The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

137
The coastal California Gnatcatcher controversy and how we determine dis6nctness of biological units John McCormack & James Maley Moore Lab of Zoology Occidental College

Transcript of The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Page 1: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

The  coastal  California  Gnatcatcher  controversy  and  how  we  determine  

dis6nctness  of  biological  units  

John McCormack & James Maley Moore Lab of Zoology

Occidental College

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We  need  sound  science  influencing  land  use  policy  

Ideally we’d base our decisions on science and

try to avoid litigation

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But  how  do  scien6sts  determine  the  basic  units  of  biodiversity?  

•  We use natural history collections

•  We describe and analyze variation within and between populations

•  Using both genetics & appearance

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FAQ:  Why  do  you  have  to  have  so  many  of  the  same  species?  

Curators get this question a lot

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FAQ:  Why  do  you  have  to  have  so  many  of  the  same  species?  

The reason is that if you just had one from each of

two populations, they might look different …

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FAQ:  Why  do  you  have  to  have  so  many  of  the  same  species?  

But as you add specimens, you might find those

differences span the range of variation of each

population

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FAQ:  Why  do  you  have  to  have  so  many  of  the  same  species?  

Or you might find that the variation doesn’t overlap

at all*

*These represent extremes and it

is possible to detect significant

differences even when the values overlap some

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FAQ:  Why  do  you  have  to  have  so  many  of  the  same  species?  

Now imagine comparing many populations and

considering variation by sex and age --- you need a

lot of individuals to conduct a good study on

the units of biodiversity

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The  gnatcatcher  controversy  is  a  rare  moment  for  

taxonomy  in  the  limelight  

Usually this only happens when a new species is

described, like the recent Perijá Tapaculo (Scytalopus

perijanus)

[Avendaño et al. 2015 Auk 132: 450]

Photo:  USFWS  

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Talk Outline

•  coastal California Gnatcatchers

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Talk Outline

•  coastal California Gnatcatchers

•  Recommendations for describing subspecies

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Talk Outline

•  coastal California Gnatcatchers

•  Recommendations for describing subspecies

•  Why philosophical debates in taxonomy matter to YOU

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What  is  a  “coastal”  California  Gnatcatcher?  

It is the northern subspecies, designated as Threatened under the Endangered Species Act in 1993 based on distinct appearance &

taxonomic status as a subspecies

Polioptila californica californica

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What  is  a  “coastal”  California  Gnatcatcher?  

It is the northern subspecies, designated as Threatened under the Endangered Species Act in 1993 based on distinct appearance &

taxonomic status as a subspecies

Polioptila californica californica Critical habitat

Patchy habitat in SoCal in coastal sage

scrub

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There  have  been  lots  of  eyes  on  this  taxonomic  issue  

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There  have  been  lots  of  eyes  on  this  taxonomic  issue  

For example Alden Miller, Director MVZ

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There  have  been  lots  of  eyes  on  this  taxonomic  issue  

For example Alden Miller, Director MVZ

Dividing line generally set around

the 30 degree parallel

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Your  eyes  on  the  problem  

Photos courtesy of Phil Unitt at SDNHM

Thanks to natural history collections, you can see for yourself

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Your  eyes  on  the  problem  

Photos courtesy of Phil Unitt at SDNHM and Jen Gee

Thanks to natural history collections, you can see for yourself

californica has less white in the tail

And a darker back

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From  appearance  to  DNA  

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From  appearance  to  DNA  

ATTGCTAGGTAGGG

ATTGCTAGGTAGGG

ATTACTAGGCAGGG

ATTACTAGGCAGGG

ATTACTAGGTAGGG

A stretch of DNA with individuals sharing some

mutations

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From  appearance  to  DNA  

ATTGCTAGGTAGGG

ATTGCTAGGTAGGG

ATTACTAGGCAGGG

ATTACTAGGCAGGG

ATTACTAGGTAGGG

You can generate a theory of

relatedness between groups and mark

where the changes occurred

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From  appearance  to  DNA  

ATTGCTAGGTAGGG

ATTGCTAGGTAGGG

ATTACTAGGCAGGG

ATTACTAGGCAGGG

ATTACTAGGTAGGG

Sometimes the genetic groups are coincident with geographic

areas

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From  appearance  to  DNA  

ATTGCTAGGTAGGG

ATTGCTAGGTAGGG

ATTACTAGGCAGGG

ATTACTAGGCAGGG

ATTACTAGGTAGGG

As with appearance, you can still detect differences among

populations even when populations contain mixes of genetic types

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From  appearance  to  DNA  

is to as is to

DNA has allowed new insight into evolutionary history, but this shouldn’t mean that we denigrate studies of appearance.

They are looking at two different kinds of variation --- one largely “neutral” and one potentially adaptive.

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From  appearance  to  DNA  

And often appearance and DNA corroborate the same story (though there are many exceptions)

Brown et al. 2007

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Gene6cs  of  the  gnatcatchers  

•  Zink et al. 2000 looked at 1 mtDNA locus

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Gene6cs  of  the  gnatcatchers  

•  Zink et al. 2000 looked at 1 mtDNA locus

•  1 DNA type (allele) was widespread

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Gene6cs  of  the  gnatcatchers  

•  Zink et al. 2000 looked at 1 mtDNA locus

•  1 DNA type (allele) was widespread

•  Rare alleles found in the south

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Gene6cs  of  the  gnatcatchers  

•  Zink et al. 2000 looked at 1 mtDNA locus

•  1 DNA type (allele) was widespread

•  Rare alleles found in the south

•  Petition to delist in 2010 rejected

•  USFWS asked for nuclear markers with high mutation rates

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New  study,  new  markers  

•  Added 8 nuclear DNA regions •  Added one more mtDNA region

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New  study,  new  markers  

•  Added 8 nuclear DNA regions •  Added one more mtDNA region

•  Added ecological climate modeling

–  Using temperature and rainfall data

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New  study,  new  markers  

•  Added 8 nuclear DNA regions •  Added one more mtDNA region

•  Added ecological climate modeling

–  Using temperature and rainfall data

•  Conclusions

–  No genetic differences –  No ecological differences

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Nuclear  markers  –  the  wrong  ones  Given what was already known from mtDNA, no

one would recommend looking at nuclear DNA loci at this taxonomic level --- not even Zink himself

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Nuclear  markers  –  the  wrong  ones  Given what was already known from mtDNA, no

one would recommend looking at nuclear DNA loci at this taxonomic level --- not even Zink himself

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There  were  no  sta6s6cal  tests  for  divergence  

•  They eyeballed the geographic distributions of alleles looking for expected patterns

For one DNA region

Drawn from Zink’s 42-page comment to USFWS

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There  were  no  sta6s6cal  tests  for  divergence  

•  They eyeballed the geographic distributions of alleles looking for expected patterns

Different DNA types & their relatedness Geographical location

of these types

For one DNA region

Drawn from Zink’s 42-page comment to USFWS

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There  were  no  sta6s6cal  tests  for  divergence  

Different DNA types & their relatedness Geographical location

of these types

For one DNA region

Drawn from Zink’s 42-page comment to USFWS

•  They eyeballed the geographic distributions of alleles looking for expected patterns

•  Very qualitative

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There  were  no  sta6s6cal  tests  for  divergence  

Different DNA types & their relatedness Geographical location

of these types

For one DNA region

Drawn from Zink’s 42-page comment to USFWS

•  They eyeballed the geographic distributions of alleles looking for expected patterns

•  Very qualitative •  Also the “expected

pattern” is wholly unrealistic –  More on this later

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There  were  no  sta6s6cal  tests  for  divergence  

Different DNA types & their relatedness Geographical location

of these types

For one DNA region

Drawn from Zink’s 42-page comment to USFWS

•  They eyeballed the geographic distributions of alleles looking for expected patterns

•  Very qualitative •  Also the “expected

pattern” is wholly unrealistic –  More on this later

Actual expected pattern from Zink’s comment to USFWS

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•  Last summer, a new petition to delist the gnatcatcher from the ESA was filed by the Pacific Legal Foundation

•  Reported in a story in the L.A. Times

•  190,000 acres potentially at stake (per L.A. Times)

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In response to the story, and because I

had reviewed the study carefully, I

wrote a letter to the L.A. Times arguing that Zink et al. 2013

was not based on modern methods and

had little chance of finding differences

given their choice of markers and

ecological variables

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This was headline writer’s word choice. I called the science second-rate, not

shoddy.

In response to the story, and because I

had reviewed the study carefully, I

wrote a letter to the L.A. Times arguing that Zink et al. 2013

was not based on the latest methods and had little chance of finding differences

given their choice of markers and

ecological variables

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Zink and Barrowclough wrote

a reply letter

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The editor of The Auk asked me to write a rebuttal paper

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The editor of The Auk asked me to write a rebuttal paper

It was published in January with co-

author James Maley

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The editor of The Auk asked me to write a rebuttal paper

It was published in January with co-

author James Maley

Free open access: http://www.bioone.org/doi/pdf/10.1642/AUK-14-184.1

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Another  look  at  the  gene6c  data  in  Zink  et  al.  2013  

•  In addition to critiquing marker choice & their sweeping conclusions based on negative evidence

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Another  look  at  the  gene6c  data  in  Zink  et  al.  2013  

•  In addition to critiquing marker choice & their sweeping conclusions based on negative evidence

•  We conducted statistical tests (AMOVA) of the most simple hypothesis –  californica is different from south

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Another  look  at  the  gene6c  data  in  Zink  et  al.  2013  

•  In addition to critiquing marker choice & their sweeping conclusions based on negative evidence

•  We conducted statistical tests (AMOVA) of the most simple hypothesis –  californica is different from the rest

•  We did this because several loci showed private alleles in californica and frequency differences from south

Private alleles

Red allele more

common

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Another  look  at  the  gene6c  data  in  Zink  et  al.  2013  

•  In addition to critiquing marker choice & their sweeping conclusions based on negative evidence

•  We conducted statistical tests (AMOVA) of the most simple hypothesis –  californica is different from the rest

•  We did this because several loci showed private alleles in californica and frequency differences from south

•  AMOVA tests indicated 2 of 7 loci significantly differentiated between coastal CA gnatcatcher and south

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Climate models use environmental data + species occurrence points to predict occupied habitats on a map

Digging  into  the  ecological  results  

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Climate models use environmental data + species occurrence points to predict occupied habitats on a map

Digging  into  the  ecological  results  

Environmental data comes from weather

stations and is interpolated over entire

globe

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Climate models use environmental data + species occurrence points to predict occupied habitats on a map

Digging  into  the  ecological  results  

Environmental data comes from weather

stations and is interpolated over entire

globe

Climate models overlap little between

coastals (gray) and south (black)

from Zink et al. 2013

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Climate models use environmental data + species occurrence points to predict occupied habitats on a map

Digging  into  the  ecological  results  

Environmental data comes from weather

stations and is interpolated over entire

globe

Climate models overlap little between

coastals (gray) and south (black)

So, different climates

--- but is this interesting?

from Zink et al. 2013

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Let’s imagine a landscape spanning some geographic distance

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N

Let’s call this north --- and we all know it’s generally hotter to the south

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N

In the north the same trees you find at lower elevation…

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N

… are found at higher elevation to the south

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N

Now we can look at birds distributed over this gradient

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N

We can take GPS points of birds from one area

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Temperature

Ra

infa

ll N

Extract the climate data

and plot them

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Temperature

Ra

infa

ll N

And do the same for the

birds from the other

area

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Temperature

Ra

infa

ll N

Gee, look, they are

different. The thing is…

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Temperature

Ra

infa

ll N

If you took GPS points from some rocks in the

areas…

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Temperature

Ra

infa

ll N

And plotted them, they’d

look different too!

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Temperature

Ra

infa

ll N

So how do we know these

differences

are important to the birds?

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Temperature

Ra

infa

ll N

What we can do is take

many random

points from each area

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Temperature

Ra

infa

ll N

And plot those

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Temperature

Ra

infa

ll N

And ask: given what is

available, are the birds in

different habitats?

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Temperature

Ra

infa

ll N

Despite desert being available, maybe birds to the south aren’t

found in the desert

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Temperature

Ra

infa

ll N

Despite desert being available, maybe birds to the south aren’t

found in the desert

Instead they are found in forest, like

the birds in the north

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Temperature

Ra

infa

ll N

Despite desert being available, maybe birds to the south aren’t

found in the desert

Instead they are found in forest, like

the birds in the north

This is called a conserved niche

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Temperature

Ra

infa

ll N

Or maybe similar habitats

are available, but the birds

are in different habitats

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Temperature

Ra

infa

ll N

Or maybe similar habitats

are available, but the birds

are in different habitats

Birds in south in desert despite

similar forest being available

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Temperature

Ra

infa

ll N

Or maybe similar habitats

are available, but the birds

are in different habitats

This is called a divergent niche

Birds in south in desert despite

similar forest being available

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Temperature

Ra

infa

ll N

Finally, you could fail to

reject the null hypothesis

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Temperature

Ra

infa

ll N

Finally, you could fail to

reject the null hypothesis

And find that the birds are in habitats

that are about as different as the general regions where they live

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Temperature

Ra

infa

ll N

Finally, you could fail to

reject the null hypothesis

And find that the birds are in habitats

that are about as different as the

regions where they live

In this case, you can’t disentangle whether the differences in their climate are truly important to the birds or whether it’s

just a trivial effect of living in different places

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Temperature

Ra

infa

ll N

This latter case is what

Zink et al. 2013 found

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Temperature

Ra

infa

ll N

This latter case is what

Zink et al. 2013 found

They failed to reject the null

hypothesis

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Temperature

Ra

infa

ll N

This latter case is what

Zink et al. 2013 found

They failed to reject the null

hypothesis

Yet drew the sweeping conclusion that this meant the gnatcatchers are habitat generalists, which is

unsupported by their results

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The  differences  in  habitat  between  gnatcatchers  is  obvious  

Coastal sage scrub

Cactus fields

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Vegetation data can be obtained from remote sensing satellites

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You don’t have to work at JPL to get these vegetation layers. You just have to care about looking everywhere you can for

differences.

Vegetation data can be obtained from remote sensing satellites

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Talk Outline

•  Recommendations for describing subspecies

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How  should  we  collect  gene6c  data?  We are in a time of incredible new DNA sequencing

technology

We don’t have to rely on 8 DNA regions.

We can collect thousands.

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We  finally  have  gene6c  techniques  to  probe  the  subspecies  level  

•  Wilson’s Warblers •  With mtDNA & other

nuclear loci only east and west distinct

Ruegg et al. 2014

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We  finally  have  gene6c  techniques  to  probe  the  subspecies  level  

•  Wilson’s Warblers •  With mtDNA & other

nuclear loci only east and west distinct

•  Using 96 SNPs

•  Two subspecies in the western US also distinct

Ruegg et al. 2014

Page 90: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  finally  have  gene6c  techniques  to  probe  the  subspecies  level  

•  Wilson’s Warblers •  With mtDNA & other

nuclear loci only east and west distinct

•  96 SNPs

•  Two subspecies in the western US also distinct

•  Other new methods that gather 1000s of DNA regions

•  Actually can gather neutral DNA and DNA controlling differences in appearance

Ruegg et al. 2014

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How  should  we  collect  ecological  data?  In this case, there aren’t too many sites, so how about some

good old-fashioned, ecological field work? Or at least include vegetation layers.

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How  should  we  analyze  differences  in  appearance?  •  We know they look different

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How  should  we  analyze  differences  in  appearance?  •  We know they look different •  They only question is whether those

differences are “discrete”

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How  should  we  analyze  differences  in  appearance?  •  We know they look different •  They only question is whether those

differences are “discrete”

Geographic  distance    

One smooth transition without discrete units

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How  should  we  analyze  differences  in  appearance?  •  We know they look different •  They only question is whether those

differences are “discrete”

Geographic  distance    

One biological unit with a transition to another

Page 96: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

How  should  we  analyze  differences  in  appearance?  •  We know they look different •  They only question is whether those

differences are “discrete”

Geographic  distance    

One biological unit with a transition to another

•  We now have great analytical methods for looking at geographic clines and testing their significance

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Finally,  the  issue  of  funding  source  We said: Research should be carried out either free

from conflicts of interest or where such conflicts are

stated openly

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Finally,  the  issue  of  funding  source  We said: Research should be carried out either free

from conflicts of interest or where such conflicts are

stated openly

We know sponsorship bias exists

Source: Wikipedia

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Finally,  the  issue  of  funding  source  We said: Research should be carried out either free

from conflicts of interest or where such conflicts are

stated openly

We know sponsorship bias exists

It is likely subconscious or a form of publication bias Stating conflicts provides context to public, media, and

other scientists --- it does not mean a study is invalid

Source: Wikipedia

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Zink et al. 2013 funding source

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R. Thornton is a co-filer on the delisting petition

L.A. Times article said funding was from developers

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Drawn from Zink’s 42-page comment to USFWS

Zink now denies study was funded by developers

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Drawn from Zink’s 42-page comment to USFWS

Zink now denies study was funded by developers

Who “incorrectly implied” it?

It’s a direct quote in

quote marks from the

L.A. Times article. No

correction has been sought.

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In any event, the fact that Robert Thornton is a lawyer who has defended developers’ interests has been known to Zink at least since 2005 when Thornton organized a conference and invited Zink to speak

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So, if not developers, who did Robert Thornton secure the money from?

Again, conflicts don’t invalidate a study, but stating them openly is the right thing to do. The discrepancies

in the story and lack of transparency don’t instill trust.

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Talk Outline

•  Why philosophical debates in taxonomy matter to YOU

Page 107: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Or why arcane philosophical debates over taxonomy matter to

YOU

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In 2000, John Avise wrote a classic piece on a certain mental malady afflicting

some adherents of the Phylogenetic

Species Concept, called Cladists (big-C)

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Background:  We  are  all  liWle-­‐c  cladists  

Willi Hennig

Hennig invented cladistics & now we build the tree of life based on common

ancestors, not general similarity

Page 110: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Background:  We  are  all  liWle-­‐c  cladists  

Clade or monophyletic

group

Willi Hennig

Hennig invented cladistics & now we build the tree of life based on common

ancestors, not general similarity

Page 111: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Background:  We  are  all  liWle-­‐c  cladists  

Hard for the youngsters to believe phylogenies were ever done without cladistics, but apparently blood was spilled in the hallowed halls of our

natural history museums over all this

Images by David Maddison

Page 112: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Then  big-­‐C  Cladists  went  off  the  rails  

•  “Cladists” now known for extreme views –  If it’s not a clade, it

doesn’t exist

–  Parsimony rules

–  Models suck

Image by Sam Magruder

Page 113: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Then  big-­‐C  Cladists  went  off  the  rails  

•  “Cladists” now known for extreme views –  If it’s not a clade, it

doesn’t exist –  Parsimony rules –  Models suck

•  Obsession with clades fine for defining older taxonomic groups

•  Problems arise at and below the level of the species

Image by Sam Magruder

Page 114: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Here’s the process of speciation!

Page 115: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

Page 116: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Page 117: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Some go extinct; others fuse!

Populations split and begin to differ!

They continue to exchange genes!

Page 118: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Some go extinct; others fuse!

Eventually gene exchange slows!

Page 119: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Some go extinct; others fuse!

Eventually gene exchange slows!

Then stops!

Page 120: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Some go extinct; others fuse!

Eventually gene exchange slows!

Then stops!

Far into future, all gene copies differ!

Page 121: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Some go extinct; others fuse!

Eventually gene exchange slows!

Then stops!

Far into future, all gene copies differ!

Here’s the taxonomy!

Page 122: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Some go extinct; others fuse!

Eventually gene exchange slows!

Then stops!

Far into future, all gene copies differ!

Most call these

subspecies or populations!

Page 123: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Some go extinct; others fuse!

Eventually gene exchange slows!

Then stops!

Far into future, all gene copies differ!

Most call these

subspecies or populations!

Debate over when to call species!

Page 124: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Populations split and begin to differ!

They continue to exchange genes!

Some go extinct; others fuse!

Eventually gene exchange slows!

Then stops!

Far into future, all gene copies differ!

Most call these

subspecies or populations!

Debate over when to call species!

Cladist species!

Page 125: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

We  don’t  expect  clades  for  subspecies  

Time

Cladist species!

Returning to Zink’s expected pattern, it’s

the most conservative anyone would apply for

SPECIES --- and would never be expected for subspecies!

Far into future, all gene copies differ!

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What does a Cladist expect to find below the species level?!

Cladist  expecta6ons?  

Page 127: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

What does a Cladist expect to find below the species level?!

Cladist  expecta6ons?  

Not sure, but they explicitly don’t consider processes like gene flow, so

this area describing

what’s happening is left blank!

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Cladist  expecta6ons?  

Maybe they expect this, all neat

and clean?!

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But then wouldn’t they just call these species?!

Cladist  expecta6ons?  

Maybe they expect this, all neat

and clean?!

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If subspecies are defined by gene flow, can a big-C Cladist even believe in

subspecies?!

Page 131: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Drawn from Zink’s 42-page comment to USFWS

Take a moment to ponder this as the expected pattern of nuclear DNA loci for subspecies.!

!And what it would mean for defining

units of biodiversity under

the ESA.!

Page 132: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

So you can collect genetic data until the cows come home.

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“Ultimately this will complete the transition [to cladistic thinking] at ‘lower’ taxonomic scales [e.g., subspecies]. Until then the revolution in systematics and classification started by Hennig remains incomplete.” --- Bob Zink 1999

You won’t see the patterns if this is your viewpoint.

So you can collect genetic data until the cows come home.

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If we let Cladists define the taxonomy of the Endangered Species Act…

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If we let Cladists define the taxonomy of the Endangered Species Act…

…Then we really will be Through the Looking Glass.

Page 136: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Thanks

•  Oxy undergrad Emily Ridley

•  Kevin Winker and others provided invaluable advice

•  Our work was funded by an endowment to Occidental College by the late Robert T. and Margaret C. Moore

Photo  courtesy  of  U.S.  Fish  &  Wildlife  Service.  

Page 137: The coastal California Gnatcatcher controversy and how we determine distinctness of biological units

Further reading •  John E. McCormack & James M. Maley 2015 Interpreting negative evidence

with taxonomic and conservation implications: another look at the distinctness of coastal California Gnatcatchers The Auk 132: 380-388 OPEN ACCESS: http://www.bioone.org/doi/pdf/10.1642/AUK-14-184.1

•  Michael A. Patten 2015 Subspecies and the philsophy of science The Auk 132: 481-485 OPEN ACCESS: http://www.bioone.org/doi/pdf/10.1642/AUK-15-1.1

•  Robert M. Zink et al. 2000 Genetics, taxonomy, and conservation of the threatened California gnatcatcher Conservation Biology 14: 1394-1405 http://onlinelibrary.wiley.com/doi/10.1046/j.1523-1739.2000.99082.x/full

•  Robert M. Zink et al. 2013 Phylogeography of the California Gnatcatcher (Polioptila californica) using multilocus DNA sequences and ecological niche modeling: implications for conservation The Auk 130: 449-458 OPEN ACCESS http://www.aoucospubs.org/doi/abs/10.1525/auk.2013.12241

•  Ornithological Monographs, No. 67 2010 [The Subspecies Issue] ALL ARTICLES OPEN ACCESS http://aoucospubs.org/doi/book/10.1525/aoum.67