Research Paper
Atkinson, A.C. and Riani, M., 2000, Robust Diagnostic Regression Analysis, Springer, New York.
10.1007/978-1-4612-1160-0Chapman, P.M., Anderson, B., Carr, S., Engle, V., Green, R., Hameedi, J., Harmon, M., Haverland, P., Hyland, J., Ingersoll, C., Long, E., Rodgers, J.H., Jr., Salazar, M., Sibley, P.K., Smith, P.J., Swartz, R.C., Thompson, B., and Windom, H., 1997, General guidelines for using the Sediment Quality Triad, Mar. Pollut. Bull., 34, 368-372.
10.1016/S0025-326X(96)00138-5Duodu, G.O., Goonetilleke, A., and Ayoko, G.A., 2017, Potential bioavailability assessment, source apportionment and ecological risk of heavy metals in the sediment of Brisbane River estuary, Australia, Mar. Pollut. Bull., 117(1), 523-531.
10.1016/j.marpolbul.2017.02.017Eggleton, J. and Thomas, K.V., 2004, A review of factors affecting the release and bioavailability of contaminants during sediment disturbance events, Environ. Int., 30(7), 973-980.
10.1016/j.envint.2004.03.001Greenacre, M., Groenen, P.J.F., Hastie, T., D’Enza, A.I., Markos, A., and Tuzhilina, E., 2022, Principal component analysis, Nat. Rev. Methods Primers, 2(1), 100.
10.1038/s43586-022-00184-wHakanson, L., 1980, An ecological risk index for aquatic pollution control. A sedimentological approach, Water Res., 14(8), 975-1001.
10.1016/0043-1354(80)90143-8Hilton, J., Davison, W., and Ochsenbein, U., 1985, A mathematical model for analysis of sediment core data: Implications for enrichment factor calculations and trace-metal transport mechanisms, Chem. Geol., 48(1), 281-291.
10.1016/0009-2541(85)90053-1Hong, C., Suman, T.Y., Ji, C.W., Kong, D., and Kwak, I.S., 2024, Heavy metal bioaccumulation based on seasonal monsoon impact in benthic macroinvertebrates of Korean streams, Chemosphere, 368, 143749.
10.1016/j.chemosphere.2024.143749Huang, Z., Liu, C., Zhao, X., Dong, J., and Zheng, B., 2020, Risk assessment of heavy metals in the surface sediment at the drinking water source of the Xiangjiang River in South China, Environ. Sci. Eur., 32(1), 23.
10.1186/s12302-020-00305-wJeong, C., Song, J., and Kong, D., 2025, Integrated risk assessment of sediment-bound heavy metals using macroinvertebrate indicators in South Korea’s major river basins, Ecol. Indic., 181, 114380.
10.1016/j.ecolind.2025.114380Jeong, H., Choi, J.Y., and Ra, K., 2021, Heavy metal pollution assessment in stream sediments from urban and different types of industrial areas in South Korea, Soil Sediment Contam., 30(7), 804-818.
10.1080/15320383.2021.1893646Jolliffe, I.T. and Cadima, J., 2016, Principal component analysis: A review and recent developments, Philos. Trans. R. Soc. A, 374(2065), 20150202.
10.1098/rsta.2015.020226953178PMC4792409Khan, K., Younas, M., Yaseen, M., Sher, H., Maryam, A., Ibrahim, S.M., Adnan, A., Ali, A., Fawad, M., Khan, A.Z., Khan, N., and Shah, I.A., 2025, Heavy metals pollution in riverine sediments: Distribution, source, and environmental implications, Environ. Monit. Assess., 197(3), 225.
10.1007/s10661-025-13623-4Kim, K.T., Ra, K., Kim, E.S., Yim, U.H., and Kim, J.K., 2011, Distribution of heavy metals in the surface sediments of the Han River and its estuary, Korea, J. Coast. Res., SI64, 903-907.
Kim, K.W., Myung, J.H., Ahn, J.S., and Chon, H.T., 1998, Heavy metal contamination in dusts and stream sediments in the Taejon area, Korea, J. Geochem. Explor., 64(1), 409-419.
10.1016/S0375-6742(98)00045-4Kim, S., Yang, D.S., and Kim, Y.S., 2020, Distribution of metal contamination and grain size in the sediments of Nakdong River, Korea, Environ. Monit. Assess., 192(8), 502.
10.1007/s10661-020-08475-z32648138PMC7347678Liu, Z., Wu, Q., He, C., Zhang, P., Wang, X., Luo, Z., Yang, L., and Huang, C., 2024, Ecological risk and chemical speciation of heavy metals in surface sediments of the Pearl River Estuary for comprehensive assessment, Front. Environ. Sci., 12, 1509277.
10.3389/fenvs.2024.1509277Mao, K., Wang, X., Yu, K., Li, M., Wang, Y., Gao, G., Geng, S., Song, H., Ning, W., An, H., and Yan, B., 2025, Source apportionment and ecological risk assessment of heavy metals in sediments of Dongping lake based on PCA-PMF model, Sci. Rep., 15(1), 32026.
10.1038/s41598-025-16706-x40887475PMC12399775Min, J.K., Ji, K.Y., and Kong, D., 2019, Spatial distribution patterns of benthic macroinvertebrate functional feeding groups by stream size and gradient in Republic of Korea, J. Freshw. Ecol., 34(1), 715-738.
10.1080/02705060.2019.1677793Müller, A., Hanisch, C., Zerling, L., Arnold, A., Lohse, M., and Walther, A., 1999, Anthropogene Schwermetallbelastung von feinkörnigen Flußsedimenten, In: Müller, A. and Walther, A. (eds.), Ressourcen-Umwelt-Management: Wasser, Boden, Sedimente, Springer, Berlin, Heidelberg, p.131-151.
10.1007/978-3-662-09759-5_8Müller, G., 1981, Die Schwermetallbelastung der Sedimente des Neckars und seiner Nebenflusse: Eine Bestandsaufnahme, Chem. Ztg., 105, 157-164.
Pandey, L.K., Park, J., Son, D.H., Kim, W., Islam, M.S., Choi, S., Lee, H., and Han, T., 2019, Assessment of metal contamination in water and sediments from major rivers in South Korea from 2008 to 2015, Sci. Total Environ., 651, 323-333.
10.1016/j.scitotenv.2018.09.057Reimann, C., Filzmoser, P., Garrett, R., and Dutter, R., 2008, Statistical Data Analysis Explained: Applied Environmental Statistics with R, John Wiley & Sons, Chichester.
10.1002/9780470987605Rezapour, S., Asadzadeh, F., Nouri, A., Khodaverdiloo, H., and Heidari, M., 2022, Distribution, source apportionment, and risk analysis of heavy metals in river sediments of the Urmia Lake basin, Sci. Rep., 12(1), 17455.
10.1038/s41598-022-21752-w36261490PMC9582006Salomons, W. and Förstner, U., 1984, Metals in the Hydrocycle, Springer, Berlin, Heidelberg.
10.1007/978-3-642-69325-0Simpson, S.L. and Batley, G.E. (eds.), 2016, Sediment Quality Assessment: A Practical Guide, 2nd ed., CSIRO Publishing, Clayton, Australia.
10.1071/9781486303854Sojka, M. and Jaskuła, J., 2022, Heavy metals in river sediments: Contamination, toxicity, and source identification—A case study from Poland, Int. J. Environ. Res. Public Health, 19(17), 10502.
10.3390/ijerph19171050236078217PMC9518182Son, H.W., Shim, S.H., Oh, H., and Choi, J.H., 2021, An assessment of heavy metal contamination in the Nakdong River around the weir, Water, 13(5), 684.
10.3390/w13050684Song, J., Jeong, C., Kwak, I.S., and Kong, D., 2026, Integrating sediment quality gradients and macroinvertebrate assemblages: Indicator typologies of Annelida and Chironomidae in freshwater ecosystems, Hydrobiologia, 853(12), 3477-3491.
10.1007/s10750-026-06158-3Taylor, K.G. and Owens, P.N., 2009, Sediments in urban river basins: A review of sediment-contaminant dynamics in an environmental system conditioned by human activities, J. Soils Sediments, 9(4), 281-303.
10.1007/s11368-009-0103-zXie, Y., Huo, X., Hu, C., and Tao, Y., 2023, Contamination, ecological risk and source apportionment of heavy metals in the surface sediments in the Hailar River, the upper source of the Erguna River between China and Russia, Sustainability, 15(4), 3655.
10.3390/su15043655Yüksel, B., Ustaoğlu, F., Tokatli, C., and Islam, M.S., 2022, Ecotoxicological risk assessment for sediments of Çavuşlu stream in Giresun, Turkey: Association between garbage disposal facility and metallic accumulation, Environ. Sci. Pollut. Res., 29(12), 17223-17240.
10.1007/s11356-021-17023-2Zeb, M., Khan, K., Younas, M., Farooqi, A., Cao, X., Kavil, Y.N., Alelyani, S.S., Alkasbi, M.M., and Al-Sehemi, A.G., 2024, A review of heavy metals pollution in riverine sediment from various Asian and European countries: Distribution, sources, and environmental risk, Mar. Pollut. Bull., 206, 116775.
10.1016/j.marpolbul.2024.116775- Publisher :The Korean Society of Soil and Groundwater Environment
- Publisher(Ko) :한국지하수토양환경학회
- Journal Title :Journal of Soil and Groundwater Environment
- Journal Title(Ko) :지하수토양환경
- Volume : 31
- No :4
- Pages :26-36
- Received Date : 2026-07-03
- Revised Date : 2026-07-14
- Accepted Date : 2026-07-23
- DOI :https://doi.org/10.7857/JSGE.2026.31.4.026


Journal of Soil and Groundwater Environment





