Research Article |
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Corresponding author: Jae-Goo Kim ( jgkim0909@jbnu.ac.kr ) Academic editor: Predrag Simonović
© 2025 Yun Jeong Cho, Jong-Wook Kim, Cheol-Woo Park, Soo In Lee, Jae-Goo Kim.
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:
Cho YJ, Kim J-W, Park C-W, Lee SI, Kim J-G (2025) Impacts of invasive alien fish species— Micropterus salmoides and Lepomis macrochirus (Actinopterygii, Centrarchiformes, Centrarchidae)—on freshwater fish communities in lakes and reservoirs of Korea: A five-year monitoring study. Acta Ichthyologica et Piscatoria 55: 281-289. https://doi.org/10.3897/aiep.55.164833
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Invasive alien fish species, such as the largemouth bass, Micropterus salmoides (Lacepède, 1802), and bluegill, Lepomis macrochirus Rafinesque, 1819, have rapidly spread across freshwater ecosystems in Korea, raising serious ecological threats. This study investigated the impact of these invasive alien species on fish communities in large lakes and small reservoirs over a 5-year monitoring period (2019–2023). Eight sites, including four lakes and four reservoirs, were surveyed twice a year. Fish were collected using cast nets, kick nets, and gillnets (for lakes). Species diversity indices (Shannon’s Hʹ, Pielou’s Jʹ, and Margalef richness) and dominance indices were calculated. Poisson-based analysis of variance models was applied to examine the relationship between the densities of invasive alien species and the diversity of fish communities. Sites with higher densities of largemouth bass and bluegill had significantly lower diversity indices. Non-metric multidimensional scaling analyses indicated distinct community groupings according to the type of waterbody and the presence of invasive alien species. These results emphasize the need for continued monitoring and management strategies tailored to different habitat scales.
invasive alien species, Lepomis macrochirus, Micropterus salmoides, aquatic ecosystems, Long-term monitoring, closed waterbodies
The growth of international trade and industrial development has resulted in an increase in the influx of alien species (
In Korea, the most prominent invasive alien fish species are the largemouth bass, Micropterus salmoides (Lacepède, 1802), and bluegill, Lepomis macrochirus Rafinesque, 1819. The largemouth bass is a species native to the southeastern United States. It was introduced to Korea from North America in 1973 to improve fishery resources, being first released into Cheorwon and Lake Paldang, after which it spread through rivers and reservoirs throughout the country. The bluegill, also native to the southeastern United States and belonging to the same family, was introduced to Korea from Japan in 1969 for the same purpose, after which it spread to rivers and lakes nationwide.
Aquatic ecosystems are relatively enclosed systems that are particularly vulnerable to disruption caused by the introduction of alien species (
The largemouth bass reduces fish species diversity in invaded ecosystems and modifies food web structure (
Freshwater ecosystems are typically classified into lotic systems, such as rivers, and lentic systems, such as lakes, reservoirs, and wetlands. Unlike rivers, lakes and reservoirs exhibit stagnant water with minimal flow and generally support a single stable community structure (
Therefore, this study focused on assessing the relative abundance and community structure of fish communities in lakes colonized by invasive alien species, namely bluegill and largemouth bass, based on 5 years of monitoring data from large and small lakes. The outcomes of this research may support management strategies that aim to maintain balanced fish communities by regulating populations of these species.
Fish monitoring was conducted twice annually (in summer and autumn) from 2019 to 2023 at eight sites where largemouth bass and bluegill were present. These sites included four lakes—Lake Chuncheon, Lake Chungju, Lake Daecheong, and Lake Jangseong—and four reservoirs—Susim, Gangjeong, Buckchosan, and Gwanglyeong (Fig.
Cast nets (mesh size: 5 × 5 mm) and kick nets (mesh size: 4 × 4 mm) were used to evaluate the fish fauna at each site. Furthermore, in the four large lakes, gill nets (4- and 12-panel types, each 50 m in length) were set for more than 12 h and then retrieved. Cast nets were thrown at least 10 times per site, and kick netting was conducted for 40 min. All captured fish were identified and counted on-site. Native fish were released back into the habitat after identification, excluding the invasive alien species. The relative abundance of each species was calculated to compare fish assemblages among the sites. Community structure was analyzed using indices of species diversity, evenness, and richness.
Species diversity was calculated using the Shannon–Wiener index (
where S is the total number of species, ni is the number of individuals of species i among the collected individuals, and N is the total number of individuals collected.
Evenness was estimated with Pielou’s evenness index (
which expresses the ratio of observed diversity to the maximum possible diversity.
Species richness was evaluated using Margalef’s richness index (RI) (
where N is the total number of individuals in the sample.
The effect of the relative abundance of largemouth bass and bluegill on fish species diversity was evaluated by analysis of variance (ANOVA) using R (ver. 4.4.2) based on the Poisson distribution. ANOVA was conducted using the aov function with the specified Poisson family, and the Type II sum of squares was applied using the car package (ver. 3;
Over the 5-year monitoring period, 9105 individual fish representing 41 species from 11 families were collected from the four lake sites, with the invasive alien species bluegill and largemouth bass accounting for 3947 individuals (a relative abundance of 43.35%; Table
| Species | Lakes at the study site | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Chuncheon | Chungju | Daecheong | Jangseong | |||||||||||||||||
| 2019 | 2020 | 2021 | 2022 | 2023 | 2019 | 2020 | 2021 | 2022 | 2023 | 2019 | 2020 | 2021 | 2022 | 2023 | 2019 | 2020 | 2021 | 2022 | 2023 | |
| Order Cypriniformes | ||||||||||||||||||||
| Family Cyprinidae | ||||||||||||||||||||
| Cyprinus carpio | 1 | 2 | 1 | 3 | 2 | 2 | 1 | 3 | 2 | 2 | 5 | 1 | 3 | |||||||
| Carassius auratus | 4 | 17 | 3 | 9 | 3 | 3 | 7 | 2 | 7 | 10 | 11 | 5 | 1 | 43 | 18 | 11 | 27 | 33 | 54 | |
| Carassius cuvieri ♦ | 4 | 1 | 4 | 2 | 1 | 15 | 4 | 2 | ||||||||||||
| Acheilognathus lanceolata intermedia | 1 | 14 | 1 | 15 | 18 | |||||||||||||||
| Acheilognathus yamatsutae | 9 | 22 | 2 | |||||||||||||||||
| Acanthorhodeus chankaensis | 29 | |||||||||||||||||||
| Pseudorasbora parva | 3 | 4 | 2 | 2 | ||||||||||||||||
| Pseudopungtungia nigra▲● | 1 | |||||||||||||||||||
| Pungtungia herzi | 1 | 2 | 11 | 1 | 2 | |||||||||||||||
| Sarcocheilichthys variegatus wakiyae* | 1 | |||||||||||||||||||
| Sarcocheilichthys nigripinnis morii* | 3 | 3 | ||||||||||||||||||
| Squalidus japonicus coreanus* | 3 | 4 | 2 | |||||||||||||||||
| Squalidus chankaensis tsuchigae* | 8 | 3 | 2 | 78 | 25 | 24 | 11 | 13 | 12 | 115 | 36 | 49 | ||||||||
| Hemibarbus labeo | 10 | 9 | 42 | 17 | 15 | 1 | 8 | 3 | 34 | 7 | 4 | 94 | 41 | 18 | 42 | |||||
| Hemibarbus longirostris | 2 | 4 | ||||||||||||||||||
| Pseudogobio esocinus | 9 | 6 | 5 | 7 | 22 | 1 | 9 | 8 | 10 | 4 | 105 | 7 | 5 | 1 | ||||||
| Microphysogobio yaluensis* | 1 | |||||||||||||||||||
| Zacco temminckii | 2 | |||||||||||||||||||
| Zacco koreanus* | 4 | |||||||||||||||||||
| Zacco platypus | 9 | 14 | 2 | 5 | 8 | 35 | 31 | 6 | 35 | 11 | 29 | 1 | 7 | 6 | 8 | 16 | 9 | 21 | 5 | |
| Opsariichthys uncirostris amurensis | 4 | 21 | 2 | 7 | 2 | 1 | 15 | 30 | ||||||||||||
| Squaliobarbus curriculus | 66 | 1 | 1 | |||||||||||||||||
| Erythroculter erythropterus | 2 | 10 | 15 | |||||||||||||||||
| Hemiculter eigenmanni | 4 | 139 | 115 | 297 | 191 | 73 | 469 | 175 | 79 | 238 | 44 | 280 | 153 | 375 | 237 | 137 | ||||
| Family Cobitidae | ||||||||||||||||||||
| Iksookimia hugowolfeldi* | 2 | 2 | ||||||||||||||||||
| Cobitis nalbanti* | 6 | 2 | ||||||||||||||||||
| Order Siluriformes | ||||||||||||||||||||
| Family Bagridae | ||||||||||||||||||||
| Pseudobagrus fulvidraco | 4 | 1 | 1 | 1 | 4 | |||||||||||||||
| Family Siluridae | ||||||||||||||||||||
| Silurus asotus | 1 | |||||||||||||||||||
| Order Osmeriformes | ||||||||||||||||||||
| Family Osmeridae | ||||||||||||||||||||
| Hypomesus nipponensis | 7 | 1 | 3 | 166 | 4 | 1 | 1 | 5 | 1 | 2 | ||||||||||
| Plecoglossus altivelis | 3 | |||||||||||||||||||
| Order Salmoniformes | ||||||||||||||||||||
| Family Salmonidae | ||||||||||||||||||||
| Oncorhynchus masou | 1 | |||||||||||||||||||
| Order Perciformes | ||||||||||||||||||||
| Family Centropomidae | ||||||||||||||||||||
| Siniperca scherzeri | 4 | 2 | 3 | 2 | 3 | 3 | 1 | 2 | 1 | |||||||||||
| Coreoperca herzi* | 6 | |||||||||||||||||||
| Family Centrarchidae | ||||||||||||||||||||
| Lepomis macrochirus ● | 206 | 287 | 60 | 159 | 126 | 20 | 166 | 126 | 79 | 62 | 137 | 365 | 74 | 37 | 137 | 145 | 339 | 161 | 297 | 51 |
| Micropterus salmoides ● | 136 | 89 | 50 | 106 | 164 | 1 | 23 | 24 | 2 | 20 | 34 | 14 | 15 | 9 | 14 | 50 | 30 | 101 | 31 | |
| Family Odontobutidae | ||||||||||||||||||||
| Odontobutis platycephala* | 1 | 1 | 1 | 1 | ||||||||||||||||
| Odontobutis interrupta* | 2 | 2 | ||||||||||||||||||
| Family Gobiidae | ||||||||||||||||||||
| Gymnogobius urotaenia | 1 | |||||||||||||||||||
| Rhinogobius giurinus | 2 | 2 | ||||||||||||||||||
| Tridentiger brevispinis | 1 | 7 | 23 | 2 | 1 | 1 | 1 | |||||||||||||
| Family Channidae | ||||||||||||||||||||
| Channa argus | 1 | 1 | 1 | 1 | ||||||||||||||||
| Total individuals | 398 | 448 | 188 | 477 | 384 | 239 | 354 | 469 | 448 | 187 | 759 | 737 | 280 | 375 | 358 | 503 | 805 | 652 | 750 | 294 |
| Total species | 12 | 16 | 12 | 10 | 16 | 13 | 10 | 9 | 12 | 12 | 13 | 12 | 13 | 13 | 18 | 12 | 13 | 12 | 12 | 11 |
| Shannon’s Diversity Index (Hʹ) | 1.28 | 1.24 | 1.69 | 1.46 | 1.64 | 1.44 | 1.37 | 1.02 | 1.70 | 1.64 | 1.23 | 1.48 | 1.87 | 1.44 | 2.00 | 1.28 | 1.64 | 1.27 | 1.51 | 1.53 |
| Pielou’s Evenness (Jʹ) | 0.51 | 0.45 | 0.68 | 0.63 | 0.59 | 0.56 | 0.59 | 0.46 | 0.68 | 0.66 | 0.48 | 0.59 | 0.73 | 0.56 | 0.69 | 0.51 | 0.64 | 0.51 | 0.61 | 0.64 |
| Simpson’s Dominance Index (λ) | 0.86 | 0.84 | 0.59 | 0.68 | 0.76 | 0.73 | 0.79 | 0.90 | 0.60 | 0.72 | 0.80 | 0.73 | 0.55 | 0.73 | 0.51 | 0.84 | 0.61 | 0.82 | 0.71 | 0.65 |
| Species richeness (RI) | 1.84 | 2.46 | 2.10 | 1.46 | 2.52 | 2.19 | 1.53 | 1.30 | 1.80 | 2.10 | 1.81 | 1.67 | 2.13 | 2.02 | 2.89 | 1.77 | 1.79 | 1.70 | 1.66 | 1.76 |
In Lake Daecheong, the abundance of invasive alien species declined in 2023 compared with earlier years; however, their relative abundance still reached 40.78%. As 18 species were present, both the diversity index and species richness were the highest among the four lakes. Lake Jangseong also exhibited a lower proportion of invasive alien species in 2023; however, the small number of species collected implied that the richness and diversity indices were only minimally affected.
Bluegill was predominant in the four reservoirs (Table
| Species | Reservoirs at the study site | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gangjeong | Buckchosan | Susim | Gwanglyeong | |||||||||||||||||
| 2019 | 2020 | 2021 | 2022 | 2023 | 2019 | 2020 | 2021 | 2022 | 2023 | 2019 | 2020 | 2021 | 2022 | 2023 | 2019 | 2020 | 2021 | 2022 | 2023 | |
| Order Cypriniformes | ||||||||||||||||||||
| Family Cyprinidae | ||||||||||||||||||||
| Cyprinus carpio | 1 | 6 | 2 | 4 | 10 | 6 | ||||||||||||||
| Carassius auratus | 7 | 3 | 13 | 21 | 30 | 87 | 4 | 26 | 10 | 11 | 87 | 7 | ||||||||
| Carassius cuvieri ♦ | 1 | |||||||||||||||||||
| Ctenopharyngodon idellus | 1 | |||||||||||||||||||
| Acheilognathus lanceolata intermedia | 2 | |||||||||||||||||||
| Pseudorasbora parva | 8 | 8 | 14 | 70 | 47 | 10 | 48 | 1 | ||||||||||||
| Squalidus japonicus coreanus* | 11 | 1 | ||||||||||||||||||
| Squalidus chankaensis tsuchigae* | 1 | 6 | ||||||||||||||||||
| Hemibarbus labeo | 1 | 1 | ||||||||||||||||||
| Abbottina rivularis | 4 | |||||||||||||||||||
| Microphysogobio jeoni* | 11 | 89 | ||||||||||||||||||
| Aphyocypris chinensis | 1 | |||||||||||||||||||
| Zacco platypus | 1 | |||||||||||||||||||
| Opsariichthys uncirostris amurensis | 1 | 7 | ||||||||||||||||||
| Squaliobarbus curriculus | 6 | 16 | 13 | 32 | 89 | 42 | 116 | 47 | ||||||||||||
| Erythroculter erythropterus | 1 | 18 | 10 | 48 | 46 | 39 | 127 | |||||||||||||
| Hemiculter eigenmanni | 59 | 41 | 28 | 83 | 77 | 138 | 29 | 66 | 23 | |||||||||||
| Family Cobitidae | ||||||||||||||||||||
| Misgurnus anguillicaudatus | 11 | 16 | 20 | 1 | 1 | 1 | ||||||||||||||
| Misgurnus mizolepis | 1 | |||||||||||||||||||
| Order Siluriformes | ||||||||||||||||||||
| Family Bagridae | ||||||||||||||||||||
| Pseudobagrus fulvidraco | 1 | 1 | 1 | |||||||||||||||||
| Family Siluridae | ||||||||||||||||||||
| Silurus asotus | 1 | |||||||||||||||||||
| Order Beloniformes | ||||||||||||||||||||
| Family Adrianichthyidae | ||||||||||||||||||||
| Oryzias sinensis | 126 | 205 | 205 | |||||||||||||||||
| Oreder Synbranchiformes | ||||||||||||||||||||
| Family Synbranchidae | ||||||||||||||||||||
| Monopterus albus | 1 | 1 | 1 | |||||||||||||||||
| Order Perciformes | ||||||||||||||||||||
| Family Centrarchidae | ||||||||||||||||||||
| Lepomis macrochirus ● | 1 | 791 | 188 | 294 | 206 | |||||||||||||||
| Micropterus salmoides ● | 19 | 20 | 9 | 20 | 37 | 40 | 143 | 69 | 50 | 19 | 29 | 204 | 11 | 46 | 165 | 66 | ||||
| Family Odontobutidae | ||||||||||||||||||||
| Micropercops swinhonis | 9 | 3 | 1 | |||||||||||||||||
| Family Gobiidae | ||||||||||||||||||||
| Rhinogobius giurinus | 3 | 30 | 21 | 44 | 127 | 145 | 135 | 1 | 1 | 135 | ||||||||||
| Tridentiger brevispinis | 9 | 43 | 1 | 11 | 46 | |||||||||||||||
| Family Channidae | ||||||||||||||||||||
| Channa argus | 1 | 1 | 1 | |||||||||||||||||
| Total individuals | 98 | 113 | 89 | 207 | 256 | 65 | 189 | 148 | 302 | 429 | 438 | 243 | 278 | 392 | 429 | 995 | 199 | 354 | 373 | 66 |
| Total species | 8 | 8 | 7 | 8 | 14 | 4 | 2 | 2 | 4 | 5 | 10 | 8 | 11 | 15 | 5 | 2 | 2 | 5 | 4 | 1 |
| Shannon’s Diversity Index (Hʹ) | 1.25 | 1.70 | 1.55 | 1.71 | 2.03 | 0.99 | 0.55 | 0.41 | 0.97 | 1.07 | 1.75 | 1.82 | 1.65 | 1.88 | 1.07 | 0.51 | 0.21 | 0.58 | 0.72 | 0.00 |
| Pielou’s Evenness (Jʹ) | 0.60 | 0.82 | 0.80 | 0.82 | 0.77 | 0.71 | 0.80 | 0.59 | 0.70 | 0.66 | 0.76 | 0.87 | 0.69 | 0.70 | 0.66 | 0.73 | 0.31 | 0.36 | 0.52 | |
| Simpson’s Dominance Index (λ) | 0.80 | 0.54 | 0.65 | 0.61 | 0.47 | 0.82 | 1.00 | 1.00 | 0.90 | 0.79 | 0.52 | 0.40 | 0.65 | 0.55 | 0.79 | 1.00 | 1.00 | 0.96 | 0.99 | |
| Species richness (RI) | 1.53 | 1.48 | 1.34 | 1.31 | 2.34 | 0.72 | 0.19 | 0.20 | 0.53 | 0.66 | 1.48 | 1.27 | 1.78 | 2.34 | 0.66 | 0.14 | 0.19 | 0.68 | 0.51 | 0.00 |
| Factor | Lake | Reservoir | ||||||
|---|---|---|---|---|---|---|---|---|
| Chuncheon | Chungju | Daecheong | Jangseong | Gangjeong | Buckchosan | Susim | Gwanglyeong | |
| N | 1895 | 1697 | 2509 | 3004 | 763 | 1133 | 1780 | 1987 |
| S | 27 | 19 | 23 | 21 | 20 | 8 | 20 | 7 |
| D | L. macrochirus | H. eigenmanni | H. eigenmanni | H. eigenmanni | H. eigenmanni | R. giurinus | S. curriculus | L. macrochirus |
| RA [%] | 44.22 | 48.03 | 40.06 | 39.35 | 37.75 | 35.92 | 16.52 | 74.43 |
| B | M. salmoides | L. macrochirus | L. macrochirus | L. macrochirus | M. salmoides | O. sinensis | E. erythropterus | M. salmoides |
| RA [%] | 28.76 | 26.69 | 29.89 | 33.06 | 13.76 | 29.21 | 14.61 | 24.76 |
| N I | 1383 | 503 | 842 | 1219 | 105 | 184 | 167 | 1,971 |
| RA [%] | 72.98 | 29.64 | 33.56 | 40.58 | 13.76 | 16.24 | 9.38 | 99.19 |
| ENs | 8 | 2 | 2 | 5 | 2 | 0 | 3 | 0 |
| ER [%] | 29.6 | 10.5 | 8.7 | 23.8 | 10.0 | 0 | 15.0 | 0 |
Korean endemic species were collected in Chuncheon (8 species, mean endemic rate 29.6%), Chungju (2 species, 10.5%), Daecheong (2 species, 8.7%), Jangseong (5 species, 23.8%), Gangjeong (2 species, 10.0%), and Susim (3 species, 15.0%), but were not observed in Buckchosan or Gwanglyeong (Tables
nMDS analysis of fish communities and largemouth bass/bluegill densities revealed that all sites contained invasive alien species (Tables
A Type II Poisson-based ANOVA revealed that the density of both largemouth bass and bluegill significantly affected species diversity (Table
ANOVA results using the Poisson distribution (Type II tests; response: Shannon index) in the study site in South Korea.
| Sum | DF | F value | Pr(>F) | |
|---|---|---|---|---|
| Largemouth bass density | 1.1041 | 1 | 8.5795 | 0.005720 |
| Bluegill density | 2.7050 | 1 | 21.0195 | 4.814e-05 |
| Lake type | 1.9142 | 1 | 14.8740 | 0.000431 |
| largemouth bass density:Bluegill density | 0.0634 | 1 | 0.4924 | 0.487138 |
| largemouth bass denstiy:Lake type | 0.0666 | 1 | 0.5176 | 0.476248 |
| Bluegill density:Lake type | 0.3520 | 1 | 2.7349 | 0.106420 |
| largemouth bass density:Bluegill density:Lake type | 0.2125 | 1 | 1.6512 | 0.206579 |
| Residuals | 4.8903 | 38 |
The nMDS ordination further revealed distinct clustering of communities according to waterbody size (lakes vs. reservoirs; Fig.
Largemouth bass and bluegill have been introduced to improve fishery resources in several countries. Similarly, they were introduced to Korea to address food shortages and improve fish stocks. Since their introduction, both species have adapted to and spread across most rivers and reservoirs, causing ecological disturbances. Largemouth bass are now widely distributed throughout the country, including Jeju Island, and are especially abundant in the main river channels, with higher densities typically observed in low-gradient rivers (
In the presently reported study, bluegills were largely absent from reservoirs, except for one individual in Buckchosan and a few individuals in Gwanglyeong. However, their abundance was high in larger lakes, exhibiting a distinct distribution pattern compared with that of largemouth bass, which were present at all sampling sites. Lake Chuncheon had the highest number of species and the highest proportion of invasive alien species (72.98%). In contrast, the other lake sites (Chungju, Daecheong, and Jangseong) exhibited lower relative abundances of invasive alien species (29.64%, 33.56%, and 40.58%, respectively). In reservoirs, except for Gwanglyeong (99.19%), the relative abundance of invasive alien species was lower, ranging from 9.38% to 16.24%, indicating a generally lower load of invasive alien species than that in lakes.
These differences can be attributed to several factors. First, the sampling methods differed between lakes and reservoirs. Cast nets and kick nets used in lakes have limitations, especially in deeper waters; hence, gill nets were also deployed, which were particularly effective in collecting species such as largemouth bass and bluegill that were active at depths of 2–3 m. Second, lakes may have been prioritized earlier in fishery improvement projects, resulting in earlier and more extensive introduction of invasive alien species, which are now reaching ecological saturation. In contrast, most reservoirs have been established for agricultural purposes and may have experienced a delayed introduction of invasive species. For instance, in Buckchosan, largemouth bass was dominant until 2020 (relative abundance 63.08%–75.66%); however, after a complete removal project, no invasive alien species have been observed since 2021, resulting in an overall decrease in their 5-year cumulative abundance. In Gwanglyeong, only a few individuals of native species, such as carp Cyprinus carpio, crucian carp, Carassius Carassius (Linnaeus, 1758), topmouth gudgeon, Pseudorasbora parva (Temminck et Schlegel, 1846), and northern snakehead, Channa argus (Cantor, 1842), were recorded, whereas most captured fish were invasive alien species, indicating a severely degraded fish community.
The analysis of largemouth bass and bluegill densities in lakes and reservoirs revealed that both species were significantly negatively correlated with fish species diversity. These results are consistent with those of
It has been almost 50 years since the introduction of largemouth bass and bluegill into the freshwater ecosystems of Korea, and numerous studies continue to report their negative impacts on fish communities, native species, and endemic fauna. According to
This work was supported by a grant from the National Institute of Environment Research (NIE) of the Republic of Korea (NIE-A-2025-09).