Top Banner
Quagga Mussel-Induced Water Clarity May Contribute to Long-term E. coli Decreases in Lake Michigan Chelsea Weiskerger Richard Whitman Mantha Phanikumar Photo Credit: Pinterest.com user Starzyia
21

Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p

Sep 22, 2020

Download

Documents

dariahiddleston
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Quagga Mussel-Induced Water Clarity May Contribute to Long-term E. coli Decreases in Lake Michigan

Chelsea Weiskerger Richard Whitman Mantha Phanikumar

Photo Credit: Pinterest.com user Starzyia

Page 2: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Locations, Mean Values, and Data

Monitoring Data 2000-2014 2 sub-periods for robust

comparison: pre- and post-2007

64 (90) Beaches 4 (5) States 72,588 (94,674)

records

Page 3: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

a priori Analytical Criteria

1. Sampling before AND after 2007 2. Consistent protocols 3. EPA methods 4. 504 records per beach

• 3 samples per week • > 12 years

5. Lake Michigan, proper only • No rivers, passes, bays, islands

We’re Average!

No, you’re just mean!

Page 4: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Montrose Newport Ogden Dunes Rosewood

Chicago S. Shore Europe Lake Bluff Lake Forest Long Beach Michiana

P>0.05

Only one beach increased (p<0.05) in Lake Michigan between pre- and post-2007

Shoreland Waukegan Milwaukee S. Shore

Page 5: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

No resuscitation step pre-2007 EPA Method 1603

Claybanks Township East Bay Park Ludington State Park Magoon Creek

Pierport Township SLBE Esch Rd SLBE Peterson Summit Township

P>0.05

All State of Michigan beaches but Sleeping Bear Dunes** decreased (<0.05) between sub-periods*

** * a priori criteria relaxed

**

Page 6: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Higher frequency of high log(E. coli) values pre-2007

0

10

20

30

40

50

0 1 2 3 4 5 6

Freq

uenc

y Pe

rcen

tage

(%)

Log(E. coli) Value (Log(MPN)/100 ml)

Pre-2007 Post-2007

Bin Ranges (E. coli, log MPN/100 ml):

1 – 0-0.31 2 – 0.31-1.00 3 – 1.00-1.68 4 – 1.68-2.37 5 – 2.37-3.05 6 – 3.05-6

Page 7: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Strong seasonal trend pre-2007 (R2 =0.747)

Page 8: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Mussel Invasion (1986-present)

Photo Credit: United States Geological Survey

Image Credit: National Oceanic and Atmospheric Administration

Page 9: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Potential Mussel Effects

Lake Productivity Benthification No spring bloom

Filter Feeding Decrease in particulates Increase in water clarity Direct predation of bacteria

Image Source: LakePro, Inc.

Page 10: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Nearshore water clarity in Lake Michigan increased by 44%

From Binding et al. Limnology and Oceanography. 2015, 16, p. 1976-1995

Page 11: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Solar inactivation of E. coli is log-normal at 90 cm depth water

Data adapted from Whitman et al. 2001. Characterization of E. coli levels at 63rd Street Beach, Report to City of Chicago

Page 12: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

E. coli decreases as water clarity increases

Page 13: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Model predicts a 4% decrease in E. coli

Coupled hydrodynamic fate and transpo model (FVCOM)

E.Coli

Page 14: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Nearshore water clarity in Lake Erie decreased by 14.9%

From Binding et al. Limnology and Oceanography. 2015, 16, p. 1976-1995

Page 15: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

No western Lake Erie beaches decreased (p<0.05) between sub-periods

P>0.05 Cranberry Creek Fichtel Creek Huntington Old Woman E Old Woman W

Page 16: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Our hypothesis

Page 17: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

By the Numbers…

Nearshore Water Clarity Change, 2000-2014: Lake Michigan = +44% Lake Erie = -14.3%

E. coli Change: Lake Michigan mean E. coli = -10.2% Lake Michigan median E. coli = -34.0% Lake Erie mean E. coli = +13.9%

Total Percentage of Beach Advisories: Pre-2007 = 19.6% Post-2007 = 11.7%

Changes in Beach Advisories, Pre- and Post-2007

Page 18: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Implications

Positive impact of invasive mussels? Lake oligotrophication E. coli as an indicator and QMRA Other pathogens

Page 19: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Alternative Sources and Evidence

Source: Restoration

Management Stormwater/Wastewater

Climate Change Bird Populations

Lake Levels

Direct Mussel Predation

Effect/Evidence: Local Effects

Do NOT account for Lake Erie or lakewide Lake Michigan

Regional Effects Lack of Apparent Relationship

Likely lakewide effect Relative impact unknown

Page 20: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Acknowledgments

We relied upon several regional experts for data compilation and extensive knowledge of their respective areas, including: Greg Kleinheinz, University of Wisconsin, Oshkosh Julie Kinzelman, Racine Public Health Department, WI Cathy Breitenbach and Carol Kim, Chicago Park District Shannon Briggs, Michigan Department of Environmental Quality Donna Francy, United States Geological Survey, Ohio Water

Science Center Mary Clifton, Ohio Department of Health

Ellen Marsden (University of Vermont), Thomas Nalepa (NOAA), and Donald Schloesser (USGS) provided valuable insight into mussel ecology and impacts

Meredith Nevers, Murulee Byappanahalli, Dawn Shively, and Kasia Przybyla-Kelly (USGS, Lake Michigan Ecological Research Station) gave important guidance and suggestions

Page 21: Chelsea Weiskerger Richard Whitman Mantha Phanikumar · Europe Lake Bluff Lake Forest Long Beach Michiana P>0.05 . Only one beach increased (p<0.05) in Lake Michigan between

Thank you

I would be happy to continue the conversation…

Chelsea Weiskerger Michigan State University 1449 Engineering Research Court Room A127 East Lansing, MI 48824

Email: [email protected] Phone: (303)748-0430