| Literature DB >> 25695760 |
Paul F Rugman-Jones1, Steven J Seybold2, Andrew D Graves3, Richard Stouthamer1.
Abstract
Thousand cankers disease (TCD) of walnut trees (Juglans spp.) results from aggressive feeding in the phloem by the walnut twig beetle (WTB), Pityophthorus juglandis, accompanied by inoculation of its galleries with a pathogenic fungus, Geosmithia morbida. In 1960, WTB was only known from four U.S. counties (in Arizona, California, and New Mexico), but the species has now (2014) invaded over 115 counties, representing much of the western USA, and at least six states in the eastern USA. The eastern expansion places TCD in direct proximity to highly valuable (> $500 billion) native timber stands of eastern black walnut, Juglans nigra. Using mitochondrial DNA sequences, from nearly 1100 individuals, we examined variation among 77 samples of WTB populations across its extended range in the USA, revealing high levels of polymorphism and evidence of two divergent lineages. The highest level of genetic diversity for the different lineages was found in the neighboring Madrean Sky Island and Western New Mexico regions, respectively. Despite their proximity, there was little evidence of mixing between these regions, with only a single migrant detected among 179 beetles tested. Indeed, geographic overlap of the two lineages was only common in parts of Colorado and Utah. Just two haplotypes, from the same lineage, predominated over the vast majority of the recently expanded range. Tests for Wolbachia proved negative suggesting it plays no role in "driving" the spread of particular haplotypes, or in maintaining deep levels of intraspecific divergence in WTB. Genotyping of ribosomal RNA corroborated the mitochondrial lineages, but also revealed evidence of hybridization between them. Hybridization was particularly prevalent in the sympatric areas, also apparent in all invaded areas, but absent from the most haplotype-rich area of each mitochondrial lineage. Hypotheses about the specific status of WTB, its recent expansion, and potential evolutionary origins of TCD are discussed.Entities:
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Year: 2015 PMID: 25695760 PMCID: PMC4335055 DOI: 10.1371/journal.pone.0118264
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1USA county records of the walnut twig beetle, Pityophthorus juglandis Blackman: (A) historic distribution as of 1960 (Bright, 1981; Wood and Bright, 1992); and (B) current distribution (December 2014) based primarily on recent collections by the co-authors and various cooperators.
Fig 2Topographical definition of Pityophthorus juglandis populations used for population genetic analyses.
Population labels: BR = Bitterroot Ranges; CR = Cascade Ranges/Klamath River Basin; CRD = Columbia River Drainage; ES = Eastern Sierra Nevada; EB = Escalante Breaks; FR = Front Range; MSI = Madrean Sky Islands; N-CA = Northern California; OH = Ohio; PA = Pennsylvania; NRGV = Northern Rio Grande Valley, New Mexico; SM = Sacramento Mountains; S-CA = Southern California; TN = Tennessee; VA = Virginia; WR = Wasatch Range; W-NM = Western New Mexico.
Characterization of United States populations of the walnut twig beetle, Pityophthorus juglandis.
| Topographical Population | Sample sites | Host | latitude | longitude | Date | N | H | Hp | Hd |
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| 24) Parma, Canyon Co., ID |
| 43.7828 | -116.9379 | Sep 2010 | 19 | 3 | 0 | 0.585 | 0.713 | |
| 70) Twin Falls, Twin Falls Co., ID |
| 42.5604 | -114.4601 | Jul 2011 | 14 | 2 | 0 | 0.527 | 0.527 | |
| 112) Meridian, Ada Co., ID |
| 43.6587 | -116.4539 | Mar 2013 | 16 | 3 | 0 | 0.575 | 0.625 | |
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| 29) Hwy 20, nr. Corvallis, Benton Co., OR |
| 44.6105 | -123.2163 | Aug 2010 | 17 | 3 | 0 | 0.471 | 0.559 | |
| 40) Medford, Jackson Co., OR |
| 42.4271 | -122.9557 | Aug 2010 | 20 | 3 | 0 | 0.695 | 0.947 | |
| 56) Eugene, Lane Co., OR |
| 44.0843 | -123.1456 | Aug 2010 | 10 | 2 | 0 | 0.467 | 0.467 | |
| 68) Portland, Multnomah Co., OR |
| 45.5607 | -122.7424 | May 2011 | 11 | 4 | 1 | 0.709 | 1.018 | |
| 69) Canby, Clackamas Co., OR |
| 45.2500 | -122.7206 | May 2011 | 4 | 2 | 0 | 0.500 | 0.500 | |
| 87) Klamath River, Siskiyou Co., CA |
| 41.8333 | -122.6210 | Sep 2011 | 14 | 2 | 0 | 0.527 | 0.527 | |
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| 30 & 31) Maryhill, Klickitat Co., WA |
| 45.6947 | -120.8064 | Aug 2010 | 32 | 2 | 0 | 0.508 | 0.508 | |
| 32) Walla Walla, Walla Walla Co., WA |
| 46.0641 | -118.3113 | Aug 2010 | 10 | 2 | 0 | 0.200 | 0.200 | |
| 33) The Dalles, Seufert County Park, Wasco Co., OR |
| 45.6082 | -121.1279 | Aug 2010 | 12 | 2 | 0 | 0.485 | 0.485 | |
| 99) Orofino, Clearwater Co., ID |
| 46.4800 | -116.2539 | Sep-Oct 2011 | 8 | 2 | 0 | 0.536 | 0.536 | |
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| 62) Carson City, Carson City Co., NV |
| 39.1727 | -119.7689 | May 2011 | 12 | 3 | 0 | 0.439 | 0.712 | |
| 80) Reno, Washoe Co., NV |
| 39.5205 | -119.8078 | Sep 2011 | 7 | 2 | 0 | 0.571 | 0.571 | |
| 81) Genoa, Douglas Co., NV |
| 39.0042 | -119.8450 | Sep 2011 | 12 | 2 | 0 | 0.530 | 0.530 | |
| 88) Carson City, Carson City Co., NV |
| 39.1666 | -119.7723 | Sep 2011 | 10 | 3 | 1 | 0.600 | 0.933 | |
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| 47) Grand Junction, Mesa Co., CO |
| 39.0650 | -108.5983 | Sep 2009 |
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| 19) Pueblo, Pueblo Co., CO |
| 38.2582 | -104.6337 | Jun 2010 | 24 | 4 | 0 | 0.591 | 1.739 | |
| 21) Cañon City, Fremont Co., CO |
| 38.4464 | -105.2018 | Jun 2010 | 25 | 2 | 0 | 0.280 | 0.560 | |
| 26) Denver, Jefferson Co., CO |
| 39.7547 | -105.0531 | Jun 2010 | 10 | 3 | 0 | 0.511 | 3.622 | |
| 48) Lyons, Boulder Co., CO |
| 40.2235 | -105.2716 | Oct 2010 | 42 | 4 | 0 | 0.631 | 7.210 | |
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| 12) Rucker Canyon Rd., Cochise Co., AZ |
| 31.7498 | -109.3960 | Jan 2010 | 24 | 6 | 3 | 0.746 | 1.279 | |
| 13) Catalina/Mt. Lemmon Hwy, Pima Co., AZ |
| 32.3743 | -110.6910 | Jan 2010 | 37 | 5 | 2 | 0.299 | 0.583 | |
| 52 & 55) Coronado NF, Hildago Co., NM |
| 31.7177 | -108.8222 | Oct 2010 | 17 | 9 | 5 | 0.890 | 3.412 | |
| 67) Chiricahua Mountains, Cochise Co., AZ |
| 31.5924 | -109.5066 | May 2011 | 23 | 7 | 2 | 0.751 | 1.273 | |
| 96) Miller Canyon, Coronado NF, Cochise Co., AZ |
| 31.4271 | -110.2538 | Jul 2011 | 27 | 6 | 3 | 0.613 | 0.724 | |
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| 1) Sierra Gold Nursery, Sutter Co. |
| 39.0614 | -121.6136 | Jul 2009 | 12 | 2 | 0 | 0.485 | 0.485 | |
| 2) Terry Langiano Orchard, Tulare Co. |
| 36.2357 | -119.2424 | Nov 2009 | 8 | 2 | 0 | 0.571 | 0.571 | |
| 7) UC Davis, Yolo Co. |
| 38.5393 | -121.7962 | Feb 2010 | 12 | 3 | 1 | 0.591 | 0.818 | |
| 10) Abandoned orchard, Hollister, San Benito Co. |
| 36.9424 | -121.4115 | Mar 2010 | 6 | 2 | 0 | 0.533 | 0.533 | |
| 11) Suchan-Valdez Walnut Farm and Nursery, Lake Co. |
| 39.1726 | -122.9090 | Mar 2009 | 6 | 2 | 0 | 0.333 | 0.333 | |
| 17) Pleasanton, Alameda Co. |
| 37.6748 | -121.8858 | Jun 2010 | 10 | 3 | 0 | 0.689 | 0.822 | |
| 22 & 34) Visalia, Tulare Co. |
| 36.2944 | -119.2836 | Jul-Sep 2010 | 16 | 3 | 0 | 0.492 | 0.525 | |
| 23) Larry Diel's Farm, Fresno Co. |
| 36.7675 | -119.9481 | Sep 2010 | 10 | 3 | 1 | 0.511 | 0.556 | |
| 35) USDA National Clonal Germplasm, Solano Co. |
| 38.5001 | -121.9784 | Jul 2010 | 9 | 3 | 0 | 0.667 | 0.778 | |
| 60) Merced, Merced Co. |
| 37.3154 | -120.5273 | Jan 2011 | 6 | 3 | 0 | 0.733 | 1.133 | |
| 65) Sierra Gold Nursery, Sutter Co. |
| 39.0612 | -121.6138 | Jun 2011 | 3 | 1 | 0 | 0.000 | 0.000 | |
| 66, 79, 92, 93) Bidwell Park, Chico, Butte Co. |
| 39.7726 | -121.7623 | Aug 2011 | 22 | 2 | 0 | 0.416 | 0.416 | |
| 102) Lucerne, Kings Co. |
| 36.3728 | -119.6772 | Dec 2012 | 6 | 3 | 1 | 0.600 | 1.200 | |
| 104) Danville, Contra Costa Co. |
| 37.7835 | -121.9755 | Jul 2012 | 6 | 2 | 1 | 0.333 | 0.333 | |
| 105) Greenwood, El Dorado Co. |
| 38.8996 | -120.9079 | Jun 2012 | 4 | 1 | 0 | 0.000 | 0.000 | |
| 109) USDA National Clonal Germplasm, Solano Co. |
| 38.4908 | -121.9751 | Aug 2012 | 5 | 2 | 0 | 0.600 | 1.200 | |
| 111) Willow Creek, Humboldt Co. |
| 40.9766 | -123.6411 | Jul 2013 | 11 | 1 | 0 | 0.000 | 0.000 | |
| 114) Cool, El Dorado Co. | Lindgren trap, near | 38.8876 | -121.0166 | Jul-Sep 2013 | 12 | 2 | 0 | 0.485 | 0.485 | |
| 122) Freeport, Sacramento Co. |
| 38.4503 | -121.4997 | Aug 2013 | 10 | 3 | 0 | 0.689 | 0.822 | |
| 123) Georgetown, El Dorado Co. |
| 38.9094 | -120.8373 | Aug 2013 | 6 | 2 | 0 | 0.533 | 0.533 | |
| 124) USDA National Clonal Germplasm, Solano Co. |
| 38.4985 | -121.9794 | Mar 2014 | 5 | 2 | 0 | 0.600 | 0.600 | |
| 125) USDA National Clonal Germplasm, Solano Co. |
| 38.5047 | 121.9745 | Mar 2014 | 6 | 3 | 0 | 0.733 | 1.400 | |
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| 110) Hamilton, Butler Co. | Lindgren trap, near | 39.3794 | -84.4868 | Jun 2013 |
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| 71) Doylestown, Bucks Co. |
| 40.3477 | -75.1276 | Aug 2011 |
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| 25) Albuquerque, Bernalillo Co. |
| 35.1326 | -106.6758 | Jun 2010 | 9 | 2 | 1 | 0.389 | 1.167 | |
| 113) Bernalillo, Sandoval Co. | Lindgren trap, near | 35.3181 | -106.5553 | Jun-Jul 2013 | 18 | 3 | 0 | 0.542 | 2.359 | |
| 118) Bosque Farms, Valencia Co. | Lindgren trap | 34.8472 | -106.7103 | Jun-Jul 2013 | 4 | 4 | 2 | 1.000 | 2.167 | |
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| 64) Nogal Canyon, Otero Co. |
| 33.1063 | -105.8049 | Aug 2011 | 25 | 1 | 0 | 0.000 | 0.000 | |
| 106&107) Hondo Valley, nr. San Patricio, Lincoln Co. | Lindgren trap, near | 33.4123 | -105.3460 | Mar-Apr 2013 | 10 | 2 | 0 | 0.467 | 0.467 | |
| 117) Pennsylvania Canyon, Lincoln Co. | Lindgren trap, near | 33.5133 | -105.7461 | Jun-Jul 2013 | 6 | 5 | 2 | 0.933 | 6.733 | |
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| 4 & 6) Ernest E. Debs Regional Park, LA Co. |
| 34.1000 | -118.2007 | Dec 2009 | 16 | 3 | 0 | 0.492 | 0.583 | |
| 5) Buelton, Santa Barbara Co. |
| 34.6079 | -120.3524 | Mar 2010 | 14 | 2 | 0 | 0.143 | 0.143 | |
| 16) Serrania Park, LA Co. |
| 34.1545 | -118.5871 | May 2010 | 10 | 3 | 0 | 0.622 | 0.889 | |
| 116) Waterman Canyon, San Bernadino Co. | Lindgren trap, near | 34.1943 | -117.2743 | Jul 2013 | 11 | 3 | 0 | 0.636 | 0.727 | |
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| 27–28 & 41–42) Fountain City, Knox Co. |
| 36.0856 | -83.9299 | Jul 2010 | 29 | 3 | 0 | 0.640 | 0.764 | |
| 63) Knoxville, Knox Co. |
| 35.9250 | -83.9888 | Jul 2011 | 14 | 4 | 1 | 0.571 | 0.780 | |
| 76) Maryville, Blount Co. |
| 35.7357 | -83.9801 | Jul 2011 | 12 | 3 | 0 | 0.621 | 0.697 | |
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| 82) Chesterfield, Chesterfield Co. |
| 37.4337 | -77.4424 | Aug 2011 | 39 | 3 | 1 | 0.235 | 0.240 | |
| 83) Colonial Heights |
| 37.2625 | -77.4119 | Aug 2011 | 23 | 2 | 0 | 0.087 | 0.087 | |
| 90) Ashland, Hanover Co. |
| 37.7590 | -77.4835 | Aug 2011 | 10 | 1 | 0 | 0.000 | 0.000 | |
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| 54) IPPFB Plantation, Richmond, Cache Co., UT |
| 41.9226 | -111.8107 | Aug 2010 | 10 | 2 | 1 | 0.467 | 2.800 | |
| 72) Richmond, Cache Co., UT |
| 41.8889 | -111.8132 | Jul 2011 | 12 | 4 | 1 | 0.636 | 16.136 | |
| 73) Pleasant Grove, Utah Co., UT |
| 40.3651 | -111.7297 | Jul 2011 | 11 | 2 | 0 | 0.509 | 0.509 | |
| 74) Centerville, Davis Co., UT |
| 40.9345 | -111.8794 | Jul 2011 | 12 | 2 | 0 | 0.485 | 0.485 | |
| 75) North Ogden, Weber Co., UT |
| 41.2982 | -111.9510 | Jul 2011 | 12 | 2 | 0 | 0.409 | 0.409 | |
| 103) Pocatello, Bannock Co., ID |
| 42.8717 | -112.4418 | Jul 2011 | 8 | 2 | 1 | 0.250 | 13.000 | |
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| 50) Gila National Forest (Cottonwood Campground), Catron Co. |
| 33.6196 | -108.8942 | Oct 2010 | 10 | 9 | 5 | 0.978 | 4.356 | |
| 53) Gila National Forest (Silver City), Grant Co. |
| 32.8547 | -108.2752 | Nov 2010 | 8 | 6 | 5 | 0.929 | 5.571 | |
| 77) Kingston, near Emory Pass, Sierra Co. |
| 32.9155 | -107.6473 | Jun 2011 | 24 | 7 | 4 | 0.819 | 9.808 | |
| 119) Silver City, Grant Co. | Lindgren trap, near | 32.8256 | -108.2780 | Jul 2013 | 9 | 8 | 4 | 0.972 | 5.500 |
Collection details1, and estimates of mitochondrial genetic variation within individual samples and associated topographically-bounded populations (in bold); sample size (N), total number of haplotypes (H), number of private haplotypes (Hp), haplotype diversity (Hd), and average number of pairwise differences between sequences (k).
1These populations were collected primarily by SJS and ADG with assistance from a variety of cooperators including: D.E. Bright, T.W. Coleman, P.L. Dallara, S.M. Hishinuma, C.L. Jorgensen, C.A. Leslie, A.S. Munson, C. Parker, L. Pederson, D. Reboletti, N.A. Tisserat, and many others from agencies such as the New Mexico, Ohio, Tennessee, and Virginia Departments of Agriculture, Bernalillo County Extension, NM and University of California Cooperative Extension.
[W] Population sample surveyed for infection with the α-proteobacterium Wolbachia.
Fig 3Genealogical relationships among Pityophthorus juglandis COI haplotypes reveal the existence of two divergent lineages; L1 and L2.
Maximum likelihood tree constructed in PhyML. Branch support was assessed using the approximate likelihood-ratio test (SH-Like) and branches with a probability below 0.5 have been collapsed. Support for major branches is shown next to the branch.
Fig 4Network of relationships among Pityophthorus juglandis COI haplotypes constructed using TCS v.1.21.
The analysis resulted in the creation of three sub-networks, centered on the most likely ancestral haplotypes H1, H32, and H63. Open circles represent hypothetical haplotypes not detected in our sample and lines connecting adjacent haplotypes represent a single nucleotide substitution. Size of each haplotype within a sub-network is proportional to the number of times it was detected, and black-filled ovals represent haplotypes detected only once.
Fig 5Ribosomal genotyping of Pityophthorus juglandis specimens via diagnostic RFLP analysis.
28sD2 rRNA was amplified using conventional PCR methods and then digested with 4 U of the endonuclease SacII (NEB), for 4 h at 37°C (see also S1 Fig.). The resulting restriction fragments were visualized after electrophoresis on 1.5% agarose gels stained with ethidium. Lanes 1 and 8, GeneRuler 100bp DNA Ladder (Fermentas); Lanes 2 and 3, rib1; lanes 4 and 5, rib2 (and/or rib3); and lanes 6 and 7, “hybrid” rib1/rib2 (and/or rib3).
Geographic distribution of sixty-eight inter-mitochondrial lineage (L1 and L2; see Fig. 2) 28SD2 hybrids.
| Topographical population | Individuals genotyped | No. of |
|---|---|---|
| Bitterroot Range | 18 x L1 | 3 [17%] |
| Cascade Range | 44 x L1 | 10 [23%] |
| Columbia River Drainage | 24 x L1 | 7 [29%] |
| Eastern Sierra Nevada | - | - |
| Escalante Breaks | 10 x L1 | 1 [10%] |
| Front Range | 37 x L1; 27 x L2 | 13 x L1 [35%]; 0 x L2 [0%] |
| Madrean Sky Islands | 128 x L1 | 0 [0%] |
| Ohio | 10 x L1 | 4 [40%] |
| Northern California | 45 x L1 | 5 [11%] |
| Pennsylvania | 12 x L1 | 0 [0%] |
| Northern Rio Grande Valley | 14 x L2 | 1 [7%] |
| Sacramento Mountains | 14 x L2 | 0 [0%] |
| Southern California | 19 x L1 | 3 [19%] |
| Tennessee | 18 x L1 | 5 [28%] |
| Virginia | 18 x L1 | 1 [6%] |
| Wasatch Range | 46 x L1; 19 x L2 | 5 x L1 [11%]; 10 x L2 [53%] |
| Western New Mexico | 1 x L1; 50 x L2 | 0 [0%] |
The nuclear genotype of 554 individuals was determined by sequencing or by RFLP (see text).
* may also be rib1/rib3 (or even rib1/rib2/rib3)
Fig 6Distribution of three most abundant Pityophthorus juglandis mitochondrial haplotypes (H1, H2, and H17) across 17 “topographical” populations.
See Fig. 2 for population labels. See Table 1 and S1 Table for sample sizes and detailed information about the distribution of the remaining L1 and L2 haplotypes.
Genetic differentiation among regional populations of Pityophthorus junglandis expressed as the average number of pairwise nucleotide differences (k) in a 627 bp stretch of COI (above the diagonal), and pairwise estimates of Φ (below the diagonal).
| BR [ | CR [ | CRD [ | ES [ | EB [ | FR [ | MSI [ | N-CA [ | OH [ | PA [ | NRGV [ | SM [ | S-CA [ | TN [ | VA [ | WR [ | W-NM [ | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BR (N = 49) | - | 0.712 | 0.558 | 0.658 | 0.571 | 31.029 | 1.321 | 0.657 | 0.685 | 0.578 | 50.926 | 50.669 | 0.636 | 0.698 | 0.584 | 15.777 | 50.336 |
| CR (N = 76) | 0.042 | - | 0.708 | 0.776 | 0.487 | 31.000 | 1.238 | 0.724 | 0.825 | 0.626 | 50.815 | 50.558 | 0.704 | 0.748 | 0.524 | 15.863 | 50.234 |
| CRD (N = 62) | 0.019 |
| - | 0.580 | 0.645 | 31.047 | 1.393 | 0.617 | 0.643 | 0.527 | 51.000 | 50.743 | 0.593 | 0.664 | 0.639 | 15.718 | 50.404 |
| ES (N = 41) | 0.000 |
| 0.003 | - | 0.659 | 31.010 | 1.378 | 0.704 | 0.747 | 0.609 | 50.867 | 50.610 | 0.682 | 0.751 | 0.664 | 15.783 | 50.283 |
| EB (N = 26) |
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| - | 30.683 | 0.758 | 0.539 | 0.692 | 0.406 | 50.355 | 50.098 | 0.529 | 0.582 | 0.083 | 15.708 | 49.784 |
| FR (N = 101) |
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| - | 30.828 | 31.014 | 31.141 | 30.912 | 21.347 | 21.449 | 30.987 | 31.065 | 30.736 | 29.332 | 23.023 |
| MSI (N = 128) |
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| 0.030 |
| - | 1.289 | 1.442 | 1.158 | 50.117 | 49.848 | 1.278 | 1.333 | 0.840 | 16.206 | 49.615 |
| N-CA (N = 191) | 0.000 | 0.019 | 0.057 | 0.019 | 0.231 |
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| - | 0.752 | 0.588 | 50.873 | 50.616 | 0.666 | 0.725 | 0.562 | 15.808 | 50.287 |
| OH (N = 26) | 0.000 |
| 0.034 | 0.010 |
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| 0.021 | - | 0.661 | 51.047 | 50.790 | 0.736 | 0.804 | 0.701 | 15.870 | 50.456 |
| PA (N = 32) | 0.000 | 0.013 | 0.088 | 0.021 |
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| 0.000 | 0.030 | - | 50.761 | 50.504 | 0.569 | 0.634 | 0.433 | 15.714 | 50.175 |
| NRGV (N = 31) |
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| - | 2.726 | 50.845 | 50.937 | 50.438 | 38.365 | 5.731 |
| SM (N = 41) |
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| - | 50.588 | 50.679 | 50.181 | 38.171 | 6.010 |
| S-CA (N = 51) | 0.000 | 0.013 | 0.054 | 0.010 |
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| 0.000 | 0.021 | 0.000 |
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| - | 0.703 | 0.550 | 15.782 | 50.260 |
| TN (N = 55) | 0.000 | 0.001 | 0.076 | 0.030 |
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| 0.000 | 0.036 | 0.001 |
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| 0.000 | - | 0.605 | 15.860 | 50.349 |
| VA (N = 72) |
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| 0.016 |
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| - | 15.723 | 49.865 |
| WR (N = 65) |
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| - | 38.535 |
| W-NM (N = 51) |
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| - |
Estimates of Φ underlined in bold indicate population pairs for which S nn indicates significant differentiation (Sidak adjusted α = 0.00038). Row headings indicate sample sizes; column headings, number of haplotypes present in the population.
Labels for population samples: BR = Bitterroot Ranges; CR = Cascade Ranges/Klamath River Basin; CRD = Columbia River Drainage; ES = Eastern Sierra Nevada; EB = Escalante Breaks; FR = Front Range; MSI = Madrean Sky Islands; N-CA = Northern California; OH = Ohio; PA = Pennsylvania; NRGV = Northern Rio Grande Valley; SM = Sacramento Mountains; S-CA = Southern California; TN = Tennessee; VA = Virginia; WR = Wasatch Range; W-NM = Western New Mexico.
Hierarchical analysis of molecular variance (AMOVA) across topographically defined populations of Pityophthorus juglandis in the USA.
| Source of variation | d.f. | Variance components | % of variation |
|---|---|---|---|
| Among topographical groups | 16 | 5.9116 | 65.22 |
| Among population samples within topographical groups | 60 | 2.3305 | 25.71 |
| Within population samples | 1021 | 0.8224 | 9.07 |
***P < 0.001