Operational vs biological definition of species
Biological: Individuals can mate and produce offspring (that can reproduce)
Operational: OTU vs. ASV; 16S >= 97% similar vs. any one of the inferred single DNA sequences recovered from a high-throughput analysis of marker genes
Though bacterial communities are diverse, they are also________
Uneven
How many microbial species on Earth?
10^11 - 10^12
what conclusions can we draw about microbial diversity in different environments?
More diversity in soil
What are environmental variables that shape microbial diversity?
Salinity, temperature, nutrients
What are LDG gradients
Latitudinal diversity gradient: pattern of increasing species diversity from the poles to the equator
What are some explanations of LDG gradients
Physiological tolerance, kinetic energy, productivity/resources, environmental stability hypothesis
What are 2 major patterns in bacteria species composition?
Different bacteria found in soils, freshwater, oceans
A few bacteria are widely distributed (SAR11 in oceans and verrucomicrobia in soils)
What is Shannon-Wiener
Diversity as a measure of entropy. Given uncertainty in outcome of sampling process, the more species there are in a sample, the closer their proportional abundances, and the more difficult to predict identity of the next species that will be sampled
What is Simpson diversity
Represenets the probability that 2 entities sampled at random belong to same species
How do we relate simpson, shannon wiener, and richeness
Hill numbers (D) = effective # of species = # of equally abundant species needed to give same S value
For every value of q, D = S
. q: Order of diversity vlass, which indicates sensitivity of the class to common and rare species
What do q values of 0 1 and 2 mean for species diversity
0: Diversity insensitive to species (richness)
1: Shannon
2: inverse simpson
What is species abundance distribution
Abundance of species vs. number of species.
What is RAD (rank abundance distribution)
Species rank vs. abundance
What is Rskew
Rarity. Skewness of frequency distribution. Higher Rskew = larger # of rare species
What is Nmax
Dominance. Calculated using peblished estimates of total cell count numbers.
What kinds of organisms do we find in each layer of a winogradsky column?
Top layer: aerobes
Middle: microaerophilic to anaerobic; sulfur fixing compounds (purple sulfur, green sulfur), iron oxidizing
Lowest layer: anaerobes, sulfate reducing, fermenters
Why are microbial traits relevant
Natural selection operates on traits within species, traits govern organismal physiology and ecology, collective traits regulate ecosystem functioning, same trait can be studied over short time scales w/i population and across phylogeny
What are microbial traits
Phenotypic characteristics
What is phylogenetic conservatism of traits
The tendency of closely related species to share similar ecological traits, meaning they retain ancestral characteristics over time
Given that depths of trait conservations differ, how do we measure traits
Linking phenotypic traits of isolates to their evolutionary relatedness,
quantifying presence/absence of genes (glycoside hydrolases for carbs) or modules (oxygenic photosynthesis) within genomes,
and looking at composition variation among sampled communities
How does trait conservatism relate to biogeography
The depth of trait conservatism varies in respect to biogeography
How do the idea of differentially conserved traits generally help to predict compositional variation?
The resolution at which microbiome composition varies among samples may give information about the phylogenetic conservation of the traits under selection
What are some challenges in trait based approaches