Using time-varying asymptotic length and body condition of top piscivores to indicate ecosystem regime shift in the main basin of Lake Huron: a Bayesian hierarchical modeling approach

Author:

He Ji X.1,Bence James R.2,Roseman Edward F.3,Fielder David G.1,Ebener Mark P.4

Affiliation:

1. Michigan Department of Natural Resources, Lake Huron Research Station, 160 East Fletcher Street, Alpena, MI 49707, USA.

2. Michigan State University, 13 Natural Resources Building, East Lansing, MI 48824, USA.

3. US Geological Survey, Great Lakes Science Center, 1451 Green Road, Ann Arbor, MI 48105, USA.

4. Chippewa Ottawa Resource Authority, 179 West Three Mile Road, Sault Ste. Marie, MI 49783, USA.

Abstract

We evaluated the ecosystem regime shift in the main basin of Lake Huron that was indicated by the 2003 collapse of alewives (Alosa pseudoharengus) and dramatic declines in Chinook salmon (Oncorhynchus tshawytscha) abundance thereafter. We found that the period of 1995–2002 should be considered as the early phase of the final regime shift. We developed two Bayesian hierarchical models to describe time-varying growth based on the von Bertalanffy growth function and the length–mass relationship. We used asymptotic length as an index of growth potential and predicted body mass at a given length as an index of body condition. Modeling fits to length and body mass at age of lake trout (Salvelinus namaycush), Chinook salmon, and walleye (Sander vitreus) were excellent. Based on posterior distributions, we evaluated the shifts in among-year geometric means of the growth potential and body condition. For a given top piscivore, one of the two indices responded to the regime shift much earlier than the 2003 collapse of alewives, the other corresponded to the 2003 changes, and which index provided the early signal differed among the three top piscivores.

Publisher

Canadian Science Publishing

Subject

Aquatic Science,Ecology, Evolution, Behavior and Systematics

Reference89 articles.

1. Adams, J.V., Riley, S.C., and Adlerstein, S.A. 2009. Development of fishing power corrections for 12-m Yankee and 21-m wing bottom trawls used in Lake Huron. Technical Reports 68, Great Lakes Fishery Commission, Ann Arbor, Mich.

2. The regime concept and natural trends in the production of Pacific salmon

3. Bence, J.R., and He, J.X. 2015. An update to the Chinook salmon assessment model for the main basin of Lake Huron, with sensitivity evaluation to major factors. QFC, Technical Report. Michigan State University, East Lansing, Mich.

4. Berger, J.O. 1985. Statistical decision theory and Bayesian analysis. 2nd ed. Springer, New York.

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