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Identification of Human Age Using Trace Element Concentrations in Hair and the Support Vector Machine Method

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Abstract

Trace element content in hair is affected by the age of the donor. Hair samples of subjects from four counties in China where people are known to have long lifespan (“longevity counties”) were collected and the trace element content determined. Samples were subdivided into three age groups based on the age of the donors from whom these were taken: children (0–15 years); elderly (80–99 years); and centenarians (≥100 years). We compared the trace element content in hair of different age groups of subjects. Support vector machine classification results showed that a non-linear polynomial kernel function could be used to classify the three age groups of people. Age did not have a significant effect on the content of Ca and Cd in human hair. The content of Li, Mg, Mn, Zn, Cr, Cu, and Ni in human hair changed significantly with age. The magnitude of the age effect on trace element content in hair was in the order Cu > Zn > Ni > Mg > Mn > Cr > Li. Cu content in hair decreased significantly with increasing age. The hair of centenarians had higher levels of Li and Mn, and lower levels of Cr, Cu, and Ni comparing with that of the children and elderly subjects. This could be a beneficial factor of their long lifespan.

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References

  1. Ashraf W, Jaffar M, Anwer K, Ehsan U (1995) Age- and sex-based comparative distribution of selected metals in the scalp hair of an urban population from two cities in Pakistan. Environ Pollut 87:61–64

    Article  PubMed  CAS  Google Scholar 

  2. Wu Q (2007) Correlation between hair selenium concentration and gastric cancer. J Nanjing Med Univ 21(1):29–31

    Article  CAS  Google Scholar 

  3. Gibson RS, Dewolfe MS (1979) The zinc, copper, manganese, vanadium, and iodine content of hair from 38 Canadian neotates. Pediatr Res 13:959–962

    Article  PubMed  CAS  Google Scholar 

  4. Takeuchi T, Hayashi T, Takada J (1982) Variation of elemental concentration in hair of the Japanese in terms of age, sex and hair treatment. J Radioanal Chem 70:29–55

    CAS  Google Scholar 

  5. Shoichiro T (1985) A study on patterns of various trace elements in scalp hair of growing children and adolescence. Jpn J Hyg 40(2):619–626

    Article  Google Scholar 

  6. Rao KS, Balaji T, Rao TP, Babu Y, Naidu GRK (2002) Determination of iron, cobalt, nickel, manganese, zinc, copper, cadmium and lead in human hair by inductively coupled plasma-atomic emission spectrometry. Spectrochim Acta B 57:1333–1338

    Article  Google Scholar 

  7. Ashraf W, Jaffar M, Mohammad D (1994) Age and sex dependence of selected trace metals in scalp hair of urban population of Pakistan. Sci Total Environ 151(3):227–233

    Article  PubMed  CAS  Google Scholar 

  8. Paschal DC, Dipietro ES, Phillips DL, Gunter EW (1989) Age dependence of metals in hair in a selected U.S. population. Environ Res 48(1):17–28

    Article  PubMed  CAS  Google Scholar 

  9. Eltayeb MAH, Grieken RV (1990) Iron, copper, zinc and lead in hair from Sudanese populations of different age groups. Sci Total Environ 95:157–165

    Article  PubMed  CAS  Google Scholar 

  10. Wang XO, Zhuang ZX, Zhu E, Yang CL, Wan T, Yu LJ (1995) Multielement ICP-AES analysis of hair samples and a chemometrics study for cancer diagnosis. Microchem J 51(1–2):5–14

    Article  CAS  Google Scholar 

  11. Ren YL, Zhang ZY, Ren YQ, Li W, Wang MC, Xu G (1997) Diagnosis of lung cancer based on metal contents in serum and hair using multivariate statistical methods. Talanta 44(10):1823–1831

    Article  PubMed  CAS  Google Scholar 

  12. Bermejo-Barrera P, Moreda-Piñeiro A, Bermejo-Barrera A, Bermejo-Barrera AM (2002) Application of multivariate methods to scalp hair metal data to distinguish between drug-free subjects and drug abusers. Anal Chim Acta 455:253–265

    Article  CAS  Google Scholar 

  13. Guo JK, Deng WH, Zhang LC, Li CH, Wu P, Mao PL (2007) Prediction of prostate cancer using hair trace element concentration and support vector machine method. Biol Trace Elem Res 116:257–271

    Article  PubMed  CAS  Google Scholar 

  14. Nowak B (1998) Contents and relationship of elements in human hair for a non-industrialized population in Poland. Sci Total Environ 209:59–68

    Article  PubMed  CAS  Google Scholar 

  15. Batzevich VA (1995) Hair trace element analysis in human ecology studies. Sci Total Environ 164:89–98

    Article  PubMed  CAS  Google Scholar 

  16. Ryabukhin YS (1980) International coordinated programme on activation analysis of trace element pollutants in human hair. In: Brown AC, Crounce RG (eds) Hair trace elements and human illness. Praeger Publisher, New York, pp 3–34

    Google Scholar 

  17. Zhuang GS, Wang YS, Tan MG, Zhi M, Pan WQ, Cheng YD (1990) Preliminary study of the distribution of toxic elements As, Cd, and Hg in human hair and tissues by RNAA. Biol Trace Elem Res 26–27(1):729–736

    Article  PubMed  Google Scholar 

  18. Iyengar GV, Woittiez J (1988) Trace elements in human clinical specimens: evaluation of literature data to identify reference values. Clin Chem 34:474–481

    PubMed  CAS  Google Scholar 

  19. Schrauzer GN, Vroey ED (1994) Effects of nutritional lithium supplementation on mood. A placebo-controlled study with former drug users. Biol Trace Elem Res 40:89–101

    Article  PubMed  CAS  Google Scholar 

  20. Klein PS, Melton DA (1996) A molecular mechanism for the effect of lithium on development. Developmental Biology. Proc Natl Acad Sci 93:8455–8459

    Article  PubMed  CAS  Google Scholar 

  21. Schrauzer GN, Shrestha KP, Flores-arce MF (1992) Lithium in scalp hair of adults, students, and violent criminals Effects of supplementation and evidence for interactions of lithium with vitamin B12 and with other trace elements. Biol Trace Elem Res 34:161–176

    Article  PubMed  CAS  Google Scholar 

  22. Goldhaber SB (2003) Trace element risk assessment: essentiality vs. toxicity. Regul Toxicol Pharmacol 38:232–242

    Article  PubMed  CAS  Google Scholar 

  23. Punsar S, Erämetsä O, Karvonen MJ, Ryhänen A, Hilska P, Vornamo H (1975) Coronary heart disease and drinking water: a search in two Finnish male cohorts for epidemiologic evidence of a water factor. J Chron Dis 28:259–287

    Article  PubMed  CAS  Google Scholar 

  24. Brewer GJ (2009) The risks of copper toxicity contributing to cognitive decline in the aging population and to Alzheimer’s disease. J Am Coll Nutr 28(3):238–242

    PubMed  Google Scholar 

  25. Zakrgynska-Fontaine V, Dore JC, Ojasoo T, Poirier-Duchene F, Viel C (1998) Study of the age and sex dependence of trace elements in hair by correspondence analysis. Biol Trace Elem Res 61(2):151–168

    Article  PubMed  CAS  Google Scholar 

  26. Sturaro A, Parvoli G, Doretti L, Allegri G, Costa C (1994) The influence of color, age, and sex on the content of Zinc, Copper, Nickel, Manganese, and Lead in human hair. Biol Trace Elem Res 40:1–8

    Article  PubMed  CAS  Google Scholar 

  27. Meng ZQ (1998) Age- and sex-related differences in Zinc and Lead levels in human hair. Biol Trace Elem Res 61(1):79–87

    Article  PubMed  CAS  Google Scholar 

  28. Bales CW, Freeland-Graves JH, Askey S, Behmardi F, Pobocik RS, Fickel JJ, Greenlee P (1990) Zinc, magnesium, copper, and protein concentrations in human saliva: age- and sex-related differences. Am J Clin Nutr 51:462–469

    PubMed  CAS  Google Scholar 

Download references

Acknowledgments

The authors thank the government of Mayang, Sanshui, Yongfu, and Zhongxiang, for their kind assistance with the collection of statistical data and samples. This study was supported by an International Cooperation Project (2007DFC20180) and a Pillar Program of the Ministry of Science and Technology during the Eleventh Five-Year Plan Period of China (2007BAC03A11-07). We also thank the Regulations for Chinese Academy of Sciences Visiting Professorships for Senior International Scientists (2009Z2-22) for their kind help in the revision of English.

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Correspondence to Jinmei Lv.

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Lv, J., Wang, W., Zhang, F. et al. Identification of Human Age Using Trace Element Concentrations in Hair and the Support Vector Machine Method. Biol Trace Elem Res 143, 1441–1450 (2011). https://doi.org/10.1007/s12011-011-9007-z

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  • DOI: https://doi.org/10.1007/s12011-011-9007-z

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