| Literature DB >> 28770080 |
Tina E Berry1, Sylvia K Osterrieder2, Dáithí C Murray1, Megan L Coghlan1, Anthony J Richardson3, Alicia K Grealy1, Michael Stat1, Lars Bejder4, Michael Bunce1.
Abstract
The analysis of apex predator diet has the ability to deliver valuable insights into ecosystem health, and the potential impacts a predator might have on commercially relevant species. The Australian sea lion (Neophoca cinerea) is an endemic apex predator and one of the world's most endangered pinnipeds. Given that prey availability is vital to the survival of top predators, this study set out to understand what dietary information DNA metabarcoding could yield from 36 sea lion scats collected across 1,500 km of its distribution in southwest Western Australia. A combination of PCR assays were designed to target a variety of potential sea lion prey, including mammals, fish, crustaceans, cephalopods, and birds. Over 1.2 million metabarcodes identified six classes from three phyla, together representing over 80 taxa. The results confirm that the Australian sea lion is a wide-ranging opportunistic predator that consumes an array of mainly demersal fauna. Further, the important commercial species Sepioteuthis australis (southern calamari squid) and Panulirus cygnus (western rock lobster) were detected, but were present in <25% of samples. Some of the taxa identified, such as fish, sharks and rays, clarify previous knowledge of sea lion prey, and some, such as eel taxa and two gastropod species, represent new dietary insights. Even with modest sample sizes, a spatial analysis of taxa and operational taxonomic units found within the scat shows significant differences in diet between many of the sample locations and identifies the primary taxa that are driving this variance. This study provides new insights into the diet of this endangered predator and confirms the efficacy of DNA metabarcoding of scat as a noninvasive tool to more broadly define regional biodiversity.Entities:
Keywords: DNA metabarcoding; Neophoca cinerea; apex predator; dietary scat analysis; next generation sequencing
Year: 2017 PMID: 28770080 PMCID: PMC5528208 DOI: 10.1002/ece3.3123
Source DB: PubMed Journal: Ecol Evol ISSN: 2045-7758 Impact factor: 2.912
Figure 1The Australian sea lion (Neophoca cinerea) at Seal Island, Shoalwater Bay, Western Australia
Figure 2Sampling sites for metabarcoding study; Map of Australia, with inset showing southern Western Australian sampling sites (number of scats in brackets). The shaded areas denote the range of the Australian sea lion across Australia and within Western Australia
Sample collection data; details of collection dates and sites and number of scats collected
| Reserve | Ocean | No. samples | Date collected |
|---|---|---|---|
| Houtman Abrolhos Nature Reserve | Indian | 5 | 10 April 2013 |
| Beagle Islands Nature Reserve | Indian | 8 | 17 May 2013 |
| Shoalwater Islands Nature Reserve | Indian | 1 | October 2012 |
| 5 | 20/21 January 2013 | ||
| 4 | 22 May 2013 | ||
| Fitzgerald River Nature Reserve | Southern | 6 | October 2012 |
| Recherche Archipelago Nature Reserve | Southern | 4 | 26 January 2013 |
| 1 | 27 January 2013 |
Metabarcoding PCR assays and the primer sets used for dietary analysis of Neophoca cinerea scat
| PCR assay | Primer set used | Target Taxa | Gene | Primer sequence | Amplicon length (bp) | Reference | Assay |
|---|---|---|---|---|---|---|---|
| Bird 12S | 12Sa (F) | Birds | 12S rRNA | 5′ CTGGGATTAGATACCCCACTAT 3′ | ~230 | Cooper ( | 57 |
| 12Sh (R) | 5′ CCTTGACCTGTCTTGTTAGC 3′ | ||||||
| Fish 16S | Fish16sF/D | Fish | 16S rRNA | 5′ GACCCTATGGAGCTTTAGAC 3′ | ~200 | F‐This study | 54 |
| 16s2R (degenerate) | 5′ CGCTGTTATCCCTADRGTAACT 3′ | R‐Deagle et al. ( | |||||
| Plank COI | (Plank)Minibar‐Mod‐F | Plankton | COI | 5′ TCCACTAATCACAAAGAYATYGGYAC 3′ | ~127 | Berry et al. ( | 52 |
| (Plank)Minibar‐Mod‐R | 5′ AGAAAATCATAATRAANGCRTGNGC 3′ | ||||||
| Ceph 16S | Ceph16S1_F(deg) | Cephalopods | 16S rRNA | 5′ GACGAGAAGACCCTADTGAGC 3′ | ~200 | F‐ Peters et al. ( | 55 |
| Ceph16SR_Short | 5′ CCAACATCGAGGTCGCAATC 3′ | R‐This study | |||||
| Crust 16S | Crust16S_F(short) | Crustaceans | 16S rRNA | 5′ GGGACGATAAGACCCTATA 3′ | ~170 | This study | 51 |
| Crust16S_R(short) | 5′ ATTACGCTGTTATCCCTAAAG 3′ | ||||||
| Mam 16S | 16Smam1 (F) | Mammals | 16S rRNA | 5′ CGGTTGGGGTGACCTCGGA 3′ | ~90 | Taylor ( | 57 |
| 16Smam2 (R) | 5′ GCTGTTATCCCTAGGGTAACT 3′ | ||||||
| S_Ceph 16S | S_Cephalopoda_F | Cephalopods | 16S rRNA | 5′ GCTRGAATGAATGGTTTGAC 3′ | ~70 | Peters et al. ( | 50 |
| S_Cephalopoda_R | 5′ TCAWTAGGGTCTTCTCGTCC 3′ |
“F” refers to the forward primer; “R” refers to the reverse primer.
Single source analysis of metabarcoding assays; details of assays tested against DNA extracted from single source samples (barcode size in brackets)
| Class | Assignment | Metabarcoding assay and % match of query to reference | |||
|---|---|---|---|---|---|
| Crust (170 bp) | Fish (200 bp) | S_Ceph (70 bp) | Ceph (200 bp) | ||
| Actinopterygii |
| 99–100 | |||
|
| 99–100 | ||||
|
| 99–100 | ||||
|
| 99–100 | ||||
| Malacostraca |
| 99–100 | |||
|
| 99–100 | ||||
| Cephalopoda |
| 98–100 | |||
| Ommastrephidae ( | 97–100 | ||||
Number of samples producing results for each assay; the total number of samples from each site is in brackets
| Assay | Houtman Abrolhos (6) | Beagle (8) | Shoalwater Bay (10) | Fitzgerald (6) | Recherche Archipelago (5) |
|---|---|---|---|---|---|
| Number of samples producing results | |||||
| Bird 12S | 0 | 3 | 0 | 0 | 0 |
| Ceph 16S | 4 | 6 | 9 | 4 | 1 |
| Crust 16S | 3 | 3 | 5 | 0 | 0 |
| Fish 16S | 4 | 5 | 8 | 4 | 3 |
| Mam 16S | 6 | 8 | 10 | 6 | 5 |
| Plank COI | 5 | 8 | 10 | 5 | 4 |
| S_Ceph 16S | 4 | 6 | 9 | 6 | 5 |
Numbers of sequences per assay, per site; “Unfiltered” refers to sequences that have been 100% matched to the sequence specific primers, the MID tags, and the adaptor sequence
| Site | Sequence type | Ceph 16S | S_Ceph 16S | Fish 16S | Plank COI | Crust 16S |
|---|---|---|---|---|---|---|
| Houtman Abrolhos | Unfiltered | 36225 | 114540 | 56420 | 30530 | 34167 |
| Mean unique | 395 ± 431 | 694 ± 453 | 1487 ± 367 | 324 ± 138 | 622 ± 504 | |
| Filtered and assigned | 33164 | 108929 | 42584 | 28499 | 30999 | |
| Mean unique | 55 ± 16 | 95 ± 13 | 34 ± 25 | 65 ± 25 | 34 ± 12 | |
| Beagle Islands | Unfiltered | 23183 | 147703 | 73954 | 42126 | 30913 |
| Mean unique | 327 ± 403 | 555 ± 208 | 1685 ± 479 | 309 ± 126 | 898 ± 518 | |
| Filtered and assigned | 19909 | 140073 | 53570 | 38603 | 25559 | |
| Mean unique | 35 ± 14 | 88 ± 23 | 25 ± 4 | 77 ± 32 | 47 ± 21 | |
| Shoalwater Bay | Unfiltered | 34613 | 146541 | 92175 | 52095 | 81945 |
| Mean unique | 331 ± 250 | 479 ± 331 | 1385 ± 745 | 259 ± 148 | 862 ± 266 | |
| Filtered and assigned | 29110 | 125647 | 50835 | 41130 | 41899 | |
| Mean unique | 46 ± 19 | 81 ± 22 | 26 ± 18 | 43 ± 18 | 51 ± 8 | |
| Fitzgerald River | Unfiltered | 7754 | 50363 | 94898 | 15122 | 0 |
| Mean unique | 168 ± 125 | 368 ± 143 | 2301 ± 742 | 198 ± 113 | 0 | |
| Filtered and assigned | 3624 | 45758 | 57549 | 14045 | 0 | |
| Mean unique | 59 ± 47 | 74 ± 11 | 37 ± 25 | 60 ± 40 | 0 | |
| Recherche Archipelago | Unfiltered | 332 | 55926 | 36321 | 20501 | 0 |
| Mean unique | 50 | 534 ± 124 | 1239 ± 165 | 218 ± 160 | 0 | |
| Filtered and assigned | 325 | 46432 | 27500 | 19472 | 0 | |
| Mean unique | 48 | 62 ± 31 | 29 ± 13 | 62 ± 42 | 0 |
“Filtered and assigned” refers to the number of sequences that have passed through the Usearch filtering process and were assigned to taxa. “Mean unique” refers to the mean number of unique sequences produced given the number of positive samples for the assay.
Figure 3Sea lion diet: Classes of Taxa detected across the five WA study sites. The frequency a class of prey taxa was identified at each site using metabarcoding
Actinopterygii (ray‐finned fishes) identified with Plank COI and Fish 16S assays
| Order | Family | Genus/species | Common name | Abrolhos | Beagle | Shoalwater | Fitzgerald | Recherche |
|---|---|---|---|---|---|---|---|---|
| Anguilliformes | Congridae |
| Genus of Conger eels | Plank (1) | Plank (1) | Plank (2), Fish (2) | ||
|
| Genus of Conger eels | Fish (1) | ||||||
| Muraenidae | Knot‐eels | Fish (1) | Fish (1) | |||||
|
| Highfin Moray | Fish (1) | ||||||
| Aulopiformes | Aulopidae | Aulopus | Plank (2) | Plank (3) | ||||
|
| Sergeant Baker | Fish (3) | Fish (1) | |||||
| Beloniformes | Exocoetidae | Flying fishes | Fish (1) | |||||
| Beryciformes | Anoplogastridae | Fangtooths | Fish (1) | |||||
| Berycidae |
| Yellow‐eyed Red Snapper | Fish (1) | |||||
|
| Red Snapper | Plank (2) | ||||||
| Clupeiformes | Clupeidae | Herrings | Fish (1) | |||||
|
| Maray | Plank (1) | ||||||
|
| Australian Sardine | Fish (1) | ||||||
| Engraulidae |
| Anchovies | Fish (1) | |||||
| Perciformes | Perch‐like Fishes | Fish (1) | ||||||
| Labridae | Wrasses | Fish (1) | ||||||
|
| Western King Wrasse | Plank (1) | ||||||
|
| Marbled Parrotfish | Fish (1) | ||||||
|
| Wrasses | Plank (2) | ||||||
|
| Marine Rainbowfish | Fish (1) | ||||||
|
| Herring Cale | Plank(2), Fish (1) | ||||||
| Mullidae |
| Common Goatfish | Fish (1) | |||||
|
| Blacksaddle Goatfish | Plank (1) | ||||||
|
| Goatfish | Fish (1) | Fish (1) | Fish (1) | ||||
|
| Stott's Goatfish | Fish (1) | Fish (1) | |||||
| Pempheridae |
| Bullseyes | Fish (1) | |||||
| Pomacanthidae |
| Blue Angelfish | Fish (1) | |||||
| Pomacentridae | Damselfishes | Plank (2) | Plank (1) | |||||
|
| Damselfishes | Fish (1) | ||||||
|
| White Ear | Fish (1) | ||||||
| Siganidae |
| Rabbitfish | Fish (2), Plank (2) | Fish (1) | ||||
| Scorpaeniformes | Scorpion Fishes & Sculpins | Fish (1) | ||||||
| Platycephalidae |
| Crocodile Flathead | Plank (2) | Plank (1) | Plank (4) | |||
|
| Tiger Flathead | Plank (2) | ||||||
|
| Long‐spine Flathead | Plank (1) | ||||||
| Scorpaenidae |
| Scorpion Fish | Fish (1) | |||||
| Siluriformes | Plotosidae | Blunt‐tail Catfishes | Plank (1) | |||||
| Tetraodontiformes | Monacanthidae | Leatherjackets | Fish (1) | |||||
|
| Tasselled Leatherjacket | Fish (1), Plank (1) | Fish (2), Plank (1) | |||||
|
| Mosaic Leatherjacket | Fish (1) | ||||||
|
| Fanbelly Leatherjacket | Fish (1) | ||||||
|
| Ocean Jacket | Plank (1) | ||||||
|
| Rough Leatherjacket | Fish (1), Plank (2) | ||||||
|
| Leatherjacket | Fish (1) | ||||||
| Tetraodontidae |
| Toadfish | Fish (1) | |||||
|
| Ringed Toadfish | Plank (2) | ||||||
| Zeiformes | Zeidae |
| John Dory | Fish (1) |
The number of samples in which the taxa were detected is indicated in the brackets.
Chondritchthyes (sharks and rays) identified with Plank COI and Fish 16S assays
| Order | Family | Genus/species | Common name | Abrolhos | Beagle | Shoalwater | Fitzgerald | Recherche |
|---|---|---|---|---|---|---|---|---|
| Carcharhiniformes | Ground sharks | Fish (2) | Plank (1) | |||||
| Scyliorhinidae |
| Black Spotted Catshark | Plank (1) | Plank (6) | ||||
| Triakidae |
| Gummy shark | Fish (1), Plank (1) | |||||
| Heterodontiformes | Heterodontidae |
| Fish (1) | |||||
|
| Port Jackson Shark | Plank (1) | Plank (2) | |||||
| Myliobatiformes | Myliobatidae |
| Southern Eagle Ray | Plank (1) | ||||
| Urolophidae | Stingarees/Round Rays | Fish (1) | ||||||
|
| Plank (1) | Plank (1) | ||||||
|
| Western Shovelnosed Stingaree | Plank (1) | ||||||
|
| Masked Stingaree | Plank (3) | Plank (1) | |||||
|
| Lobed Stingaree | Plank (3) | Plank (1) | |||||
|
| Sparsely Spotted Stigaree | Plank (1) | Plank (1) | |||||
| Orectolobiformes | Orectolobidae | Wobbegongs | Plank (4) | Plank (3) | ||||
|
| Fish (2) | Fish (2) | ||||||
| Rhinobatiformes |
| Guitar fishes | Fish (1) | Fish (2) | ||||
|
| Western Shovelnose Ray | Plank (1) | Plank (1) | |||||
|
| Southern Fiddler Ray | Fish (1) |
The number of samples in which the taxa was detected is indicated in the brackets.
Figure 4Metabarcoding of sea lion diet analyzed using ordinal and operational taxonomic unit (OTU) assignments. The number of times an order within (a) Actinopterygii and (b) Chondrichthyes was detected at each site as a proportion of the number of scat samples taken from each sample location. The OTU analysis of the Fish16S assay (c) demonstrates clear divisions between the genetic diversity of fish in the sample sites and between those samples sourced in the Indian Ocean compared with those from the Southern Ocean. The data used for (c) can be found in Table A9
Fish 16S OTU sequence abundance per site and per ocean
| OTU ID | Abrolhos | Beagle | Shoalwater | Fitzgerald | Recherche | Indian Ocean | Southern Ocean |
|---|---|---|---|---|---|---|---|
| OTU_1 | 13,242 | 0 | 0 | 0 | 0 | 13,242 | 0 |
| OTU_7 | 7,980 | 0 | 0 | 0 | 0 | 7,980 | 0 |
| OTU_16 | 8,964 | 0 | 0 | 0 | 0 | 8,964 | 0 |
| OTU_29 | 1,532 | 0 | 0 | 0 | 0 | 1,532 | 0 |
| OTU_30 | 1,441 | 0 | 0 | 0 | 0 | 1,441 | 0 |
| OTU_34 | 1,536 | 0 | 0 | 0 | 0 | 1,536 | 0 |
| OTU_38 | 267 | 0 | 0 | 0 | 0 | 267 | 0 |
| OTU_6 | 0 | 8,456 | 0 | 0 | 0 | 8,456 | 0 |
| OTU_12 | 0 | 7,816 | 0 | 0 | 0 | 7,816 | 0 |
| OTU_19 | 0 | 4,092 | 0 | 0 | 0 | 4,092 | 0 |
| OTU_21 | 0 | 3,106 | 0 | 0 | 0 | 3,106 | 0 |
| OTU_27 | 0 | 2,165 | 0 | 0 | 0 | 2,165 | 0 |
| OTU_28 | 0 | 1,685 | 0 | 0 | 0 | 1,685 | 0 |
| OTU_31 | 0 | 1,160 | 0 | 0 | 0 | 1,160 | 0 |
| OTU_35 | 0 | 851 | 0 | 0 | 0 | 851 | 0 |
| OTU_8 | 0 | 11,384 | 3,620 | 0 | 0 | 15,004 | 0 |
| OTU_10 | 0 | 8,972 | 10,141 | 0 | 0 | 19,113 | 0 |
| OTU_14 | 0 | 0 | 5,014 | 0 | 0 | 5,014 | 0 |
| OTU_15 | 0 | 0 | 7,118 | 0 | 0 | 7,118 | 0 |
| OTU_17 | 0 | 0 | 4,395 | 0 | 0 | 4,395 | 0 |
| OTU_20 | 0 | 0 | 3,137 | 0 | 0 | 3,137 | 0 |
| OTU_22 | 0 | 0 | 2,719 | 0 | 0 | 2,719 | 0 |
| OTU_23 | 0 | 0 | 5,008 | 4 | 0 | 5,008 | 4 |
| OTU_25 | 0 | 0 | 2,386 | 0 | 0 | 2,386 | 0 |
| OTU_11 | 4,329 | 0 | 6,858 | 96 | 0 | 11,187 | 96 |
| OTU_5 | 0 | 46 | 10,736 | 10,787 | 0 | 10,782 | 10,787 |
| OTU_36 | 0 | 117 | 0 | 1,659 | 0 | 117 | 1,659 |
| OTU_37 | 0 | 17 | 0 | 315 | 0 | 17 | 315 |
| OTU_3 | 0 | 0 | 0 | 11,830 | 0 | 0 | 11,830 |
| OTU_4 | 0 | 0 | 0 | 11,695 | 0 | 0 | 11,695 |
| OTU_13 | 0 | 0 | 0 | 7,989 | 0 | 0 | 7,989 |
| OTU_24 | 0 | 0 | 0 | 2,414 | 0 | 0 | 2,414 |
| OTU_32 | 0 | 0 | 0 | 1,913 | 0 | 0 | 1,913 |
| OTU_2 | 0 | 0 | 0 | 16,951 | 10,632 | 0 | 27,583 |
| OTU_9 | 0 | 0 | 0 | 0 | 7,835 | 0 | 7,835 |
| OTU_18 | 0 | 0 | 0 | 0 | 4,375 | 0 | 4,375 |
| OTU_26 | 0 | 0 | 0 | 0 | 2,016 | 0 | 2,016 |
| OTU_33 | 0 | 0 | 0 | 0 | 1,011 | 0 | 1,011 |
Cephalopod and Gastropod taxa identified with Ceph 16S, S_Ceph 16S, and Plank COI assays
| Class | Order | Family | Genus/species | Common name | Abrolhos | Beagle | Shoalwater | Fitzgerald | Recherche |
|---|---|---|---|---|---|---|---|---|---|
| Cephalopoda | Octopodiformes | Octopodidae | Octopus | S_Ceph (2) | S_Ceph (8) | S_Ceph (1) | S_Ceph (2) Ceph (1) | ||
|
| Velvet Octopus | S_Ceph (1) | S_Ceph (2) | ||||||
|
| S_Ceph (4), Plank (2), Ceph (1) | S_Ceph (6), Plank (3) | S_Ceph (5), Plank (4) | S_Ceph (2) | S_Ceph (2) | ||||
|
| Ceph (1) | Ceph (1) | |||||||
|
| Gloomy Octopus | S_Ceph (1) | S_Ceph (3) | S_Ceph (5) | |||||
|
| Common Octopus | S_Ceph (3), Ceph (4) | S_Ceph (4), Ceph (5) | Ceph (1) | |||||
|
| S_Ceph (1) | ||||||||
| Oegopsida | Ommastrephidae |
| S_Ceph (2) | ||||||
|
| Red Arrow Squid | Ceph (1) | |||||||
| Myopsida | Loliginidae |
| Southern Calamari Squid | S_Ceph (1), Ceph (1) | S_Ceph (1), Ceph (1) | S_Ceph (2), Ceph (1) | S_Ceph (2) | ||
| Sepiida | Sepiidae | Cuttlefish | S_Ceph (1), Plank(1) | ||||||
|
| Giant Cuttlefish | S_Ceph(4), Plank (4), Ceph (4) | S_Ceph (5), Plank (3), Ceph (5) | S_Ceph (8), Plank (5), Ceph (7) | S_Ceph (5), Plank (4), Ceph (1) | S_Ceph (2) | |||
| Sepiolidae | Dumpling Squids | S_Ceph (1) | |||||||
| Gastropoda | Haliotidae |
| S_Ceph (1) | S_Ceph (1), Ceph (1) | |||||
|
| Many Colored Abalone | S_Ceph (2) | |||||||
| Trochidae |
| False ear shell | S_Ceph (1) |
The number of samples in which the taxa were detected is indicated in the brackets. Those species found in Australia, but not in the area of collection, are indicated by an asterisk (*).
Figure 5Sea lion diet: Orders of Cephalopod detected. The number of times an order within Cephalopoda was detected at each site as a proportion of the scat samples taken from each area. Data were obtained using the Ceph 16S, S_Ceph 16S, and Plank COI assays
Crustaceans and Aves detected using Crust 16S, Bird 12S, and Plank COI assays
| Class | Order | Family | Genus/species | Common name | Abrolhos | Beagle | Shoalwater | Fitzgerald | Recherche |
|---|---|---|---|---|---|---|---|---|---|
| Malacostraca | Decapoda | Crustaceans | Crust (1) | ||||||
| Palinuridae |
| Western Rock Lobster | Crust (1) | Crust (3) | Crust (2) | ||||
| Portunoidea |
| Unknown Swimmer Crab | Crust (1) | ||||||
| Xanthidae | Crabes de Boue | Crust (1) | |||||||
| Aves | Charadriformes | Laridae |
| Bridled Tern | Plank (1) | ||||
| Suliformes | Phalacrocoracidae |
| Pied Cormorant | Plank (2), Bird (3) |
The number of samples in which the taxa were detected is indicated in the brackets.
Figure 6Multivariate analysis of all metabarcoding data assigned a taxonomic rank. (a) metaMDS plot comparing A taxa from the different sites of collection, and (b) the dietary differences between the sea lions of the Southern and Indian Oceans, centroids are marked with a triangles
Figure 7Indicator species analysis. Indval results from the total metabarcoding dataset showing the taxa characterizing each area and thus driving variations in sea lion diet between (a) sites, (b) oceans (all p values <.05)