Geochemical Baseline Establishment for Exploration and Environmental Assessment: The Soil–Rock Relationship in the Gümüşhane Granitoid, Eastern Pontides, Türkiye
Abstract
Geochemical baseline data are essential for both mineral exploration and environmental assessment, particularly in regions where naturally elevated element concentrations may mask or mimic mineralization-related anomalies. This study establishes robust soil and rock geochemical baselines for the Early–Late Carboniferous Gümüşhane Granitoid, a key lithological unit situated within one of Türkiye’s major metallogenic provinces in the Eastern Pontides. A total of 16 granitoid and 34 overlying soil samples were analyzed using ICP–MS, and the resulting dataset was evaluated through descriptive statistics, Pollution Index (PI), and Index of Geoaccumulation (Igeo) calculations.
The granitoid bedrock exhibits PI values close to 1.0 and Igeo values near −0.5 for major oxides, indicating compositions consistent with typical upper continental crust and reflecting unmodified lithogeochemical signatures. Trace-element patterns reveal notable depletions in Co, Cs, V, Ni, and Pb, whereas slight enrichments in Ba, Ga, Y, and rare earth elements likely reflect secondary mineral phases or mild hydrothermal modification. Soil samples, however, display markedly elevated PI values (>1.5) for a broad suite of elements including P, Mn, As, Y, Cd, Sn, Sb, REEs, Pb, Th, and U, demonstrating that soils developed on the granitoid host naturally enriched background levels far above global crustal averages.
Median, MAD, and Median + 2×MAD thresholds were used to identify conservative and high-level anomaly limits, offering a statistically robust framework suited for non-normally distributed soil datasets. These locally calibrated thresholds provide critical guidance for mineral exploration, as reliance solely on universal crustal reference values could lead to false anomaly detection. From an environmental perspective, the established background levels allow for a more accurate distinction between natural geochemical signatures and anthropogenic contributions.
Overall, this study provides the first integrated soil–rock geochemical baseline for the Gümüşhane Granitoid and delivers a scientifically rigorous reference framework for both exploration geochemistry and environmental monitoring across the Eastern Pontides.
References
Vural A, Kaygusuz A. The Geostatistical Evaluation of the Genetic Relationship of Rocks : A Case Study of the Derinoba-Kayadibi Granites. J Eng Res Appl Sci 2024; 13:2537–2552.
Vural A, Erşen F. Geology, mineralogy and geochemistry of manganese mineralization in Gumushane, Turkey. J Eng Res Appl Sci 2019; 8:1051–1059.
Vural A. Demirören/Gümüşhane-Türkiye Kuvars Porfiri Kayacı ve İlişkili Skarn-Metasomatizmanın Jeokimyasal Özellikleri. Euroasia J Math Eng Nat Med Sci 2020; 7:97–121.
Özkan M, Vural A, Akgül Ö, Gültepe MA, Bayraktar C, Kara RT. Comprehensive geostatistical Assessment of stream sediments for mineralization potential in the eastern Black Sea region. Period Di Mineral 2025; 94:83–111.
Vural A, Kaya A. Arzular-Yitirmez-Dölek (Gümüşhane) Maden/Alterasyon Sahalarındaki Doğal (226Ra, 232Th ve 40K) ve yapay (138Cs) Radyoaktivitelerine ait ilk değerlendirmeler. Euroasia J Math Eng Nat Med Sci 2021; 8:105–120.
Vural A. Trace element accumulation behavior, ability, and propensity of Taraxacum officinale F.H. Wigg (Dandelion). Environ Sci Pollut Res 2024; 31:16667–16684.
Vural A, Kaya A. Assessment of Karamustafa Gold-Bearing Zn-Pb Mine (Gümüşhane, Türkiye) Area in Terms of Natural and Artificial Radioactivity. Göbeklitepe Int J Med Sci 2023; 6:39–52.
Vural A. Trace/heavy metal accumulation in soil and in the shoots of acacia tree, Gümüşhane-Turkey. Bull Miner Res Explor 2014; 148:85–106.
Hou Z, Zhang H. Geodynamics and metallogeny of the eastern Tethyan metallogenic domain. Ore Geol Rev 2015; 70:346–384.
Vural A, Gündoğdu A, Saka F, Bulut VN. Geochemical investigation of the potability of surface water in Çit Stream and related creeks in Avliyana Basin (Gümüşhane , NE Türkiye). Turkish J Anal Chem 2022; 4:44–51.
Vural A. On the elemental contents of aspen (Populus tremula L.) leaves grown in the mineralization area. J Geogr Cartogr 2023; 6:1–10.
Vural A. Avliyana Cevherleşme/Alterasyon Sahasının Kütle Değişim Özellikleri ve Asit Maden Drenaj Potansiyelinin Araştırılması. Icontech Int J Surv Eng Technol 2022; 6:1–23.
Vural A. Evaluation of soil geochemistry data of Canca Area (Gümüşhane, Turkey) by means of Inverse Distance Weighting (IDW) and Kriging methods-preliminary findings. Bull Miner Res Explor 2019; 158:195–216.
Vural A, Kaya S, Başaran N, Songören OT. Anadolu Madenciliğinde İlk Adımlar. Ankara, Türkiye: Maden Tetkik ve Arama Genel Müdürlüğü, MTA Kültür Serisi-3; 2009.
Vural A, Safari S. Phytoremediation ability of Helichrysum arenarium plant for Au and Ag: case study at Demirören village (Gümüşhane, Turkey). Gold Bull 2022; 55:129–136.
Vural A, Akpinar İ, Sipahi F. Mineralogical and Chemical Characteristics of Clay Areas, Gümüşhane Region (NE Turkey), and Their Detection Using the Crósta Technique with Landsat 7 and 8 Images. Nat Resour Res 2021; 30:3955–3985.
Vural A, Çicek B. Evaluation of Gümüştuğ Antimonite (Torul , Gümüşhane/Türkiye) Mineralization with Soil Geochemistry and Multivariate Geostatistical Studies. J Eng Res Appl Sci 2022; 11:2156–2170.
Akçay M, Lermi A, Van A. Biogeochemical exploration for massive sulphide deposits in areas of dense vegetation: An orientation survey around the Kankoy Deposit. J Geochemical Explor 1998; 63:173–187.
Lermi A. Midi (Karamustafa/Gümüşhane, KD Türkiye) Zn-Pb Yatağının Jeolojik, Mineralojik, Jeokimyasal ve Kökensel İncelemesi. Karadeniz Teknik Üniversitesi, Trabzon, 2003.
Vural A. Gold and Silver Content of Plant Helichrysum Arenarium, Popularly Known as the Golden Flower, Growing in Gümüşhane, NE Turkey. Acta Phys Pol A 2017; 132:978–980.
Vural A. Assessment of Sessile Oak (Quercus petraea L.) Leaf as Bioindicator for Exploration Geochemistry. Acta Phys Pol A 2016; 130:191–193.
Vural A, Çorumluoğlu Ö, Asri İ. Investigation of alteration areas by Crosta using LANDSAT images for Old Gumushane (Suleymaniye) and its near vicinity. J Nat Sci Inst Gumushane Univ 2012; 2:36–48.
Vural A, Corumluoglu Ö, Asri İ. Remote sensing technique for capturing and exploration of mineral deposit sites in Gumushane metallogenic province, NE Turkey. J Geol Soc India 2017; 90:628–633.
Vural A. Relationship between the geological environment and element accumulation capacity of Helichrysum arenarium. Arab J Geosci 2018; 11:258.
Vural A. Biogeochemical characteristics of Rosa canina grown in hydrothermally contaminated soils of the Gümüşhane Province, Northeast Turkey. Environ Monit Assess 2015; 187:486.
Reimann C, Garrett RG. Geochemical background - Concept and reality. Sci Total Environ 2005; 350:12–27.
Ellsmore R, Buckman S. Soil geochemistry and pathfinder element distribution associated with the Hillgrove Antimony-Gold-Tungsten deposit, New England Orogen, NSW. New Engl Orogen 2010 2010; 2010:141–144.
Hao L, Zhao X, Zhao Y, Lu J, Sun L. Determination of the geochemical background and anomalies in areas with variable lithologies. J Geochemical Explor 2014; 139:177–182.
Vural A, Aydal D. Soil geochemistry study of the listvenite area of Ayvacik (Çanakkale, Turkey). Casp J Environ Sci 2020; 18:205–215.
Vural A. Soil geochemistry survey for gold exploration at Kısacık area (Çanakkale, Ayvacık, Türkiye). Period Di Mineral 2024; 93:61–83.
Zuo R, Wang J, Chen G, Yang M. Reprint of ‘Identification of weak anomalies: A multifractal perspective’. J Geochemical Explor 2015; 154:200–212.
Matheron G. Principles of geostatistics. Econ Geol 1963; 58:1246–1266.
Hawkes HE, Webb JS. Geochemistry in Mineral Exploration. New York: Harper and Row; 1962.
Afzal P, Mirzaei M, Yousefi M, Adib A, Khalajmasoumi M, Zarifi AZ, Foster P, Yasrebi AB. Delineation of geochemical anomalies based on stream sediment data utilizing fractal modeling and staged factor analysis. J African Earth Sci 2016; 119:139–149.
Templ M, Filzmoser P, Reimann C. Cluster analysis applied to regional geochemical data: Problems and possibilities. Appl Geochemistry 2008; 23:2198–2213.
Daya AA. Comparative study of C-A, C-P, and N-S fractal methods for separating geochemical anomalies from background: A case study of Kamoshgaran region, northwest of Iran. J Geochemical Explor 2015; 150:52–63.
Topuz G, Altherr R, Kalt A, Satir M, Werner O, Schwarz WH. Aluminous granulites from the Pulur complex, NE Turkey: A case of partial melting, efficient melt extraction and crystallisation. Lithos 2004; 72:183–207.
Kaygusuz A, Arslan M, Siebel W, Sipahi F, Ilbeyli N. Geochronological evidence and tectonic significance of Carboniferous magmatism in the southwest Trabzon area, eastern Pontides, Turkey. Int Geol Rev 2012; 54:1776–1800.
Kaygusuz A, Arslan M, Sipahi F, Temizel İ. U-Pb zircon chronology and petrogenesis of Carboniferous plutons in the northern part of the Eastern Pontides, NE Turkey: Constraints for Paleozoic magmatism and geodynamic evolution. Gondwana Res 2016; 39:327–346.
Kaygusuz A, Aydınçakır E, Yücel C, Atay HE. Petrographic and geochemical characteristics of carboniferous plutonic rocks around Erenkaya (Gümüşhane, NE Turkey). J Eng Res Appl Sci 2021; 10:1774–1788.
Kaygusuz A. Geochronological age relationships of Carboniferous Plutons in the Eastern Pontides (NE Turkey). J Eng Res Appl Sci 2020; 9:1299–1307.
Kaygusuz A, Yücel C, Aydınçakır E, Gücer MA, Ruffet G. 40Ar–39Ar dating, whole-rock and Sr-Nd isotope geochemistry of the Middle Eocene calc-alkaline volcanic rocks in the Bayburt area, Eastern Pontides (NE Turkey): Implications for magma evolution in an extension-related setting. Mineral Petrol 2022; 116:379–399.
Topuz G, Altherr R, Siebel W, Schwarz WH, Zack T, Hasözbek A, Barth M, Satir M, Şen C. Carboniferous high-potassium I-type granitoid magmatism in the Eastern Pontides: The Gümüşhane pluton (NE Turkey). Lithos 2010; 116:92–110.
Vural A, Kaygusuz A. Petrology of the Paleozoic Plutons in Eastern Pontides: Artabel Pluton (Gümüşhane, NE Turkey). J Eng Res Appl Sci 2019; 8:1216–1228.
Kaygusuz A. Petrographic and Geochemical characteristics of Paleozoic Gabbroic rocks around Taşdelen (Özdil / Trabzon, NE Türkiye). J Eng Res Appl Sci 2022; 11:2111–2122.
Ustaömer T, Robertson AHF, Ustaömer PA, Gerdes A, Peytcheva I. Constraints on variscan and cimmerian magmatism and metamorphism in the pontides (Yusufeli-Artvin area), NE Turkey from U-Pb dating and granite geochemistry. Geol Soc Spec Publ 2013; 372:49–74.
Saydam Eker C, Sipahi F, Kaygusuz A. Trace and Rare Earth Elements as Indicators of Provenance and Depositional Environments of Lias Cherts in Gumushane, NE, Turkey,. Chemie Der Erde - Geochemistry 2012; 72:167–177.
Ağar Ü. Demirözü (Bayburt) ve Köse (Kelkit) bölgesinin jeolojisi. İstanbul Üniversitesi, 1977.
Dokuz A, Karslı O, Chen B, Uysal I. Sources and petrogenesis of Jurassic granitoids in the Yusufeli area, Northeastern Turkey: Implications for pre- and post-collisional lithospheric thinning of the eastern Pontides. Tectonophysics 2010; 480:259–279.
Eyuboğlu Y, Dudas FO, Santosh M, Zhu DC, Yi K, Chatterjee N, Akaryalı E, Liu Z. Cenozoic forearc gabbros from the northern zone of the Eastern Pontides Orogenic Belt, NE Turkey: implications for slab window magmatism and convergent margin tectonics. Gondwana Res 2016; 33:160–190.
Karslı O, A D, Kandemir R. Zircon Lu-Hf isotope systematics and U-Pb geochronology, whole-rock Sr-Nd isotopes and geochemistry of the early Jurassicssic Gokçedere pluton, Sakarya Zone-NE Turkey: a magmatic response to roll-back of the Paleo-Tethyan oceanic lithosphere. Contrib to Mineral Petrol 2017; 172:1–31.
Aydınçakır E, Yücel C, Kaygusuz A, Bilici Ö, Yi K, Jeong YJ, Güloğlu ZS. Magmatic evolution of the Calc-alkaline Middle Jurassic igneous rocks in the eastern pontides, NE Turkey: insights from geochemistry, whole-rock Sr-Nd-Pb, in situ zircon Lu-Hf isotopes, and U-Pb geochronology. Int Geol Rev 2023; 00:1–22.
Pelin S. Alucra (Giresun) Güneydoğu Yöresinin Petrol Olanakları Bakımından Jeolojik İncelenmesi. Karadeniz Teknik Üniversitesi, 1977.
Kaygusuz A, Arsan M, Sipahi F, Temizel İ, Yücel C, Çakmak G. Doğu Pontid Güney Zonu’ndaki (Bayburt) Tersiyer yaşlı intruzif kayaçların Petrokimyası, Jeokronolojisi ve İzotop Sistematikleri. Tübitak Projesi Sonuç Raporu, Proje No 115Y154, 2019:1–254.
Vural A, Kaygusuz A. Petrographic and geochemical characteristics of late Cretaceous volcanic rocks in the vicinity of Avliyana (Gümüşhane, NE Turkey ). J Eng Res Appl Sci 2021; 10:1796–1810.
Köprübaşı N, Şen C, Kaygusuz A. Doğu Pontid adayayı granitoyidlerinin karşılaştırılmalı petrografik ve kimyasal özellikleri, KD Türkiye. Uygulamalı Yerbilim Derg 2000; 1:111–120.
Kaygusuz A, Arslan M, Temizel İ, Yücel C, Aydınçakır E. U–Pb zircon ages and petrogenesis of the Late Cretaceous I-type granitoids in arc setting, Eastern Pontides, NE Turkey. J African Earth Sci 2021; 174:104040.
Saydam Eker C, Korkmaz S. Mineralogy and whole rock geochemistry of late Cretaceous sandstones from the eastern Pontides (NE Turkey). Neues Jahrb Fur Mineral Abhandlungen 2011; 188:235–256.
Vural A, Akpınar İ, Kaygusuz A. Petrological characteristics of Cretaceous volcanic rocks of Demirören (Gümüşhane, NE Turkey) region. J Eng Res Appl Sci 2021; 10:1828–1842.
Topuz G, Altherr R, Schwarz WH, Siebel W, Satır M, Dokuz A. Post-collisional plutonism with adakite-like signatures: The Eocene Saraycik granodiorite (Eastern Pontides, Turkey). Contrib to Mineral Petrol 2005; 150:441–455.
Karslı O, Ketenci M, Uysal I, Dokuz A, Aydin F, Chen B, Kandemir R, Wijbrans J. Adakite-like granitoid porphyries in the Eastern Pontides, NE Turkey: Potential parental melts and geodynamic implications. Lithos 2011; 127:354–372.
Dokuz A, Uysal I, Siebel W, Turan M, Duncan R, Akçay M. Post-collisional adakitic volcanism in the eastern part of the Sakarya Zone, Turkey: Evidence for slab and crustal melting. Contrib to Mineral Petrol 2013; 166:1443–1468.
Temizel İ, Arslan M, Yücel C, Abdioğlu Yazar E, Kaygusuz A, Aslan Z. Eocene tonalite–granodiorite from the Havza (Samsun) area, northern Turkey: adakite-like melts of lithospheric mantle and crust generated in a post-collisional setting. Int Geol Rev 2020.
Arslan M, Temizel İ, Abdioğlu E, Kolaylı H, Yücel C, Boztuğ D, Şen C. 40Ar–39Ar dating, whole-rock and Sr–Nd–Pb isotope geochemistry of post-collisional Eocene volcanic rocks in the southern part of the Eastern Pontides (NE Turkey): implications for magma evolution in extension-induced origin. Contrib to Mineral Petrol 2013; 166:113–142.
Kaygusuz A, Arslan A, Siebel W, Şen C. Geochemical and Sr-Nd Isotopic Characteristics of Post-Collisional Calc-Alkaline Volcanics in the Eastern Pontides (NE Turkey). Turkish J Earth Sci 2011; 20:137–159.
Aslan Z, Arslan M, Temizel İ, Kaygusuz A. K-Ar dating, whole-rock and Sr-Nd isotope geochemistry of calc-alkaline volcanic rocks around the Gümüşhane area: Implications for post-collisional volcanism in the Eastern Pontides, Northeast Turkey. Mineral Petrol 2014; 108:245–267.
Temizel İ, Arslan M, Ruffet G, Peucat JJ. Petrochemistry, geochronology and Sr–Nd isotopic systematics of the Tertiary collisional and post-collisional volcanic rocks from the Ulubey (Ordu) area, eastern Pontide, NE Turkey: Implications for extension-related origin and mantle source characteristi. Lithos 2012; 128–131:126–147.
Kaygusuz A, Merdan Tutar Z, Yücel C. Mineral chemistry, crystallization conditions and petrography of Cenozoic volcanic rocks in the Bahçecik (Torul/Gumushane) area, Eastern Pontides (NE Turkey). J Eng Res Appl Sci 2017; 6:641–651.
Kaygusuz A, Gucer MA, Yücel C, Aydınçakır E, Sipahi F. Petrography and crystallization conditions of Middle Eocene volcanic rocks in the Aydıntepe-Yazyurdu (Bayburt) area, Eastern Pontides (NE Turkey). J Eng Res Appl Sci 2019; 8:1205–1215.
Yücel C, Arslan M, Temizel İ, Abdioğlu Yazar E, Ruffet G. Evolution of K-rich magmas derived from a net veined lithospheric mantle in an ongoing extensional setting: Geochronology and geochemistry of Eocene and Miocene volcanic rocks from Eastern Pontides (Turkey). Gondwana Res 2017; 45:65–86.
Kaygusuz A, Sahin K. Petrographical , geochemical and petrological characteristics of Eocene volcanic rocks in the Mescitli area , Eastern Pontides ( NE Turkey ). J Eng Res Appl Sci 2016; 5:473–486.
Vural A, Akpınar İ, Kaygusuz A, Sipahi F. Petrological characteristics of Eocene volcanic rocks around Demirören (Gümüşhane, NE Turkey). J Eng Res Appl Sci 2021; 10:1703–1716.
Vural A, Kaygusuz A. Geochronology, petrogenesis and tectonic importance of Eocene I-type magmatism in the Eastern Pontides, NE Turkey. Arab J Geosci 2021; 14:467.
Vural A. K-Ar dating for determining the age of mineralization as alteration product: A case study of antimony mineralization vein type in granitic rocks of Gümüşhane area, Turkey. Acta Phys Pol A 2017; 132:792–795.
Kaygusuz A, Öztürk M. Geochronology, geochemistry, and petrogenesis of the Eocene Bayburt intrusions, Eastern Pontide, NE Turkey: implications for lithospheric mantle and lower crustal sources in the high-K calc-alkaline magmatism. J Asian Earth Sci 2015; 108:97–116.
Özdamar Ş, Roden MF, Billor MZ. Petrology of the shoshonitic Çambaşı pluton in NE Turkey and implications for the closure of the Neo-Tethys Ocean: insights from geochemistry, geochronology and SrNd isotopes. Lithos 2017; 284–285:477–492.
Eyüboğlu Y, Dudas FO, Thorkelson D, Zhu DC, Liu Z, Chatterjee N, Yi K, Santosh M. Eocene granitoids of northern Turkey: Polybaric magmatism in an evolving arc–slab window system. Gondwana Res 2017; 50:311–345.
Kaygusuz A, Yücel C, Arslan M, Sipahi F, Temizel İ, Çakmak G, Güloğlu ZS. Petrography, mineral chemistry and crystallization conditions of Cenozoic plutonic rocks located to the north of Bayburt (Eastern Pontides, Turkey). Bull Miner Res Explor 2018; 157:75–102.
Kaygusuz A, Yücel C, Arslan M, Temizel İ, Yi K, Jeong Y-J, Siebel W, Sipahi F. Eocene I-type magmatism in the Eastern Pontides, NE Turkey: Insights into magma genesis and magma-tectonic evolution from whole-rock geochemistry, geochronology and isotope systematics. Int Geol Rev 2020.
Temizel İ, Abdioğlu Yazar E, Arslan M, Kaygusuz A, Aslan Z. Mineral chemistry, whole-rock geochemistry and petrology of Eocene I-type shoshonitic plutons in the Gölköy area (Ordu, NE Turkey). Bull Miner Res Explor 2018; 157:121–152.
Aydın F, Karslı O, Chen B. Petrogenesis of the Neogene alkaline volcanics with implications for post-collisional lithospheric thinning of the Eastern Pontides, NE Turkey. Lithos 2008; 104:249–266.
Karslı O, Dokuz A, Aydın F, Uysal İ, Şengün F, Kandemir R, Santos JF, Andersen T. Tracking the timing of Neotethyan oceanic slab break-off: Geochronology and geochemistry of the quartz diorite porphyries, NE Turkey. J Asian Earth Sci 2020; 200.
Yücel C, Arslan M, Temizel İ, Abdioğlu E. Volcanic facies and mineral chemistry of Tertiary volcanics in the northern part of the Eastern Pontides, northeast Turkey: implications for pre-eruptive crystallization conditions and magma chamber processes. Mineral Petrol 2014; 108:439–467.
Vural A, Külekçi G. Zenginleştirilmiş Jeoturizm Güzergahı:Gümüşhane-Bahçecik Köyü. Euroasia J Math Eng Nat Med Sci 2021; 8:1–23.
Vural A. Zenginleştirilmiş Jeoturizm Güzergahlarına Dair Farkındalık Oluşturulması : Eski Gümüşhane - Dörtkonak Güzergahı. Gümüşhane Üniversitesi Sos Bilim Enstitüsü Elektron Derg 2019; 10:250–274.
Vural A. Toprak ve Akasya ağacı sürgünlerindeki iz/ağır metal dağılımı, Gümüşhane-Türkiye. MTA Derg 2014; 148:85–106.
Vural A, Gundogdu A, Akpinar I, Baltaci C. Environmental impact of Gümüşhane City, Turkey, waste area in terms of heavy metal pollution. Nat Hazards 2017; 88:867–890.
Vural A, Erdoğan M. Eski Gümüşhane Kırkpavli Alterasyon Sahasında Toprak Jeokimyası. Gümüşhane Üniversitesi Fen Bilim Enstitüsü Derg 2014; 4:1–15.
Vural A, Şahin E. Gümüşhane Şehir Merkezinden Geçen Karayolunda Ağır Metal Kirliliğine Ait İlk Bulgular. Gümüşhane Üniversitesi, Fen Bilim Enstitüsü Derg 2012; 2:21–35.
Bulut VN, Gundogdu A, Duran C, Senturk HB, Soylak M, Elci L, Tufekci M. A multi-element solid-phase extraction method for trace metals determination in environmental samples on Amberlite XAD-2000. J Hazard Mater 2007; 146:155–163.
Dokuz A. A slab detachment and delamination model for the generation of Carboniferous high-potassium I-type magmatism in the Eastern Pontides, NE Turkey: The Köse composite pluton. Gondwana Res 2011; 19:926–944.
Vural A, Gündoğdu A, Bulut VN, Alemdağ S, Saka F, Soylak M. Harşit Vadisinde (Gümüşhane), Bölgedeki (Terkedilmiş) Maden Sahalarından Kaynaklanan Ağır Metal/İz Element Kirliliğinin Araştırılması. Gümüşhane, Türkiye: 2020.
Rudnick R, Gao S. Composition of the Continental Crust. In: Holland H, Turekian K (eds.), Readings of Treatise on Geochemistry. 2nd ed. Londan, England: Elsevier; 2010:101–123.
Muller G. Index of geoaccumulation in sediments of the Rhine River. Geol J 1969; 2:108–118.