Biodiversity Data Journal :
Research Article
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Corresponding author: Akio Imamura (ginryou715@yahoo.co.jp)
Academic editor: Felipe Ottoni
Received: 24 Jul 2020 | Accepted: 21 Oct 2020 | Published: 29 Oct 2020
© 2020 Akio Imamura, Kana Hayami, Masayuki Sakata, Toshifumi Minamoto
This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Citation:
Imamura A, Hayami K, Sakata MK, Minamoto T (2020) Environmental DNA revealed the fish community of Hokkaido Island, Japan, after invasion by rainbow trout. Biodiversity Data Journal 8: e56876. https://doi.org/10.3897/BDJ.8.e56876
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In freshwater ecosystems, invasive salmonid fishes can have a significant impact on native fish species. Detecting the invasion and its negative effects is critical for the conservation of native fish communities. We examined the species composition and seasonal changes in the freshwater fish community, including salmonids, on the Kamikawa Plain, Hokkaido Island, Japan, using environmental DNA (eDNA) metabarcoding. We detected 23 fish species in 176 samples collected from 16 sites over 12 months (October 2018 – August 2019). Between 11 and 20 species were detected at each site, including five native salmonids (Oncorhynchus masou, Oncorhynchus keta, Parahucho perryi, Salvelinus leucomaenis leucomaenis and Salvelinus malma krascheninnikova). The invasive alien rainbow trout Oncorhynchus mykiss was detected at all 16 sites and it was the most commonly detected salmonid. Although we found no obvious competitive exclusion of native salmonids by rainbow trout in the study area, the invasive species occurred more often and at more sites than any of the natives. We also determined the occurrence and seasonal changes in the fish community, classified as native salmonids, invasive rainbow trout, Cypriniformes and other benthic fishes. There were fewer species overall in winter, but the sites with higher species richness in winter were on the lower reaches of the river. In addition, we detected domestic invaders, such as the topmouth gudgeon, Pseudorasbora parva, although they were less prevalent than rainbow trout. These results show the effectiveness of eDNA metabarcoding, which can be used for surveying species richness at an ecosystem scale. In particular, the detection of the early stages of establishment and spread of invasive species can be achieved by eDNA monitoring.
biological invasion, competitive exclusion principle, metabarcoding, native salmonids, seasonal change
There is a high species richness (seven species and two subspecies) of native salmonid fish on Hokkaido Island in the Japanese Archipelago, as Parahucho perryi (Brevoort 1856) (Sakhalin taimen), Salvelinus leucomaenis leucomaenis (Pallas 1814) (white-spotted char), Salvelinus malma krascheninnikova Taranetz 1933 (Dolly Varden char), Salvelinus malma miyabei Oshima 1938, Oncorhynchus masou (Brevoort 1856) (masu salmon), Oncorhynchus keta (Walbaum 1792) (chum salmon), Oncorhynchus gorbuscha (Walbaum 1792) (humpback salmon), Oncorhynchus nerka (Walbaum 1792) (sockeye salmon) and Oncorhynchus tshawytscha (Walbaum 1792) (king salmon). In Japan, the translocation of freshwater fishes, including salmonids, both within the country and from overseas, began in the 1800s (
Salmonid species, such as salmon, trout and charr, generally need different habitats, based on the season of the year and stage of their life cycle (
Freshwater ecosystems on Hokkaido Island have been invaded by other non-native fish species as well. For example, Silrus asotus Linnaeus 1758 (Far Eastern catfish) was found in the middle reaches of the Ishikari River in Hokkaido (
In Japan, although the rainbow trout is designated as an invasive alien species that requires careful management (
Environmental DNA (eDNA) metabarcoding allows sequences found in eDNA to be associated with a taxonomic name. This technique is a powerful molecular tool for surveying species richness non-invasively, which works in many ecosystems (
The Kamikawa Plain, Hokkaido, contains Daisetsuzan National Park, the largest national park in Japan; the Ishikari River, the largest river in Hokkaido, originates in the Daisetsu Mountains. Thus, conservation of the fish community in this area is important for freshwater ecosystems in Hokkaido. We investigated the species composition and seasonal changes in the freshwater fish community, including salmonids, on the Kamikawa Plain using eDNA metabarcoding. We executed monthly water sampling, including heavy snow conditions in midwinter, using methods developed in our previous studies (
We selected 16 sites along the Ishikari River, its tributary including the Chubetsu River, the Masutori-gawa River and the Antaroma River, in the Kamikawa Plain, Central Hokkaido (43.6 – 43.9 N long., 142.2 – 142.7 E lat., 100 – 450 m alt., Suppl. material
Results of the environmental DNA metabarcoding of 176 samples from 16 sites in the Ishikari River system. Circle size indicates the total number of species detected over 12 months (October 2018 to August 2019). There were 11–20 species per site. The explanatory circle with a “10” indicates the circle size for a site in which ten species were detected. The letters denote each site as described in Suppl. material
Water sampling was conducted once a month from October 2018 to August 2019. We collected a single 900-ml surface water sample per site using a plastic bottle. For midwinter sampling, we followed the methods for water sampling during the freezing season established by
To assess the fish diversity at each site, eDNA metabarcoding, targeting the mitochondrial 12S rRNA gene, was performed using MiFish-U primers (
The second PCR was performed to add adapter sequences for high-throughput sequencing and 8-bp index sequences. Each second PCR reaction contained 6.0 μl of 2×KAPA HiFi HotStart ReadyMix, 300 nM each of forward and reverse primers, 1 μl DNA template and 1 μl ultrapure water. The final volume was 12 μl. The thermal conditions of the second PCR consisted of an initial 3 min denaturation at 95°C, 12 cycles of 98°C for 20 s and 72°C for 30 s, followed by 72°C for 5 min. All of the second PCR amplicons were pooled and diluted five times with ultrapure water. A 200-μl sample of the size-selected library sample was obtained using E-Gel SizeSelect 2% (Thermo Fisher Scientific) with the E-Gel Precast Agarose Electrophoresis System (Thermo Fisher Scientific). The size of the library sample was confirmed using an Agilent 2100 Bioanalyzer (Agilent Technologies, Santa Clara, CA, USA). This process was performed at Environmental Research and Solutions Co. Ltd. (Kyoto, Japan) for the samples collected in October and November 2018 and at Kobe University (Kobe, Japan) for the rest of the samples. The library sample was sequenced using an Illumina MiSeq or iSeq with 2 × 150 bp pair-end kits (Illumina, San Diego, CA, USA).
Raw reads from a high-throughput sequencer were preprocessed and analysed using USEARCH v10.0.240 (
To scrutinise the results obtained, we performed the following three steps. First, the number of species reads detected in the negative controls (i.e. filtration blanks or PCR blanks) was subtracted from the corresponding samples. Second, pure marine fish species were excluded as contamination because there were no marine fish in the studied area. Finally, every species detected in only one sample was regarded as a potential false positive and so these species were excluded from the subsequent analysis. We converted the read counts to presence/absence data and used these in further analyses.
All statistical analyses, including mapping, were conducted using R 3.5.2 (R Core Team 2018 https://www.R-project.org). Geographical information about the sites was collected using Google Maps (geodetic system: WGS84). The great-circle distance between the sites was calculated using the function spDistsN1 of the “sp” package. The “maptools” and “rgdals” packages were used to draw the results on the map. We used the “tidyverse” package to tidy up the data and we used the “vegan” package to examine the fish species composition and its spatial autocorrelation. The spatial autocorrelation was calculated using the mantel function of “vegan” with the distance matrix with the Jaccard Index because we collected presence/absence data. Mapping was conducted with geographical data from the Ministry of Land, Infrastructure, Transport and Tourism of Japan (http://nlftp.mlit.go.jp/ksj/index.html). The “ggplot2” and “gplot” packages were used to draw graphs, including a heatmap.
The factors affecting the fish community at each site on each sampling date were analysed with permutational multivariate analysis of variance (PerMANOVA) using the adonis function of “vegan”, with site, sampling date and presence of rainbow trout as explanatory variables. In PerMANOVA, sites were classified into three categories: mainstream (Sites A, D, E, F, H, I and J), mid-sized stream (Sites C, G, M, O and P) and small tributaries (Sites B, K, L and N). The sampling dates were categorised for four seasons, according to the Japanese seasonal categories and the degree of snowfall in Hokkaido, as follows: autumn (October and November 2018), winter (December 2018 and January, February and March 2019), spring (April and May 2019) and summer (June, July and August 2019).
Finally, to determine whether there was a competitive exclusion relationship between each major fish species and O. mykiss, a generalised linear model (GLM), using a binomial distribution (link function was 'logit') with the explanatory variables as site, sampling date and presence of rainbow trout, was run. Model selection was performed using Akaike's Information Criterion involving the function stepAIC of package 'MASS'.
We successfully detected DNA of 25 fish species from 10 families, including Cyprinidae and Salmonidae (Suppl. material
The number of species per site ranged from 11 to 20 (Fig.
We detected native salmonids Parahucho perryi (Sakhalin taimen), Salvelinus leucomaenis leucomaenis (Pallas 1814) (white-spotted charr), Salvelinus malma krascheninnikova (Dolly Varden char), Oncorhynchus masou (masu salmon) and O. keta (chum salmon). The ASVs of these salmonids, except P. perryi, did not identify the fish to the species level though eDNA metabarcoding because there are closely-related subspecies or other species with which they can be misidentified. For example, there are a few char subspecies in Japan’s Honshu Island that are very similar to S. leucomaenis leucomaenis (white-spotted charr). Other species that have similar DNA are Oncorhynchus masou Brevoort 1856 (satsukimasu trout) and O. masou (masu salmon); Salvelinus fontinalis (Mitchill 1814) (brook trout) and S. malma krascheninnikova (Dolly Varden charr); and humpback salmon and chum salmon. Author AI directly identified the species present here through specimen capture, as shown in Suppl. material
We detected many species of the Cyprinidae and closely-related families, including Cyprinus carpio Linnaeus 1758 (common carp), Carassius cuvieri Temminck & Schlegel 1846 (Japanese crucian carp), Pseudorasbora parva (topmouth gudgeon), Gnathopogon caerulescens (Sauvage 1883) (hon-moroko), Tanakia lanceolata (Temminck & Schlegel 1846) (slender bitterling), Rhynchocypris lagowskii (Dybowski 1869) (Amur minnow), Pseudaspius hakonensis (Günther 1877) (Japanese dace) [the former genus Tribolodon Sauvage 1883 is currently considered a synonym of Pseudaspius Pallas 1776, according to
We also detected native sand lamprey Lethenteron sp. of Petromyzontidae, the exotic invader Paramisgurnus dabryanus Dabry de Thiersant 1872 (pond loach) of Cobitidae and domestic invader Silurus asotus Linnaeus 1758 (Far Eastern catfish) of Siluridae, from some sites on a few sampling dates.
The number of samples of each salmonid and other frequently-detected species (Suppl. material
Results of the environmental DNA survey for each fish species. Circle size indicates the total number of samples in which the species was detected amongst the 176 samples taken throughout the year (October 2018–August 2019). The explanatory circle marked “10” indicates the circle size if a species was detected from ten samples. a: Cyprinus carpio (common carp); b: Carassius cuvieri (Japanese crucian carp); c: Carassius sp. (crucian carp); d: Pseudaspius sachalinensis (Ezo-ugui); e: Pseudaspius hakonensis (Japanese dace); f: Pseudorasbora parva (topmouth gudgeon); g: Misgurnus anguillicaudatus (weather loach), h: Paramisgurnus dabryanus (pond loach); i: Barbatula barbatula (stone loach); j: Parahucho perryi (Sakhalin taimen); k: Salvelinus leucomaenis leucomaenis (white-spotted charr); l: S. malma krascheninnikova (Dolly Varden charr); m: Oncorhynchus mykiss (rainbow trout); n: O. keta (chum salmon); o: O. masou (masu salmon); p: Cottus nozawae (wrinklehead sculpin).
Oncorhynchus mykiss (rainbow trout) was detected at all sites throughout the research (105 samples), making it the most abundant salmonid and it was detected repeatedly at the near-reservoir sites. Although O. masou (masu salmon) DNA was detected in almost all (15 of 16) sites, there was a total of just 72 samples, with fewer samples from the near-reservoir sites, which is a pattern different from that of the O. mykiss (Suppl. material
We examined the relationship between the native and invasive salmonids and whether there was evidence of competitive exclusion, by dividing all the species into four groups: invasive O. mykiss (rainbow trout), native salmonids, Cypriniformes and others, drawing species-count graphs for each site by research date (Fig.
As for the seasonal change in the species number per site, sites A, C, D, F and G contained more species (7–11) in winter, although the winter samples from other sites tended to contain fewer species (2–5). These sites are at the lower reaches of our research rivers (Fig.
We drew a heatmap based on the Jaccard Similarity Index of the species composition pooled for yearly data for each site (Fig.
The similarity of the fish communities between sites drawn as a heatmap. The distance matrix using the Jaccard Index was calculated and clustering was executed with “average” in the R package “gplot.” The histogram indicates the mode of the similarity (0.60) and the solid line is the middle of max and min of the similarity (about 0.69).
We analysed the effects of rainbow trout on the fish community using PerMANOVA and GLM. The PerMANOVA showed that all variables of site, sampling date and rainbow trout had significant effects (R2 = 0.036, Suppl. material
We successfully detected the fish community composition using eDNA metabarcoding. Our research targeted the freshwater ecosystems in Hokkaido, Japan, where the invasive salmonid, O. mykiss (rainbow trout), have been established and is considered to negatively affect native salmonids and other fish. As O. mykiss DNA was detected at all sites and showed the highest frequency (105 samples) of all the salmonids, it seems that the species could be the dominant salmonid around the Kamikawa Plain. Around the Chubetsu Reservoir, salmonids, other than the rainbow trout, were detected at fewer sites and lower frequency than that of O. mykiss. This is because the species is thought to have been artificially stocked into the Reservoir for recreational fishing.
Amongst the native salmonids, O. masou (masu salmon) DNA was detected at 15 of the 16 sites. It was observed that at Site A, O. masou up-migrated into the Masutori-gawa River to spawn in autumn, although larger rainbow trout individuals inhabited this area sympatrically along with the masu salmon. This species is not considered to be endangered, although continuous and long-term assessments are needed, as earlier studies have found that the rainbow trout is a potential threat to native salmonids (
Salvelinus malma krascheninnikova (Dolly Varden charr) was detected at just 11 sites, this species tending to coexist with rainbow trout in the upper reaches, however, as previously reported by
Salvelinus leucomaenis leucomaenis (white-spotted charr) was detected in 32 samples. Although the species has not been denoted in the Japanese Red List, we believe there is a future threat for this species on the Kamikawa Plain. Oncorhynchus mykiss DNA was detected in 25 of these 32 samples; however,
The DNA of O. keta (chum salmon) was detected 18 times across 11 sites. It was detected four times near the Chubetsu Reservoir, at one below-reservoir site (Site J in December 2018) and three above-reservoir sites (Sites K, M and O in August 2018). While the species has not been reported to up-migrate to Site J, author AI observed them spawning at the lower site (Site G). The other sites are above the Reservoir and the species cannot pass the dam structure. It is possible that the DNA found at the above-reservoir sites was derived from the eggs of the salmon, which are commonly used for recreational fishing. Since the Chubetsu Reservoir is a large barrier of more than 80 m height, there is no possibility of the transportation of the carcass by wild animals.
We detected DNA from P. perryi (Sakhalin taimen), which is denoted as critically endangered (CR) in the Japanese Red List, in two samples from two sites.
In all, we detected the DNA of 25 fish species by metabarcoding eDNA in water samples. We examined the differences in species composition amongst the research sites and the seasonal changes in this composition. The low spatial autocorrelation of the species composition and the heatmap analysis revealed that the composition at each site was determined by multiple factors. We were able to detect DNA from samples taken in midwinter, which is the heavy snow season. The number of species tended to be lower in winter (December to March) than in other seasons. However, Sites A, C, D, F and G contained more species in winter than in summer, where they were located on the lower reaches of our sample rivers and could contain deeper pools, compared with the smaller, fast flowing tributaries found at sites in the upper reaches. This result suggests that they formed a winter refuge for the fish community. Although further studies are required on the quantitative effect and mechanisms of eDNA flow in lotic water (
The reservoir sites had lower numbers of species, probably not because of competition with rainbow trout, but due to other unfavourable conditions or overwintering migration. While very little salmonid DNA was detected at reservoir sites in winter, B. barbatula (stone loach) and/or M. anguillicaudatus (weather loach) DNA was detected at those sites year-round. It is possible that the loach species do not migrate and thus overwinter around the Reservoir. At present, however, since we do not have detailed environmental data for the sites, we cannot fully explain the multiple factors influencing species composition.
We found the DNA of species, such as C. carpio (common carp), Carassius sp. (crucian carp), T. lanceolata (slender bitterling), P. parva (topmouth gudgeon), G. caerulescens (hon-moroko) and S. asotus (Far Eastern catfish), that are not native to Hokkaido Island. Their detailed distribution in Hokkaido was not identified in this study. Repeated detection of these species indicates that they should indeed be present in this area, if sampled using traditional methods. These species are thought to be domestic invaders from inside the Japanese Archipelago (
Pseudorasbora parva (topmouth gudgeon) is the most notable of the domestic and non-defined invaders found in this study and should receive the most attention. This species was detected at six sites (six samples in total), specifically four of the lower sites and two of the near-reservoir sites. This species has invaded many European water bodies and is colloquially called the "Asian killer fish" because its parasitic pathogen kills native Cypriniformes and might kill native salmonid fishes (
As for other domestic invaders, we detected C. carpio (common carp), C. cuvieri (Japanese crucian carp) and S. asotus (Far Eastern catfish), which have established populations in Hokkaido Island (
In conclusion, we detected the distribution and seasonal changes of the fish community, including the native salmonids, the invasive O. mykiss, Cypriniformes and other benthic fish, such as B. barbatula, C. nozawae and M. anguillicaudatus. We also detected less-common domestic invaders. These findings used the technique of eDNA metabarcoding, which is capable of surveying species composition at the ecosystem scale. In particular, the detection of the early stages of establishment and spread of the invaders is best achieved by eDNA monitoring rather than by traditional surveys, although the traditional suveys should be combined to verify the results. We revealed that there is high species richness of Cypriniformes in the lower reaches and benthic species are important across the river system. This is important information about fish communities along the Ishikari River system on the Kamikawa Plain and the conservation of the aquatic ecosystems of Hokkaido Island.
This work was supported by Pro Natura Foundation Japan's 29th Pro Natura Fund to A.I. and by a Grant-in-Aid for Scientific Research (B) (JP20H03326) from JSPS KAKENHI to T.M. We are very grateful to the reviewers for their suggestions that help improving our manuscript. We would like to thank Editage (www.editage.com) for English language editing.
This work was supported by Pro Natura Foundation Japan's 29th Pro Natura Fund to A.I. and by a Grant-in-Aid for Scientific Research (B) (JP20H03326) from JSPS KAKENHI to T.M.
A.I. conceived the study, conducted analyses and wrote the manuscript. M.K.S. conducted eDNA metabarcoding analyses. K.H. performed eDNA experiments. T.M. conceived the study and checked the analyses and the manuscript. We would like to thank Editage (www.editage.com) for English language editing.
There are no conflicts of interest to declare.
Results of eDNA metabarcoding for 16 sites from October 2018 to August 2019. Total number of species per site is shown numerically and the presence/absence is indicated by 1/0, respectively. Site abbreviations correspond to those in Figures.
Marine fish species are omitted. Species identification is tentative.
Results of fish species detected.
Fig. S1 Results of the environmental DNA survey for each fish species. Circle size indicates the total number of samples in which that species was detected out of the 176 samples taken throughout the year (October 2018–August 2019). The explanatory circle with “10” indicates that the species was detected in ten samples. SI_a: Lethenteron sp.; SI_b: Tanakia lanceolata (slender bitterling); SI_c: Rhynchocypris lagowskii (Amur minnow); SI_d: Gnathopogon caerulescens (hon-moroko); SI_e: Silurus asotus (Far Eastern catfish); SI_f: Pungitius sp.; SI_g: Oryzias sp.; SI_i: Rhinogobius sp.
Result of Generalised Linear Model (GLM) for the detection of major fish species.