Abstract
Sewage contamination is a principal concern in water quality management as pathogens in sewage can cause diseases and lead to detrimental health effects in humans. This study examines the distribution of seven sterol compounds, namely coprostanol, epi-coprostanol, cholesterol, cholestanol, stigmasterol, campesterol, and β-sitosterol in filtered and particulate phases of sewage treatment plants (STPs), groundwater, and river water. For filtered samples, solid-phase extraction (SPE) was employed while for particulate samples were sonicated. Quantification was done by using gas chromatography-mass spectrometer (GC-MS). Faecal stanols (coprostanol and epi-coprostanol) and β-sitosterol were dominant in most STP samples. Groundwater samples were influenced by natural/biogenic sterol, while river water samples were characterized by a mixture of sources. Factor loadings from principal component analysis (PCA) defined fresh input of biogenic sterol and vascular plants (positive varimax factor (VF)1), aged/treated sewage sources (negative VF1), fresh- and less-treated sewage and domestic sources (positive VF2), biological sewage effluents (negative VF2), and fresh-treated sewage sources (VF3) in the samples. Association of VF loadings and factor score values illustrated the correlation of STP effluents and the input of biogenic and plant sterol sources in river and groundwater samples of Linggi. This study focuses on sterol distribution and its potential sources; these findings will aid in sewage assessment in the aquatic environment.
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Data Availability
The datasets analyzed during this current study are available from the corresponding author on reasonable request
References
Aburas MM, Abdullah SHO, Ramli MF, Asha’Ari ZH (2017) Land suitability analysis of urban growth in Seremban Malaysia, using GIS based analytical hierarchy process. Procedia Eng 198:1128–1136. https://doi.org/10.1016/j.proeng.2017.07.155
Adnan NH, Zakaria MP, Juahir H, Ali MM (2012) Faecal sterols as sewage markers in the Langat River, Malaysia: Integration of biomarker and multivariate statistical approaches. J Environ Sci (China) 24:1600–1608. https://doi.org/10.1016/S1001-0742(11)60979-0
Aitchison J, Greenacre M (2002) Biplots of compositional data. J R Stat Soc Ser C 51:375–392
Al-odaini NA, Pauzi M, Ismail M, Surif S (2010) Multi-residue analytical method for human pharmaceuticals and synthetic hormones in river water and sewage effluents by solid-phase extraction and liquid chromatography – tandem mass spectrometry. J Chromatogr A 1217:6791–6806. https://doi.org/10.1016/j.chroma.2010.08.033
Alsalahi MA, Latif MT, Ali MM, Dominick D, Khan MF, Mustaffa NIH, Nadzir MSM, Nasher E, Zakaria MP (2015) Sterols as biomarkers in the surface microlayer of the estuarine areas. Mar Pollut Bull 93:278–283. https://doi.org/10.1016/j.marpolbul.2015.01.011
Amon RMW, Benner R (1994) Rapid cycling of high-molecular-weight dissolved organic matter in the ocean. Nature 369:549–552
Andreozzi R, Marotta R, Paxéus N (2003) Pharmaceuticals in STP effluents and their solar photodegradation in aquatic environment. Chemosphere 50:1319–1330. https://doi.org/10.1016/S0045-6535(02)00769-5
Antanasijevi D, Mati I, Gruji S et al (2018) Effect of compositional data in the multivariate analysis of sterol concentrations in river sediments. Microchem J 139:188–195. https://doi.org/10.1016/j.microc.2018.02.031
APHA (2012) Standard methods for the examination of water and waste-water (22nd), 22nd edn. American Journal of Public Health and the Nations Health, USA, pp 1–38
Arcega-Cabrera F, Velázquez-Tavera N, Fargher L, Derrien M, Noreña-Barroso E (2014) Fecal sterols, seasonal variability, and probable sources along the ring of cenotes, Yucatan, Mexico. J Contam Hydrol 168:41–49. https://doi.org/10.1016/j.jconhyd.2014.08.007
Ariffin M, Sulaiman SNM (2015) Regulating sewage pollution of Malaysian rivers and its challenges. Procedia Environ Sci 30:168–173. https://doi.org/10.1016/j.proenv.2015.10.030
Astel A, Tsakovski S, Barbieri P, Simeonov V (2007) Comparison of self-organizing maps classification approach with cluster and principal components analysis for large environmental data sets. Water Res 41:4566–4578. https://doi.org/10.1016/j.watres.2007.06.030
Aucélio RQ, de Souza RM, de Campos RC, Miekeley N, da Silveira CLP (2007) The determination of trace metals in lubricating oils by atomic spectrometry. Spectrochim Acta - Part B At Spectrosc 62:952–961. https://doi.org/10.1016/j.sab.2007.05.003
Balderacchi M, Benoit P, Cambier P, Eklo OM, Gargini A, Gemitzi A, Gurel M, Kløve B, Nakic Z, Predaa E, Ruzicic S, Wachniew P, Trevisan M (2013) Groundwater pollution and quality monitoring approaches at the European level. Crit Rev Environ Sci Technol 43:323–408. https://doi.org/10.1080/10643389.2011.604259
Barnes KK, Kolpin DW, Furlong ET, Zaugg SD, Meyer MT, Barber LB (2008) A national reconnaissance of pharmaceuticals and other organic wastewater contaminants in the United States — (I) Groundwater. Sci Total Environ 2:192–200. https://doi.org/10.1016/j.scitotenv.2008.04.028
Berdié L, Grimalt JO, Gjessing ET (1995) Hydrocarbons, alcohols and sterols in the dissolved + colloidal and particulate phases of the waters from a dystrophic lake, Skjervatjern Lake (Norway). Water Res 29:2017–2030. https://doi.org/10.1016/0043-1354(95)00028-J
Biache C, Philp RP (2013) The use of sterol distributions combined with compound specific isotope analyses as a tool to identify the origin of fecal contamination in rivers. Water Res 47:1201–1208. https://doi.org/10.1016/j.watres.2012.11.037
Buccianti A, Nisi B, Martín-fernández JA, Palarea-albaladejo J (2014) Methods to investigate the geochemistry of groundwaters with values for nitrogen compounds below the detection limit. J Geochem Explor 141:78–88. https://doi.org/10.1016/j.gexplo.2014.01.014
Carreira RS, Cordeiro LGMS, Bernardes MC, Hatje V (2016) Distribution and characterization of organic matter using lipid biomarkers: a case study in a pristine tropical bay in NE Brazil. Estuar Coast Shelf Sci 168:1–9. https://doi.org/10.1016/j.ecss.2015.11.007
Carreira RS, Wagener ALR, Readman JW, Fileman TW, Macko SA, Veiga Á (2002) Changes in the sedimentary organic carbon pool of a fertilized tropical estuary, Guanabara Bay, Brazil: an elemental, isotopic and molecular marker approach. Mar Chem 79:207–227. https://doi.org/10.1016/S0304-4203(02)00065-8
Carreira RS, Wagener ALR, Readman JW (2004) Sterols as markers of sewage contamination in a tropical urban estuary ( Guanabara Bay , Brazil ): space – time variations. Estuar Coast Shelf Sci 60:587–598. https://doi.org/10.1016/j.ecss.2004.02.014
Carroll SP, Dawes L, Hargreaves M, Goonetilleke A (2009) Faecal pollution source identification in an urbanising catchment using antibiotic resistance profiling, discriminant analysis and partial least squares regression. Water Res 43:1237–1246. https://doi.org/10.1016/J.WATRES.2008.12.017
Cimenti M, Hubberstey A, Bewtra JK, Biswas N (2007) Alternative methods in tracking sources of microbial contamination in waters. Water SA 33:183–194. https://doi.org/10.4314/wsa.v33i2.49059
Conn KE, Barber LB, Brown GK, Siegrist RL (2006) Occurrence and fate of organic contaminants during onsite wastewater treatment. Environ Sci Technol 40:7358–7366. https://doi.org/10.1021/es0605117
Darabi-Golestan F, Hezarkhani A (2018) Evaluation of elemental mineralization rank using fractal and multivariate techniques and improving the performance by log-ratio transformation. J Geochem Explor 189:11–24. https://doi.org/10.1016/j.gexplo.2017.09.011
Daughton CG (2012) Real-time estimation of small-area populations with human biomarkers in sewage. Sci Total Environ 414:6–21. https://doi.org/10.1016/j.scitotenv.2011.11.015
Derrien M, Brogi SR, Gonçalves-Araujo R (2019) Characterization of aquatic organic matter: assessment, perspectives and research priorities. Water Res 163:114908. https://doi.org/10.1016/j.watres.2019.114908
Derrien M, Cabrera FA, Tavera NLV, Kantún Manzano CA, Vizcaino SC (2015) Sources and distribution of organic matter along the Ring of Cenotes, Yucatan, Mexico: Sterol markers and statistical approaches. Sci Total Environ 511:223–229. https://doi.org/10.1016/j.scitotenv.2014.12.053
Devane ML, Moriarty EM, Robson B, Lin S, Wood D, Webster-Brown J, Gilpin BJ (2019) Relationships between chemical and microbial faecal source tracking markers in urban river water and sediments during and post-discharge of human sewage. Sci Total Environ 651:1588–1604. https://doi.org/10.1016/j.scitotenv.2018.09.258
Devane ML, Weaver L, Singh SK, Gilpin BJ (2018) Fecal source tracking methods to elucidate critical sources of pathogens and contaminant microbial transport through New Zealand agricultural watersheds – a review. J Environ Manag 222:293–303. https://doi.org/10.1016/j.jenvman.2018.05.033
DOE (2018) Environmental Quality Report
DOS (2019) Poket Stats Negeri Sembilan. https://www.dosm.gov.my/v1/uploads/files/7_Publication/Infographic/PocketStats/Negeri/N9/Q3-2019/Poket_Stats_Negeri_Sembilan_ST3_2019.pdf.
Duong HT, Kadokami K, Chau HTC, Nguyen TQ, Nguyen TT, Kong L (2015) Groundwater screening for 940 organic micro-pollutants in Hanoi and Ho Chi Minh City, Vietnam. Environ Sci Pollut Res 22:19835–19847. https://doi.org/10.1007/s11356-015-5180-5
Elhmmali MM, Roberts DJ, Evershed RP (2000) Combined analysis of bile acids and sterols/stanols from riverine particulates to assess sewage discharges and other fecal sources. Environ Sci Technol 34:39–46. https://doi.org/10.1021/es990076z
Elias S, Ibrahim S, Samuding K et al (2018a) The sources and ecological risk assessment of elemental pollution in sediment of Linggi estuary , Malaysia. Mar Pollut Bull 137:646–655. https://doi.org/10.1016/j.marpolbul.2018.11.006
Elias S, Ibrahim S, Samuding K et al (2018b) Assessment of toxic elements in sediments of Linggi River using NAA and ICP-MS techniques. MethodsX 5:454–465. https://doi.org/10.1016/j.mex.2018.05.001
EPA (2007) Method 1698 : Steroids and hormones in water , soil , sediment , and biosolids by HRGC / HRMS. https://www.epa.gov/sites/production/files/2015-10/documents/method_1698_2007.pdf
Fadhil M, Juahir H, Tawnie I et al (2015) Environmetric techniques application in water quality assessment : a case study in Linggi River Basin. J Teknol 1:145–151
Faith M (2015) Centered Log-Ratio (clr) Transformation and Robust principal component analysis of long-term NDVI data reveal vegetation activity linked to climate processes. Climate 3:135–149. https://doi.org/10.3390/cli3010135
Fattore E, Benfenati E, Marelli R, Cools E, Fanelli R (1996) Sterols in sediment samples from Venice Lagoon, Italy. Chemosphere 33:2383–2393
Fernandes MB, Sicre M, Cardoso JN, Macedo SJ (1999) Sedimentary 4-desmethyl sterols and n -alkanols in an eutrophic urban estuary. Capibaribe River, Brazil
Fernandez MP, Ikonomou MG, Buchanan I (2007) An assessment of estrogenic organic contaminants in Canadian wastewaters. Sci Total Environ 373:250–269. https://doi.org/10.1016/j.scitotenv.2006.11.018
Focazio MJ, Kolpin DW, Barnes KK, Furlong ET, Meyer MT, Zaugg SD, Barber LB, Thurman ME (2008) A national reconnaissance for pharmaceuticals and other organic wastewater contaminants in the United States – (II) Untreated drinking water sources. Sci Total Environ 402:201–216. https://doi.org/10.1016/j.scitotenv.2008.02.021
Frena M, Bataglion GA, Tonietto AE, Eberlin MN, Alexandre MR, Madureira LAS (2016a) Assessment of anthropogenic contamination with sterol markers in surface sediments of a tropical estuary (Itajaí-Açu, Brazil). Sci Total Environ 544:432–438. https://doi.org/10.1016/j.scitotenv.2015.11.137
Frena M, Paula A, Santos S et al (2016b) Distribution and sources of sterol biomarkers in sediments collected from a tropical estuary in Northeast Brazil. Environ Sci Pollut Res 23:23291–23299. https://doi.org/10.1007/s11356-016-7744-4
Froehner S, Martins RF, Errera MR (2009) Assessment of fecal sterols in Barigui River sediments in Curitiba, Brazil. Environ Monit Assess 157:591–600. https://doi.org/10.1007/s10661-008-0559-0
Froehner S, Sánez J (2013) Evaluation of potential sewage contamination by fecal sterol biomarkers adsorbed in natural biofilms. Environ Sci Process Impacts 15:2080–2086. https://doi.org/10.1039/c3em00025g
Froehner S, Souza DB (2010) Tracking Anthropogenic Inputs in Barigui River , Brazil Using Biomarkers Tracking Anthropogenic Inputs in Barigui River , Brazil Using Biomarkers. https://doi.org/10.1007/s11270-009-0220-8
Furtula V, Jackson CR, Osman R, Chambers PA (2012a) Use of Enterococcus, BST and sterols for poultry pollution source tracking in surface and groundwater. In: Environmental Health - Emerging Issues and Practice, pp 57–78
Furtula V, Liu J, Chambers P, Osachoff H, Kennedy C, Harkness J (2012b) Sewage treatment plants efficiencies in removal of sterols and sterol ratios as indicators of fecal contamination sources. Water Air Soil Pollut 223:1017–1031. https://doi.org/10.1007/s11270-011-0920-8
Furtula V, Osachoff H, Derksen G, Juahir H, Colodey A, Chambers P (2012c) Inorganic nitrogen, sterols and bacterial source tracking as tools to characterize water quality and possible contamination sources in surface water. Water Res 46:1079–1092. https://doi.org/10.1016/j.watres.2011.12.002
Geary P, Lucas S (2019) Contamination of estuaries from failing septic tank systems : difficulties in scaling up from monitored individual systems to cumulative impact. Environ Sci Pollut Res 26:2132–2144
Gilpin B (2011) Faecal source tracking : applications to surface and groundwater in Gisborne by
Gottschall N, Topp E, Edwards M, Payne M, Kleywegt S, Russell P, Lapen DR (2013) Hormones, sterols, and fecal indicator bacteria in groundwater, soil, and subsurface drainage following a high single application of municipal biosolids to a field. Chemosphere 91:275–286. https://doi.org/10.1016/j.chemosphere.2012.10.108
Gourmelon M, Caprais MP, Mieszkin S, Marti R, Wéry N, Jardé E, Derrien M, Jadas-Hécart A, Communal PY, Jaffrezic A, Pourcher AM (2010) Development of microbial and chemical MST tools to identify the origin of the faecal pollution in bathing and shellfish harvesting waters in France. Water Res 44:4812–4824. https://doi.org/10.1016/j.watres.2010.07.061
Hagedorn C, Weisberg SB (2009) Chemical-based fecal source tracking methods: current status and guidelines for evaluation. Rev Environ Sci Biotechnol 8:275–287. https://doi.org/10.1007/s11157-009-9162-2
He D, Zhang K, Tang J, Cui X, Sun Y (2018) Using fecal sterols to assess dynamics of sewage input in sediments along a human-impacted river-estuary system in eastern China. Sci Total Environ 636:787–797. https://doi.org/10.1016/j.scitotenv.2018.04.314
He W, Chen M, Schlautman MA, Hur J (2016) Dynamic exchanges between DOM and POM pools in coastal and inland aquatic ecosystems: A review. Sci Total Environ 551–552:415–428. https://doi.org/10.1016/j.scitotenv.2016.02.031
Ho YB, Zakaria MP, Latif PA, Saari N (2012) Simultaneous determination of veterinary antibiotics and hormone in broiler manure, soil and manure compost by liquid chromatography–tandem mass spectrometry. J Chromatogr A 1262:160–168. https://doi.org/10.1016/J.CHROMA.2012.09.024
Hudson ED, Parrish CC, Helleur RJ (2001) Biogeochemistry of sterols in plankton, settling particles and recent sediments in a cold ocean ecosystem (Trinity Bay, Newfoundland). Mar Chem 76:253–270. https://doi.org/10.1016/S0304-4203(01)00066-4
Hussain MA, Ford R, Hill J (2010) Determination of fecal contamination indicator sterols in an Australian water supply system. Environ Model Softw 165:147–157. https://doi.org/10.1007/s10661-009-0934-5
Isobe KO, Tarao M, Chiem NH, Minh LY, Takada H (2004) Effect of environmental factors on the relationship between concentrations of coprostanol and fecal indicator bacteria in tropical ( Mekong Delta ) and temperate ( Tokyo ) freshwaters. Appl Environ Microbiol 70:814–821. https://doi.org/10.1128/AEM.70.2.814
Isobe KO, Tarao M, Zakaria MP, Chiem NH, Minh LY, Takada H (2002) Quantitative application of fecal sterols using gas chromatography - mass spectrometry to investigate fecal pollution in tropical waters: Western Malaysia and Mekong Delta, Vietnam. Environ Sci Technol 36:4497–4507. https://doi.org/10.1021/es020556h
Izbicki JA, Swarzenski PW, Burton CA et al (2012) Sources of fecal indicator bacteria to groundwater, Malibu Lagoon and the Near-Shore Ocean Malibu, California, USA. Ann Environ Sci 6:35–86
Jardé E, Jeanneau L, Harrault L, Quenot E, Solecki O, Petitjean P, Lozach S, Chevé J, Gourmelon M (2018) Application of a microbial source tracking based on bacterial and chemical markers in headwater and coastal catchments. Sci Total Environ 610–611:55–63. https://doi.org/10.1016/j.scitotenv.2017.07.235
Jeannot R, Sabik H, Sauvard E, Dagnac T, Dohrendorf K (2002) Determination of endocrine-disrupting compounds in environmental samples using gas and liquid chromatography with mass spectrometry. J Chromatogr A 974:143–159. https://doi.org/10.1016/S0021-9673(02)01240-2
Jolliffe IT, Cadima J (2016) Principal component analysis: a review and recent developments. Philos Trans A 374:1–16. https://doi.org/10.1098/rsta.2015.0202
Khalik WMAWM, Abdullah P, Al-Qaim FF (2015) Chemometric application on surface river water quality : a case study of Linggi River , Malaysia. Iran J Energy Environ J 6:26–33. https://doi.org/10.5829/idosi.ijee.2015.06.01.06
Kihumba AM, Longo JN, Vanclooster M (2015) Modelling nitrate pollution pressure using a multivariate statistical approach : the case of Kinshasa groundwater body. Democratic Republic of Congo 24:425–437. https://doi.org/10.1007/s10040-015-1337-z
Kim JO, Mueller CW (1987) Introduction to factor analysis: what it is and how to do it
Kim M, Jung J-H, Jin Y et al (2016) Origins of suspended particulate matter based on sterol distribution in low salinity water mass observed in the offshore East China Sea. Mar Pollut Bull 108:281–288. https://doi.org/10.1016/j.marpolbul.2016.04.049
Koolen HHF, Klitzke CF, Binkley J, Patrick J, de Albergaria-Barbosa ACR, Weber RR, Bícego MC, Eberlin MN, Bataglion GA (2018) Gas chromatography coupled to high resolution time-of-flight mass spectrometry as a high-throughput tool for characterizing geochemical biomarkers in sediments. Int J Anal Chem 2018:10. https://doi.org/10.1155/2018/2560498
Kowalkowski T, Zbytniewski R, Szpejna J, Buszewski B (2006) Application of chemometrics in river water classification. Water Res 40:744–752. https://doi.org/10.1016/j.watres.2005.11.042
Leeming R (1996) Sterol makers. Canberra University, Canberra
Leeming R, Ball A, Ashbolt N, Nichols P (1996) Using faecal sterols from humans and animals to distinguish faecal pollution in receiving waters. Water Res 30:2893–2900. https://doi.org/10.1016/S0043-1354(96)00011-5
Leeming R, Nichols PD (1996) Concentrations of coprostanol that correspond to existing bacterial indicator guideline limits. Water Res 30:2997–3006. https://doi.org/10.1016/S0043-1354(96)00212-6
Leeming R, Stark JS, Smith JJ (2014) Novel use of faecal sterols to assess human faecal contamination in Antarctica: A likelihood assessment matrix for environmental monitoring. Antarct Sci 27:31–43. https://doi.org/10.1017/S0954102014000273
Lim FY, Ong SL, Hu J (2017) Recent advances in the use of chemical markers for tracing wastewater contamination in aquatic environment: A review. Water (Switzerland) 9:143. https://doi.org/10.3390/w9020143
Loh AN, Bauer JE, Canuel EA (2006) Dissolved and particulate organic matter source-age characterization in the upper and lower Chesapeake Bay : a combined isotope and biochemical approach. Limnol Oceanogr 51:1421–1431
Loh AN, Canuel EA, Bauer JE (2008) Potential source and diagenetic signatures of oceanic dissolved and particulate organic matter as distinguished by lipid biomarker distributions. Mar Chem 112:189–202. https://doi.org/10.1016/j.marchem.2008.08.005
Lu Y, Philp RP, Biache C (2016) Assessment of fecal contamination in Oklahoma Water Systems through the use of sterol fingerprints, pp 1–16. https://doi.org/10.3390/environments3040028
Macdonald IA, Bokkenheuser VD, Winter J et al (1983) Degradation of steroids in the human gut. J Lipid Res 24:675–700
Majid NA, Nazi NM, Mohamed AF (2019) Distribution and spatial pattern analysis on dengue cases in Seremban District, Negeri Sembilan. Malaysia Sustain 11:3572. https://doi.org/10.3390/su11133572
MAMPU (2020a) TABURAN PENDUDUK NEGERI SEMBILAN MENGIKUT DAERAH. http://www.data.gov.my/data/en_US/dataset/taburan-penduduk-negeri-sembilan-mengikut-daerah.
MAMPU (2020b) BILANGAN PENDUDUK DI NEGERI SEMBILAN MENGIKUT KUMPULAN UMUR. JANTINA, KUMPULAN ETNIK DAN DAERAH http://www.data.gov.my/data/en_US/dataset/bilangan-penduduk-di-negeri-sembilan-mengikut-kumpulan-umur-jantina-dan-kumpulan-etnik.
de Martins CC, Fillmann G, Montone RC (2007) Natural and anthropogenic sterols inputs in surface sediments of Patos Lagoon, Brazil. J Braz Chem Soc 18:106–115. https://doi.org/10.1590/S0103-50532007000100012
Martins CC, Seyffert BH, Braun JAF, Fillmann G (2011) Input of organic matter in a large south american tropical estuary (Paranagua Estuarine System; Brazil) indicated by sedimentary sterols and multivariate statistical approach. J Braz Chem Soc 22:1585–11594
Marty JC, Saliot A (1981) Sterols in aerosols, surface microlayer and sucsurgace water in the North-Eastern tropical Atlantic. Oceanol Acta 4:77–84
Marvin C, Canada E, Brown M et al (2001) Application of faecal sterol ratios in sediments and effluents as source tracers. Water Qual Res J Can 36:041. https://doi.org/10.2166/wqrj.2001.041
Masiello CA, Druffel ERM (2001) Carbon isotope geochemistry of the Santa Clara River. Glob Biogechemical Cycles 15:407–416
Matić I, Grujić S, Jauković Z, Laušević M (2014) Trace analysis of selected hormones and sterols in river sediments by liquid chromatography-atmospheric pressure chemical ionization–tandem mass spectrometry. J Chromatogr A 1364:117–127. https://doi.org/10.1016/J.CHROMA.2014.08.061
McCalley DV, Cooke M, Nickless G (1981) Effect of sewage treatment on faecal sterols. Water Res 15:1019–1025
McCallister SL, Bauer JE, Cherrier JE, Ducklow HW (2004) Assessing sources and ages of organic matter supporting river and estuarine bacterial production: a multiple isotope (14C, 13C, and 15 N) approach. Limnol Oceanogr 49:1687–1702
McCallister SL, Bauer JE, Ducklow HW, Canuel EA (2006) Sources of estuarine dissolved and particulate organic matter : A multi-tracer approach. Org Geochem 37:454–468. https://doi.org/10.1016/j.orggeochem.2005.12.005
Mudge SM, Bebianno MJ (1997) Sewage contamination following an accidental spillage in the Ria Formosa, Portugal. Mar Pollut Bull 34:163–170. https://doi.org/10.1016/S0025-326X(96)00082-3
Mudge SM, Duce CE (2005) Identifying the source, transport path and sinks of sewage derived organic matter. Environ Pollut 136:209–220. https://doi.org/10.1016/j.envpol.2005.01.015
Mudge SM, Gwyn Lintern D (1999) Comparison of sterol biomarkers for sewage with other measures in Victoria Harbour, B.C., Canada. Estuar Coast Shelf Sci 48:27–38. https://doi.org/10.1006/ecss.1999.0406
Nakagawa K, Amano H, Asakura H, Berndtsson R (2016) Spatial trends of nitrate pollution and groundwater chemistry. Environ Earth Sci 75:234. https://doi.org/10.1007/s12665-015-4971-9
Nakagawa K, Amano H, Berndtsson R, Takao Y, Hosono T (2019) Use of sterols to monitor surface water quality change and nitrate pollution source. Ecol Indic 107:105534. https://doi.org/10.1016/j.ecolind.2019.105534
Nanyan NFM, Ismail SNH, Zabidi MIMM, Ali MM (2016) Sterols as an anthropogenic marker in surface sediments of Kapas Island, Terengganu. J Sustain Sci Manag Spec 11:1
Neal C, Jarvie HP, Neal M, Love AJ, Hill L, Wickham H (2005) Water quality of treated sewage effluent in a rural area of the upper Thames Basin, southern England, and the impacts of such effluents on riverine phosphorus concentrations. J Hydrol 304:103–117
Nichols PD, Leeming R, Rayner MS, Latham V, Ashbolt NJ, Turner C (1993) Comparison of the abundance of the fecal sterol coprostanol and fecal bacteria groups in inner-shelf waters and sediment near Sydney, Australia. J Chromatogr A 643:189–195. https://doi.org/10.1016/0021-9673(93)80552-J
Nichols PD, Leeming R, Rayner MS, Latham V (1996) Use of capillary gas chromatography for measuring fecal-derived sterols application to stormwater, the sea-surface microlayer, beach greases, regional studies, and distinguishing algal blooms and human and non-human sources of sewage pollution. J Chromatogr A 733:497–509. https://doi.org/10.1016/0021-9673(95)00807-1
Nishimura M, Koyama T (1977) The occurrence of stanols in various living organisms and the behavior of sterols in contemporary sediments. Geochim Cosmochim Acta 41:379–385. https://doi.org/10.1016/0016-7037(77)90265-4
Noblet JA, Young DL, Zeng EY, Ensari S (2004) Use of fecal steroids to infer the sources of fecal indicator bacteria in the lower Santa Ana River Watershed, California: sewage is unlikely a significant source. Environ Sci Technol 38:6002–6008. https://doi.org/10.1021/es049799v
Omar TFT, Aris AZ, Yusoff FM, Mustafa S (2017) An improved SPE-LC-MS/MS method for multiclass endocrine disrupting compound determination in tropical estuarine sediments. Talanta 173:51–59. https://doi.org/10.1016/j.talanta.2017.05.064
Osman R, Saim N (2016) Chemometric application in identifying sources of organic contaminants in chemometric application in identifying sources of organic contaminants in Langat river basin. https://doi.org/10.1007/s10661-011-2016-8
Osman R, Saim N, Juahir H, Abdullah MP (2012) Chemometric application in identifying sources of organic contaminants in Langat river basin. Environ Monit Assess 184:1001–1014. https://doi.org/10.1007/s10661-011-2016-8
Pang L, Close M, Goltz M, Sinton L, Davies H, Hall C, Stanton G (2004) Estimation of septic tank setback distances based on transport of E. coli and F-RNA phages. Environ Int 29:907–921. https://doi.org/10.1016/S0160-4120(03)00054-0
Pang SY, Tay JH, Suratman S, Simoneit BRT, Mohd Tahir N (2020) Input of organic matter in Brunei Bay, East Malaysia, as indicated by sedimentary steroids and multivariate statistics. Mar Pollut Bull 156:111269. https://doi.org/10.1016/j.marpolbul.2020.111269
Perdue EM, Ritchie JD (2003) 5.10 - Dissolved organic matter in freshwaters. In: Treatise on Geochemistry, vol 5, pp 273–318
Pratt C, Warnken J, Leeming R, Arthur JM, Grice DI (2007) Detection of intermittent sewage pollution in a subtropical, oligotrophic, semi-enclosed embayment system using sterol signatures in sediments. Environ Sci Technol 41:792–802. https://doi.org/10.1021/es061450f
Pratt C, Warnken J, Leeming R, Arthur MJ, Grice DI (2008) Degradation and responses of coprostanol and selected sterol biomarkers in sediments to a simulated major sewage pollution event: a microcosm experiment under sub-tropical estuarine conditions. Org Geochem 39:353–369. https://doi.org/10.1016/j.orggeochem.2007.06.009
Praveena SM, Pauzi NM, Hamdan M, Sham SM (2015) Assessment of swimming associated health effects in marine bathing beach: an example from Morib beach (Malaysia). Mar Pollut Bull 92:222–226. https://doi.org/10.1016/j.marpolbul.2015.01.003
Praveena SM, Shaifuddin SNM, Sukiman S, Nasir FAM, Hanafi Z, Kamarudin N, Ismail THT, Aris AZ (2018) Pharmaceuticals residues in selected tropical surface water bodies from Selangor (Malaysia): occurrence and potential risk assessments. Sci Total Environ 642:230–240. https://doi.org/10.1016/J.SCITOTENV.2018.06.058
Puerari L, Carreira RS, Neto ACB et al (2012) Regional assessment of sewage contamination in sediments of the Iguaçu and the Barigui Rivers (Curitiba City, Paraná, Southern Brazil) using fecal steroids. J Braz Chem Soc 11:2027–2034
Quemeneur M, Marty Y (1992) Sewage influence in a macrotidal estuary : fatty acid and sterol distributions, pp 347–363
Quéméneur M, Marty Y (1994) Fatty acids and sterols in domestic wastewaters. Water Res 28:1217–1226. https://doi.org/10.1016/0043-1354(94)90210-0
Raymond PA, Bauer JE (2001) Riverine export of aged terrestrial organicmatter to the North Atlantic Ocean. Nature 409:497–499
Reichwaldt ES, Ho WY, Zhou W, Ghadouani A (2017) Sterols indicate water quality and wastewater treatment ef fi ciency. Water Res 108:401–411. https://doi.org/10.1016/j.watres.2016.11.029
Saim N, Osman R, Sari Abg Spian DR, Jaafar MZ, Juahir H, Abdullah MP, Ghani FA (2009) Chemometric approach to validating faecal sterols as source tracer for faecal contamination in water. Water Res 43:5023–5030. https://doi.org/10.1016/j.watres.2009.08.052
Sarria-Villa R, Ocampo-Duque W, Páez M, Schuhmacher M (2016) Presence of PAHs in water and sediments of the Colombian Cauca River during heavy rain episodes, and implications for risk assessment. Sci Total Environ 540:455–465. https://doi.org/10.1016/j.scitotenv.2015.07.020
Seguel CG, Mudge SM, Salgado C, Toledo M (2001) Tracing sewage in the marine environment: altered signatures in Concepción Bay, Chile. Water Res 35:4166–4174. https://doi.org/10.1016/S0043-1354(01)00146-4
Shah VG, Dunstan RH, Geary PM, Coombes P, Roberts TK, Rothkirch T (2007a) Comparisons of water quality parameters from diverse catchments during dry periods and following rain events. Water Res 41:3655–3666. https://doi.org/10.1016/j.watres.2007.02.052
Shah VG, Hugh Dunstan R, Geary PM, Coombes P, Roberts TK, von Nagy-Felsobuki E (2007b) Evaluating potential applications of faecal sterols in distinguishing sources of faecal contamination from mixed faecal samples. Water Res 41:3691–3700. https://doi.org/10.1016/j.watres.2007.04.006
Sin E, Tan S, Ho Y, Bin et al (2015) Simultaneous extraction and determination of pharmaceuticals and personal care products ( PPCPs ) in river water and sewage by solid-phase extraction and liquid chromatography-tandem mass spectrometry. Int J Environ Anal Chem ISSN 95:816–832. https://doi.org/10.1080/03067319.2015.1058929
Speranza ED, Colombo M, Skorupka CN, Colombo JC (2018) Early diagenetic alterations of sterol biomarkers during particle settling and burial in polluted and pristine areas of the Rio de la Plata Basin. Org Geochem 117:1–11. https://doi.org/10.1016/j.orggeochem.2017.11.013
Standley LJ, Kaplan LA, Smith D (2000) Molecular tracers of organic matter sources to surface water resources. Environ Sci Technol 34:3124–3130. https://doi.org/10.1021/es991381n
Stordal MC, Santschi PH, Gill GA (1996) Colloidal pumping: evidence for the coagulation process using natural colloids tagged with 203Hg. Environ Sci Technol 30:3335–3340. https://doi.org/10.1021/es9601806
Tran NH, Yew-Hoong Gin K, Hao Ngo H (2015) Fecal pollution source tracking toolbox for identification, evaluation and characterization of fecal contamination in receiving urban surface waters and groundwater. Sci Total Environ 538:38–57. https://doi.org/10.1016/j.scitotenv.2015.07.155
Volkman JK (1986) A review of sterol markers for marine and terrigenous organic matter. Org Geochem 9:83–99. https://doi.org/10.1016/0146-6380(86)90089-6
Volkman JK (2005) Sterols and other triterpenoids: source specificity and evolution of biosynthetic pathways. Org Geochem 36:139–159. https://doi.org/10.1016/j.orggeochem.2004.06.013
von der Lühe B, Birk JJ, Dawson L, Mayes RW, Fiedler S (2018) Steroid fingerprints: efficient biomarkers of human decomposition fluids in soil. Org Geochem 124:228–237. https://doi.org/10.1016/j.orggeochem.2018.07.016
Walker RW, Wun CK, Litsky W, Dutka BJ (1982) Coprostanol as an indicator of fecal pollution. C R C Crit Rev Environ Control 12:91–112. https://doi.org/10.1080/10643388209381695
Wang X, Liu C, Hou H, Wang X (2020) Identifying watershed-scale spatiotemporal groundwater and surface water mixing function in the Yiluo River, Middle of China. Environ Sci Pollut Res 2020:27
Wen-Yen H, Meinschein WG (1976) Sterols as source indicators of organic materials in sediments. Geochim Cosmochim Acta 40:323–330. https://doi.org/10.1016/0016-7037(76)90210-6
Wu CH-J, Liang R-D (2009) Effect of experiential value on customer satisfaction with service encounters in luxury-hotel restaurants. Int J Hosp Manag 28:586–593. https://doi.org/10.1016/J.IJHM.2009.03.008
Xiao K, Abbt-Braun G, Horn H (2020) Changes in the characteristics of dissolved organic matter during sludge treatment: a critical review. Water Res 187:116441. https://doi.org/10.1016/j.watres.2020.116441
Zgheib S, Moilleron R, Saad M, Chebbo G (2011) Partition of pollution between dissolved and particulate phases: What about emerging substances in urban stormwater catchments? Water Res 45:913–925. https://doi.org/10.1016/j.watres.2010.09.032
Zimmermann-Timm H (2002) Characteristics, dynamics and importance of aggregates in rivers - an invited review. Int Rev Hydrobiol 87:197–240. https://doi.org/10.1002/1522-2632(200205)87:2/3<197::AID-IROH197>3.0.CO;2-7
Acknowledgements
The authors would like to express their sincere thanks to four anonymous reviewers for their valuable comments and criticisms which improve this manuscript substantially. The authors also would like to thank the Ministry of Higher Education (MOHE) of Malaysia for supporting this research under the Fundamental Research Grant Scheme (FRGS) No: FRGS/1/2017/STG01/UNISZA/02/2 and Internal UNiSZA grant: UNiSZA/2017/SRGS/18. Research funding was also provided by the Centre of Hydrogeology, National Hydraulic Research Institute of Malaysia (NAHRIM) under the project Integrated surface and groundwater physical-based model of Linggi, Muda and Langat River Basin which assisted with transportation and the groundwater studies. We would also like to thank Mr Azharuddin Abdul Aziz and Mr Izzul Baharuddin for their valuable advice on GC-MS method development. We express our sincere gratitude to the Indah Water Konsortium (IWK) Seremban and Linggi staff (Mr Ismail, Mr Johan, Mrs Mona, Mr Hairol, and Mr Amir) for their permission and support during the sampling process.
Funding
This study received funding from Fundamental Research Grant Scheme (FRGS) No: FRGS/1/2017/STG01/UNISZA/02/2, Internal UNiSZA grant: UNiSZA/2017/SRGS/18, Internal fund from Centre of Hydrogeology, National Hydraulic Research Institute of Malaysia (NAHRIM) under the project Integrated surface and groundwater physical-based model of Linggi, Muda and Langat River Basin.
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Conceptualization: [Munirah Abdul Zali, Hafizan Juahir, Ananthy Retnam]; Methodology: [Munirah Abdul Zali, Ananthy Retnam, Masni Mohd Ali, Azrul Normi Idris, Anuar Sefie, Ismail Tawnie, Syaiful Bahren Saadudin]; Formal analysis and investigation: [Munirah Abdul Zali, Hafizan Juahir, Masni Mohd Ali, Ananthy Retnam]; Writing - original draft preparation: [Munirah Abdul Zali, Azimah Ismail, Ananthy Retnam]; Writing - review and editing: [Hafizan Juahir, Azimah Ismail, Ananthy Retnam, Masni Mohd Ali, Azrul Normi Idris, Anuar Sefie, Ismail Tawnie, Syaiful Bahren Saadudin ]; Funding acquisition: [Hafizan Juahir, Azimah Ismail, Azrul Normi Idris, Anuar Sefie, Ismail Tawnie, Syaiful Bahren Saadudin]; Resources: [Hafizan Juahir, Masni Mohd Ali, Azrul Normi Idris]; Supervision: [Hafizan Juahir, Masni Mohd Ali, Ananthy Retnam]
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Abdul Zali, M., Juahir, H., Ismail, A. et al. Tracing sewage contamination based on sterols and stanols markers within the mainland aquatic ecosystem: a case study of Linggi catchment, Malaysia. Environ Sci Pollut Res 28, 20717–20736 (2021). https://doi.org/10.1007/s11356-020-11680-5
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DOI: https://doi.org/10.1007/s11356-020-11680-5