background-image: url(images/P1070160_frog.jpg) background-size: cover background-position: 50% 75% class: center, inverse, title-slide # River Regulation Decreases Genetic Health of a Sensitive Frog, *Rana boylii* .pull-left[ <br> ## Ryan Peek ### PhD Candidate, Ecology ### *2018/01/11 11:25am* <br> ![](images/CWS_logo_small.png) ] --- background-image: url(images/frogcatcher_connor.png) background-size: 450px background-position: 100% 15% class: left, inverse ## Acknowledgements .pull-left[ - ### Mike Miller & Sean O'Rourke - ### Center for Watershed Sciences - ### Brad Shaffer - ### Amy Lind - ### Corey Luna, many field helpers, SYRCL, Sierra Streams Institute ] --- background-image: url(https://photos.smugmug.com/Nature/Landscapes/Via-Ryan/Panoramas/i-ztXFpBQ/0/bbc3f297/XL/IMG_5190-XL.jpg) background-position: 10% 10% class: inverse, bottom ### "The face of the water, in time, became a wonderful book--a book that was a dead language to the uneducated passenger, but which told its mind to me without reserve… And it was not a book to be read once and thrown aside, for it had a new story to tell every day” (*Mark Twain, Two Views of the Mississippi, 1883*) --- background-image: url(https://photos.smugmug.com/Nature/Landscapes/Via-Ryan/Panoramas/i-cpNnd8s/0/4d5b3bff/XL/IMG_0709-XL.jpg) background-position: 10% 0% class: inverse, bottom, left ## The abridged history of Sierra Nevada Rivers -- - ### Rivers flow largely uninterrupted for 20,000+ years -- - ### Hydraulic Mining begins in 1853, banned in 1884. -- - ### Regulation via dams/diversion/hydropower (1930's-today) --- background-image: url(images/hydraulicMining.png) background-size: cover class: goldslide # CA Anthropogenic Legacy: Mining --- background-image: url(images/dams_in_west.png) background-size: 500px background-position: 100% class: left # CA Dammed Rivers ??? Hydroelectric power generation comprises over half of all renewable energy generation in California (California Energy Commission 2010 Majority (84%) of dams are for: 47% Irrigation (n=709) 23% Water supply (n=342) 14% Hydroelectric (n=207) -- .pull-left[ - **Over 1,400 large dams (NID 2007)** - **Residential energy demands expected to increase by 24% by 2035 (US EIA 2010)** ] --- background-image: url(images/MFA_11433500_1911_1986_facet1964.png) background-size: 820px background-position: 100% class: middle, center ### Unreg. flow patterns, high seasonality & predictability --- background-image: url(images/MFA_11433500_1911_1986_facet1968.png) background-size: 820px background-position: 100% class: middle, center ### Reg. flow patterns limit connectivity, disrupt predictability --- background-image: url(images/IMGP0349.jpg) background-size: cover class: top, center, inverse ### Small populations with limited connectivity may have reduced adaptive potential, or genetic health --- class: inverse, left, top # Foothill yellow-legged frogs (*Rana boylii*) -- .pull-left[ - ### Obligate river breeding frog, uses wide range of habitat, but has disappeared from over 50% of historical range - ### Being evaluated as candidate for state and federal listing under ESA ] -- .pull-right[ ![](images/rabo_range_poly.png) ] --- background-image: url(images/P1070476.JPG) background-size: cover class: top, inverse # *FYLF* make excellent hydrologic indicators -- .pull-right[ - ### *R. boylii* strongly linked with local hydrology, and thus the <span style="color:#FFD700;">hydrologic history</span> ] -- .pull-right[ - ### Spawning timing & habitat selection is tied to receding <span style="color:#1E90FF;">flow cues</span> & increasing <span style="color:#00BFFF;">water temperatures</span> ] ??? - ### 90% of eggs observed in Sierras were in shallow, sheltered waters (n=147) (Bondi et al. 2013) - **< 0.67 m total depth** - **< 0.15 m/s velocity** --- background-image: url(images/rabo_A_P1060730.jpg) background-size: 350px background-position: 95% 0% class: left, middle, inverse # Study ### Has river (flow) regulation caused genetic fragmentation in *R. boylii*? ### Can we quantify this genetic signature for specific hydrologic flow regimes? -- - ### Use genome-wide methods RADSeq/RAPTURE (*Ali et al. 2016*) --- background-image: url(images/fig1_Study_Sites_overview_jun2017.png) background-size: 550px background-position: 97% class: left, top, inverse ## Study Area --- background-image: url(images/overview_AMER_150.png) background-size: cover background-position: 50% 75% class: left, top ### Study Area: American Watershed --- background-image: url(images/NFA_log_flow_facet_zoom.png) background-size: cover class: center, bottom ### Hydrographs: Unimpaired --- background-image: url(images/NFA_log_flow_facet_zoom.png) background-size: cover class: center, bottom .pull-right[ <img src="images/eggs_closeup.png" height="100" width="120"> ] ### Hydrographs: Unimpaired --- background-image: url(images/MFA_log_flow_facet_zoom.png) background-size: cover class: center, bottom ### Hydrographs: Impaired (Hydropeaking) --- background-image: url(images/MFA_log_flow_facet_zoom.png) background-size: cover class: center, bottom .pull-right[ <img src="images/desiccated_tads_crop.png" height="100" width="120"> ] ### Hydrographs: Impaired (Hydropeaking) --- class: inverse, center, middle # RESULTS: Anomolous genetic pattern in highly regulated MF American watershed --- background-image: url(images/pca_sierra_thresh_h8_wbullet.png) background-size: 850px class: left, bottom ### PCA: Sierra Nevada <br> ??? Why does structure matter? Indicates loss of variation, potential limited connectivity, small population sizes, isolation, divergence, etc. --- background-image: url(images/pca_nfa_thresh_locality.png) background-size: 850px class: center, bottom ### PCA: Unimpaired NF American <br> --- background-image: url(images/pca_mfa_hydro_thresh_locality_gray.png) background-size: 900px class: center, middle ### PCA: Impaired (hydropeaking) MF American <br> --- class: inverse, middle ## Assessing Population Connectivity using F<sub>ST</sub> (Wright 1950): ### a measure of population differentiation due to genetic structure - ### Scaled 0=(panmixis) to 1=(completely different) --- background-image: url(images/fst_vs_dist_by_flowtype_notitle.png) background-size: 910px background-position: 55% 15% class: left, top ## F<sub>ST</sub> vs. River Distance --- class: center, middle, inverse # Evidence of Bottlenecks/Limited Genetic Variation for Impaired Flow Types ![](images/American_2012_hydrographs_annot.png) --- background-image: url(images/theta_boxplot_signif_regtype_annot.png) background-size: 850px background-position: 65% 15% class: center, bottom <br> <br> <br> ### Loss of genetic diversity in regulated systems >> unregulated --- background-image: url(images/slate_ck_aerial_v2.png) background-size: 450px background-position: 100% 15% class: inverse, left .pull-left[ ## River regulation is the strongest predictor of population isolation, NOT distance! ] --- background-image: url(images/relinf_brt_simple.png) background-size: 900px background-position: 55% 15% class: left, bottom ## Boosted Regression Tree Models --- class: left, top, inverse # Summary: .pull-left[ <img src="images/gray_fylf.png" height="220" width="300"> ] ### Flow alteration is having a direct impact on a hydrologically sensitive species at a genomic level -- ### The current population trajectory is highly concerning in Sierras -- ### Flow management and listing distinct population segments may afford some protection... -- ### RAPTURE/RADSeq is a powerful & effective method --- background-image: url(images/nfy_recession_bar.png) background-size: cover class: inverse # Thank you! .footnote[ ### *Slides* : ryanpeek.github.io/presentations ]