to correct by size effects?
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They include: whole plant traits, such as plant height or life form; leaf traits, such as specific leaf area (SLA), leaf size or leaf phenology; stem and belowground traits, such as specific root length or bark thickness; and finally regenerative traits, such as dispersal mode, seed mass or resprouting capacity
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Dear colleagues. Does anyone know of any work in which the criteria of functional traits of plants related to hydrological ecosystem services (e.g., hydrological regulation, drought mitigation or water saturation mitigation) has been used to spatially delineate an area for conservation planning, management, or decision making?
I think Moore et al. 2017 (Towards a trait-based ecology of wetland vegetation. Journal of Ecology 105: 1623-1635. doi:10.1111/1365-2745.12734) paper is enlightening from a conceptual aspect, but I need criteria and arguments from a spatial approach.
Thanks a lot
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Dear Nicolás, I can't recall specific studies on that to be honest... what I have seen are studies relating the plant-soil interaction with a focus on water budget, but I can't recall that being used for planning purposes.
I found one article that could be mostly related to what you are looking for, hope it helps.
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Hi everyone,
I was wondering, when both data types are available, which is best (for which research objective?) to compute community weighted means? Density, biomass or cover seem to be used as if they were exchangeable even though they relate to different aspects of the vegetation, and are not necessarily correlated in my case. Density could be biaised towards species with high seed output, biomass could be biaised towards tall species, whereas cover could be biaised towards a creeping growth form.
What data type do you recommend to compute community weighted means in relation to which research objective?
The only publication which has investigated this question - to the best of my knowledge - is :
Q. Guo, P.W. Rundel, Measuring dominance and diversity in ecological communities: choosing the right variables, Journal of Vegetation Science, 8 (1997) 405-408.
-> which recommends biomass, with few explanations
FYI: I work on weed community response to agricultural practices. Therefore, both biomass and density are very common measures. One obvious problem with density in such cases is when associating average trait values to late germination flushes (i.e. seedlings of summer weeds in winter cereals).
Any documents which could partially answer this question are welcome.
Thank you very much for your interest.
Sincerely,
GA2
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Hi Guillaume
I agree with Lucie Mahaut. Remember also that CWMs reflect the 'biomass-ratio hypothesis' (Grime, 1998; Garnier et al. 2004). This hypothesis states that ecosystem properties are driven by the characteristics of dominant species in the community. Biomass is a good way to assess species dominance because it is more closely related to species fitness. In traditional approaches, density or cover is usually used as a proxy of biomass when biomass cannot be assessed properly (in particular when you need a non-destructive way of assessing CWM). The bias towards tall species seems in your case relevant, as tall plants may be important competitors for crops. If you need information about plant demography, you could maybe consider seed traits.
All the best,
Karim
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Under resource constraint conditions (drought, nutrient limitation, shade), what is the relationship between NSC concentration and fine root trait (morphology, anatomy, chemistry) among different root order?how do u think about the trade-off between fine root trait and NSC storage?
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A paper we published last year suggested a pretty close coupling between photosynthetic rates and root biomass (Robin et al. 2018, Agronomy 8(11) 236) although granted this was 1) whole season data, 2) in hydroponics, 3) based on phytomer level root mass.
Our model suggested that C is allocated approximately equally between phytomer positions. Where the C supply was greater than that required for maintenance respiration, we found root growth. Where photosynthetic C supply to a phytomer position was less than that required for maintenance respiration, you'd get death. Of course, you'd expect fine roots would die before axial roots.
A paper we published this year (Irving et al. 2019 Journal of Plant Physiology 223 54-59) showed that irrespective of N supply C allocation to the roots was broadly the same. Admittedly, the N levels used were unnaturally high (to compensate for a short labeling period). We hypothesized that light intensity / photosynthetic rate was the rate limiting factor for shoot to root C supply. We're currently testing this.
So, I think light limitation would probably limit the growth of new, fine roots, especially if the C balance of shoot photosynthesis and root growth / respiration is as tightly coupled as our model suggests.
When you talk about NSC, if I assume you're thinking about starch, then I think leaf starch levels may be largely depleted overnight. If there was a strong demand for C by the roots, you might see competition. I don't know if that's been measured.
You have a great question, but like Dr Hogan, I'm not sure how much work has been done. I second his comments about drought, which I think has been shown in many previous studies.
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I need the following traits: SLA, LDMC, leaf C, and leaf N. Strong preference for traits from China. Species average is fine-- individual measurements would be even better.
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great thank you! Ari Jokimäki
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I am working with taxonomic and functional diversity of weeds in olive orchard and I am trying to use the function RaoRel using package "Cati" for R. I am to calculate alpha, betha and gamma diversity in the framework of Rao Index with Jost correction. I got to run RaoRel function but I have some questions...
1. Sample = The community matrix of abundance (c x s) of the s species for the c local communities ("Sample" in function)
I have two scenarios, and from each one of them I want to get alpha diversity and betha diversity between each of them . However, one of them is sampled with 4 sampling points while the other is sampled with 2 sampling points. Would there be any way to equalize both samples so that they were balanced?
I know that alpha, beta and gamma diversity can be analyzed through (Lande 1996) weighted by the number of samples of each of the scenarios, but I do not know if this can be done in a package.
2. STRUCTURE = A data frame containing the name of the group to which samples belong see (de Bello et al, 2011) for more details
Could I work with a multitude of scenarios at the same moment thanks to this function?
What is the best way to apply it?
Thanks in advance ¡¡
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Hello,
I am working on a project that needs land cover map. I used ESA's land cover map v2.07 for year 2010. I used CCI-LC user tool and performed the default PFT table to my data. Now for every pixel of data, I have percentage of different plant types.
My problem is that I don't want to have multiple plant types and their percentage for a pixel. Instead, I need just 1 plant type for a specific pixel. What is the next move?
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How about assign each pixel with the Land Cover with maximum value ?
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Amaranth ssp. could perhaps be one of the most important crop species for modern arable cropping due to its multiple types of use such as grain, forage and biomass (http://www.sciencedirect.com/science/article/pii/S0926669017302170?via%3Dihub). In times of dramatically decreasing insect populations, especially pollinators (https://www.ipbes.net/sites/default/files/downloads/pdf/spm_deliverable_3a_pollination_20170222.pdf), it may be worth investigating the potential economic value of the plant functional trait “flower” (including both quality and quantity of “nectar”), which is strongly developed in Amaranth ssp., to facilitate the process of urgently required agricultural diversification (https://link.springer.com/article/10.1007/s13593-015-0285-2). Accordingly, the first good that came to my mind was honey. However, after carefully screening literature, I did not find any information on the potential use of Amaranth ssp. for honey production.
Many thanks in advance! Kind regards, Moritz
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In Mexico there is interest in the process of obtaining oil or amaranth honey
There are some jobs but they are in Spanish, I hope you can use the following links in English
file:///C:/Users/UsuarioHP/Downloads/2189207.pdf
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I want to measure the forest community assembly in subtropical forest. I have the previous forest investigation data of 10 years, 20 years but don't have trait related data. I want to know what was community assembly mechanism 10 years ago or 20 years ago?
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In-vitro screening and greenhouse screening of different germplasms against abiotic and biotic stresses , accomplished for different plant functional traits , when brought to main filed , do you feel , they will express differently, i dont think so , dear colleagues..
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I want to find some literature whether plant functional traits change over time or not. If someone has knowledge regarding this, please share with me.
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Yes, functional traits are expected to change at individual level, between ontogenetic stages and also in response to environmental variation, although inter specific variation in traits in general is larger. You should see this recent paper in Ecography about trait variation across scales, including variation within individual, between individual, between species, and among communties along environmental gradients:
Messier et al 2017. Trait variation and integration across scales: is the leaf economic spectrum present at local scales?
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Hello!
In the aim of linking the result of a non destructive chlorophylle and flavonoids estimator (Dualex) to the chemical concentrations of different species' leaves, we would measure pigments concentration spectrophotometrically.
We have developped a protocol of methanol extraction, based on litterature. However, we will use a spectrophotometer with plates with different properties than the cuvette used in studies providing equations linking absorbance and concentration.
Which commercial products should we choose to calibrate the parameters of those equations? We want to obtain a measure of total chlorophyll content and a proxy of flavonoids concentration.
Thank you!
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Thank you so much for your response!
I will follow your advices carrefully.
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Dear Colleagues,
I would like to work on the effect of  salinity on leaf area, but there, I work on legumes wich leaf is composed of some leaflets, then my question, should I measure the surface of all the leaflets one by one, or  another way exists to estimate this parameter?
Thank you for your contribution
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Dear Colleagues,
Tahnk you very much for your suggestions. That will be very helpfull for my studies.
Cordially
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Hi, I need a list of functional traits (SLA, LDMC, Seed Mass, Height (vegetative/reproductiv)) for specivic species of grassland in Germany. Something like a literature value would be pretty cool.
I calculating a Community weighted Mean (CWM) to compare trait responses under diffrent conditions. I Already have the relative abundance of species and a lot of trait values (provided by TRY-databas). But some species doesn´t list in TRY database, thats why I´m searching for literatur values.
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This paper may help you. Wright, I. J., et al. 2004. The worldwide leaf economics spectrum. Nature 428:821-827.
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We sampled plants in 5 plots x different habitats (mature, degraded and secondary forests). In every habitat we measure functional traits for the present species. Our traits are a mix of continuous and categorical variables .
There are differences in the continuous traits between the same species in the different habitats.
We want to compare if there are differences on functional diversity between habitats.  As in the attached paper.
I was trying with the function "treedive" of the "vegan" package of R. But unfortunately, I can just supply one database of traits that were measure one time to all the species. In our case, we have several repetitions of traits (continuous) of the same species but at different habitats resulting in different values. 
I was thinking in divide the dataset in static traits (categorical) and compare with the treedive function. And with changing traits (continuous) and compare them with multivariate analysis. But I am not sure if this will affect the nature of my study (comparing functional diversity).
Another option that I was thinking was just compare the distance matrix (all traits) of each habitat.
What do you think or suggest?
Thanks in advance.
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Dear Jorge,
If your main interest is in the trait differences between habitats, then you have two additional options:
(1) Treat all traits as a matrix of response variables (multivariate normally distributed) and enter them in a multivariate linear model e.g. using lm() followed by Anova() in John Fox´s "car" library:
model1=cbind(trait1,trait2,trait3...)~habitat
Anova(model1)
You can set up contrast matrices for the response matrix to test individual differences and hypotheses on sets of traits. You may also introduce random effects if desired.
See an example provided in the link below.
(2) Alternatively, you could just look at individual traits or groups of traits in structural equation models, e.g. using the lavaan or piecewiseSEM packages.
I hope these suggestions are helpful in some way for you - don´t know if they work but maybe worth a try.
Best wishes,
Christoph
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I'd like to calculate plant functional trait diversity based on field measurements of various plant traits in grassland communities, e.g. leaf area, leaf dry weight, LMA, LDMC, leaf nutrient concentrations, absolute and relative abundance (above-ground biomass, coverage) and coverage of individual species. However, the functional trait diversity could be affected by the choices of traits. Could anybody tell me which plant traits should be selected for calculating plant functional trait diversity in grassland ecosystems?
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There is an updated version of the previously mentioned handbook, authored by Pérez et al. You can download it from Researchgate:  https://www.researchgate.net/publication/259741364
This new handbook will not give you the perfect and ultimate answer, since it depends on several factors, but I think you will find it useful. In Box 2  the authors discuss "Which traits to measure to answer which questions?" . 
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I am searching for a good method to identify Plant Functional Types from trait and abundance data. I tried to understand the SYNCSA method by Pillar & Sosinski 2003, however to me it is pretty much unclear how they finally identify the PFTs. There are too many unclear descriptions in the method on what is done how and why. Also the recent R-package implementation (Debastiani and Pillar 2012) does not help very much, although it improved my understanding on what is going on. 
In fact, I identified the optimal traits, yet what is next? Clustering with k-means like Fyllas et al. (2012) does not seem to be realistic to me. 
does anyone here has another workflow ready? 
thanks!
  1. Pillar, Valério DePatta, and Enio E. Sosinski. 2003. “An Improved Method for Searching Plant Functional Types by Numerical Analysis.” Journal of Vegetation Science 14 (3): 323. 
  2. Debastiani, Vanderlei J., and Valério D. Pillar. 2012. “SYNCSA—R Tool for Analysis of Metacommunities Based on Functional Traits and Phylogeny of the Community Components.” Bioinformatics 28 (15): 2067–68.
  3. Fyllas, Nikolaos M., Carlos A. Quesada, and Jon Lloyd. 2012. “Deriving Plant Functional Types for Amazonian Forests for Use in Vegetation Dynamics Models.” Perspectives in Plant Ecology, Evolution and Systematics 14 (2): 97–110. doi:10.1016/j.ppees.2011.11.001.
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Dear Wayne, many thanks. I will check out the IPCD framework. However, I have already a large set of traits. Maybe I can reduce them to match the IPCD.
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How to distinguish root traits only for individual competition and get rid of other individual effects(such as root storage) in grassland community? Does anyone reckon root comptition regulates plant coexistence other than envornmental factors in infertile alpine ecosystem? Thanks for sharing your opinion!
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A former postdoc of mine addressed the complex role of nutrient interactions between three subalpine species. I have attached one of his papers here which might provide a helpful lead to other more relevant material for you
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Hello I am working on plant functional traits and soil. Please help me
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Monika , very good question . Plant functional traits and sink capacity of soil for carbon storage are surely inter-linked. I feel , there are two over-riding parameters defining plant  functionality in terms of carbon sequestration are photosynthesis and respiration  as net photosynthesis. While soil parameters are :   texture , organic carbon , soil depth and soil microbial load . It is worth mentioning here to store carbon in passive pool and act upon active carbon pool since passive carbon pool has multifold functionality  with regard to carbon sequestration .   
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I am Currently working on a Bachelor thesis with the Title:
Functional Traits in Evergreen Tropical Forests
The Basic of my thesis is the Comparison of two Forest!
(both: located in Neotropis, evergreen, elevation 1000-1500,water available throughout the year. One being located in a nutrients rich enviroment one at a poor side)
My spezial aim is to find traits that indicate the absence of nutrients as driving evolutionary factor for the Nutrient poor Side. Then Traits that are able to enhance fitness for light competition at the nutrient rich side.
In the end i try to make assumptions about the Tradeoffs being made at the sides predicting that the species composition will contain a higher percantage of conservative species at the poor side and aquisitive species at the rich side.
My Traits so far. 
Light: Specific Leaf area, Leaf Nitrogen Cont., Leaf Phosporus Cont, Max Canopy Height, Crown Leaf area Index
Nutrients: Wood Density, Max Canopy Height., Lifespan of Individual, rooting depths, relative root lenght
I am asking for a small feedback on the existing traits and maybe suggestions at all levels. (Papers which i should read, Traits i schould add/eliminate, general links fo the Topic)
I hope you enjoy the question.
Mfg Felix
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Felix -
Interesting study - I have done similar work that is closely related, and may change how you think about the problem (see attached).  Make sure you think through sampling and replication issues thoroughly in addition to traits: you need to have more than N=1 replicate of each forest type.
On your question, there is perhaps no "correct" list of traits, but certain traits are more closely linked to conservative vs. acquisitive growth strategies than others.  Your list includes some but not all of the Leaf Economics Spectrum traits (i.e., you have leaf N, leaf P, SLA, and leaf lifespan, but are missing photosynthetic capacity and leaf dark respiration).  I would argue that some measure of whole-plant light compensation point is the best direct measure of shade tolerance (and thus of conservative vs. acquisitive growth strategies), but this is also difficult to measure.  Along these lines crown-level leaf area index is very difficult to measure, and there are in fact very few data published on this in the literature.  It is much more feasible to measure canopy gap fraction, but even that is laborious (see second paper attached).
Vielen glück!
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I have measured several functional traits mainly leaf traits (SLA, LDMC, LT …), root length and weight above-ground standing biomass, Branching architecture. I know Paula et al(2009) review article which introduced possible traits related to fire considering resprouting and regeneration traits. Could leaf traits and allocations also be considered as representative traits for interpretation of fire effects?
It would be my pleasure to have your advice
Warm regards
veria
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I would measure the tissue flammability. See more at Cornelissen J, Lavorel, Garnier, Díaz, Buchmann, Gurvich, Reich, ter Steege, Morgan, van der Heijden M, et al. 2003. A handbook of protocols for standardised and easy measurement of plant functional traits worldwide. Australian Journal of Botany 51: 335.
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Hi, I need some measure plant traits in lowland forest in the Amazon estuary to assess the influence of abiotic factors such as soil factors and flooding in the assemblies of these communities.
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Muito obrigado. No momento estou no Pará coletando, mas assim que volta a Recife passo com você sim. abrç
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Functional traits are those that define species in terms of their ecological roles - how they interact with the environment and with other species. In terrestrial plant communities, researchers have included more complex traits like rates of growth, nutrient requirements and water uptake. Moss is unique as diet for bryophagous insect, and its problem for evaluate in researches.
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Lawren Sack and Masher Waite published a set of papers on moss leaf economics and ecophysiology that you can use. See below:
Waite, M., & Sack, L. (2010). How does moss photosynthesis relate to leaf and canopy structure? Trait relationships for 10 Hawaiian species of contrasting light habitats. New Phytologist, 185(1), 156-172.
Waite, M., & Sack, L. (2011). Does global stoichiometric theory apply to bryophytes? Tests across an elevation× soil age ecosystem matrix on Mauna Loa, Hawaii. Journal of Ecology, 99(1), 122-134.
Waite, M., & Sack, L. (2011). Shifts in bryophyte carbon isotope ratio across an elevation× soil age matrix on Mauna Loa, Hawaii: do bryophytes behave like vascular plants?. Oecologia, 166(1), 11-22.
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I am looking into differences in plant traits between tropical montane and tropical lowland forest. I'm especially interested in reproductive traits. Does anyone know of large data sets available that might contain such information?
Thank you. 
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Hello. Try is a very good database but not so user friendly.
You can also try on CABI, EOL, and ISSG. There are some information on biological traits for the plants.
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Hello, we are working on biological traits analysis with fuzzy coding and would like to make the link with abiotic conditions.
How do you do it?
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Nathalie,
I have already performed this kind of factorial analysis on an invertebrate dataset (biological traits). As suggested by Alain, the RLQ analysis is a first option to investigate the link between biological and environmental tables. But if you wish to assess only the relationship between a fuzzy-coded biological table (typically species traits) and an environmental table, you can also perform either a CCA or a CAIV.
Using the ade4 package in R as advised above, the two following sequences gave the same result in my case:
1) first perform a FCA on the fuzzy-coded array (needs the ‘prep.fuzzy.var’ and ‘dudi.fca’ functions in ade4) and then a CAIV between the FCA result and the environmental table (‘pcaiv’ function)
2) perform directly a CCA between the fuzzy-coded array and the environmental table (‘prep.fuzzy.var’ and ‘cca’ functions)
Hope that helps.
Mathieu
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Soil erosion is an important soil degradation process in many regions in the world. The practices performed for erosion control are multiple (soil tillage, mulching, fascine,...) but often not enough integrated in ecological engineering including the plant traits effect on reduction of erosion and runoff. 
Practices performed and published study are often regional and focus on capacity of species of regional flora and little on plant traits reducing erosion and runoff. 
What are the main shoot and root traits influencing erosion and runoff?  
 
Relevant answer
Answer
In attach a review about important root traits for ecological engineering