| Literature DB >> 28387333 |
Korakot Nganvongpanit1, Kittisak Buddhachat1,2, Promporn Piboon1, Thippaporn Euppayo1, Patcharaporn Kaewmong3, Phaothep Cherdsukjai3, Kongkiat Kittiwatanawong3, Chatchote Thitaram4.
Abstract
The elemental composition was investigated and applied for identifying the sex and habitat of dugongs, in addition to distinguishing dugong tusks and teeth from other animal wildlife materials such as Asian elephant (Elephas maximus) tusks and tiger (Panthera tigris tigris) canine teeth. A total of 43 dugong tusks, 60 dugong teeth, 40 dolphin teeth, 1 whale tooth, 40 Asian elephant tusks and 20 tiger canine teeth were included in the study. Elemental analyses were conducted using a handheld X-ray fluorescence analyzer (HH-XRF). There was no significant difference in the elemental composition of male and female dugong tusks, whereas the overall accuracy for identifying habitat (the Andaman Sea and the Gulf of Thailand) was high (88.1%). Dolphin teeth were able to be correctly predicted 100% of the time. Furthermore, we demonstrated a discrepancy in elemental composition among dugong tusks, Asian elephant tusks and tiger canine teeth, and provided a high correct prediction rate among these species of 98.2%. Here, we demonstrate the feasible use of HH-XRF for preliminary species classification and habitat determination prior to using more advanced techniques such as molecular biology.Entities:
Mesh:
Year: 2017 PMID: 28387333 PMCID: PMC5384008 DOI: 10.1038/srep46167
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Scanned locations on dugong tusks.
(A) Schematic of tusk crown and root in study 1. (B) Three different tusk layers in study 2. (C) Small tusks and (D) large tusks in study 3.
Percentage of elements detected and Ca/P ratio in the crown and root of dugong tusks.
| Ele. | Crown | Root | p-value | Ele. | Crown | Root | p-value |
|---|---|---|---|---|---|---|---|
| Al | 0.324 ± 0.240 | 0.237 ± 0.0017 | 0.767 | Cu | 0.032 ± 0.092 | 0.016 ± 0.037 | 0.598 |
| Si | 1.252 ± 1.420 | 1.247 ± 1.305 | 0.753 | Zn | 0.042 ± 0.014 | 0.038 ± 0.013 | 0.090 |
| P | 8.016 ± 1.656 | 8.206 ± 1.885 | 0.710 | Zr | 0.013 ± 0.003 | 0.014 ± 0.002 | 0.501 |
| S | 0.356 ± 0.417 | 0.366 ± 0.491 | 0.773 | Ag | 0.017 ± 0.004 | 0.043 | |
| Ca | 23.219 ± 3.509 | 24.122 ± 3.512 | 0.404 | Cd | 0.024 ± 0.005 | 0.022 ± 0.006 | 0.053 |
| Ti | 0.048 ± 0.030 | 0.000 | Sn | 0.024 ± 0.007 | 0.011 | ||
| V | 0.018 ± 0.004 | 0.023 | Sb | 0.032 ± 0.009 | 0.013 | ||
| Cr | 0.015 ± 0.026 | 0.010 ± 0.003 | 0.282 | W | 0.004 ± 0.001 | 0.004 ± 0.001 | 0.694 |
| Mn | 0.009 ± 0.003 | 0.001 | Pb | 0.001 ± 0.001 | 0.001 ± 0.001 | 0.921 | |
| Fe | 0.030 ± 0017 | 0.000 | LE | 66.783 ± 5.667 | 65.803 ± 5.625 | 0.532 | |
| Ni | 0.002 ± 0.00 | 0.002 ± 0.001 | 0.864 | Ca/P | 2.896 ± 0.375 | 3.027 ± 0.440 | 0.519 |
Bold numbers indicate significantly higher values. Al = aluminum, Si = silicon, P = phosphorus, S = sulfur, Ca = calcium, Ti = titanium, V = vanadium, Cr = chromium, Mn = manganese, Fe = iron, Ni = nickel, Cu = copper, Zn = zinc, Zr = zirconium, Ag = silver, Cd = cadmium, Sn = tin, Sb = antimony, W = tungsten, Pb = lead, LE = light elements.
Percentage of elements detected and Ca/P ratio in superficial, intermediate and medial layers of dugong tusks.
| Ele. | Superficial | Intermediate | Medial | p-value |
|---|---|---|---|---|
| Al | 0.203 ± 0.061a | 1.337 ± 0.275b | 1.873 ± 0.215c | 0.027 |
| Si | 0.416 ± 0.213b | 0.347 ± 0.220b | 0.000 | |
| P | 3.252 ± 1.637b | 3.601 ± 1.691b | 0.000 | |
| S | 0.203 ± 0.113a | 0.275 ± 0.086b | 0.014 | |
| Cl | N.D. | 2.741 ± 1.184 | 2.597 ± ± 0.532 | 0.124 |
| K | N.D. | 0.194 ± 0.126 | 0.123 ± 0.052 | 0.850 |
| Ca | 14.215 ± 3.466b | 15.324 ± 2.594b | 0.000 | |
| Ti | 0.032 ± 0.007b | 0.031 ± 0.006b | 0.000 | |
| V | 0.015 ± 0.003b | 0.016 ± 0.004a,b | 0.029 | |
| Cr | 0.008 ± 0.002a,b | 0.008 ± 0.001b | 0.024 | |
| Mn | 0.006 ± 0.001b | 0.007 ± 0.001b | 0.000 | |
| Fe | 0.016 ± 0.003b | 0.017 ± 0.005b | 0.000 | |
| Ni | 0.002 ± 0.000 | 0.003 ± 0.007 | 0.002 ± 0.000 | 0.338 |
| Cu | 0.005 ± 0.007 | 0.003 ± 0.002 | 0.002 ± 0.000 | 0.778 |
| Zn | 0.013 ± 0.003b | 0.014 ± 0.004c | 0.000 | |
| Zr | 0.013 ± 0.002 | 0.013 ± 0.002 | 0.014 ± 0.004 | 0.601 |
| Ag | 0.014 ± 0.002b | 0.015 ± 0.001b | 0.004 | |
| Cd | 0.019 ± 0.002b | 0.020 ± 0.002b | 0.001 | |
| Sn | 0.023 ± 0.002b | 0.022 ± 0.002b | 0.008 | |
| Sb | 0.030 ± 0.002a,b | 0.030 ± 0.003b | 0.037 | |
| W | 0.003 ± 0.000 | N.D. | N.D. | N.A. |
| Pb | 0.001 ± 0.001 | N.D. | N.D. | N.A. |
| LE | 67.857 ± 3.436a | 79.217 ± 3.724b | 0.000 | |
| Ca/P | 3.051 ± 0.359a | 0.000 |
Bold numbers indicate significantly higher values. N.D. = not detected, N.A. = not analyzed. Al = aluminum, Si = silicon, P = phosphorus, S = sulfur, Cl = chlorine, K = potassium, Ca = calcium, Ti = titanium, V = vanadium, Cr = chromium, Mn = manganese, Fe = iron, Ni = nickel, Cu = copper, Zn = zinc, Zr = zirconium, Ag = silver, Cd = cadmium, Sn = tin, Sb = antimony, W = tungsten, Pb = lead, LE = light elements. a,b,cIndicate a significant difference at p < 0.05 when compared in the different layers of dugong tusks
Percentage of elements detected and Ca/P ratio in small and large dugong tusks.
| Ele. | Small | Large | p-value | Ele. | Small | Large | p-value |
|---|---|---|---|---|---|---|---|
| Al | 0.361 ± 0.327 | 0.203 ± 0.061 | 1.000 | Cu | 0.046 ± 0.100 | 0.004 ± 0.006 | 0.059 |
| Si | 1.611 ± 1.854 | 0.901 ± 0.941 | 0.914 | Zn | 0.043 ± 0.015 | 0.039 ± 0.012 | 0.098 |
| P | 7.642 ± 1.388 | 0.000 | Zr | 0.013 ± 0.002 | 0.001 | ||
| S | 0.326 ± 0.419 | 0.262 ± 0.308 | 0.882 | Ag | 0.018 ± 0.004 | 0.018 ± 0.003 | 0.811 |
| Ca | 22.571 ± 2.881 | 0.000 | Cd | 0.022 ± 0.007 | 0.023 ± 0.005 | 0.526 | |
| Ti | 0.054 ± 0.054 | 0.058 ± 0.036 | 0.063 | Sn | 0.024 ± 0.008 | 0.026 ± 0.006 | 0.307 |
| V | 0.018 ± 0.004 | 0.018 ± 0.004 | 0.305 | Sb | 0.031 ± 0.011 | 0.035 ± 0.007 | 0.226 |
| Cr | 0.010 ± 0.002 | 0.014 ± 0.022 | 0.586 | W | 0.004 ± 0.001 | 0.004 ± 0.000 | 0.858 |
| Mn | 0.009 ± 0.003 | 0.013 ± 0.027 | 0.432 | Pb | 0.001 ± 0.000 | 0.028 | |
| Fe | 0.028 ± 0.013 | 0.000 | LE | 62.785 ± 6.265 | 0.000 | ||
| Ni | 0.002 ± 0.000 | 0.002 ± 0.001 | 0.141 | Ca/P | 2.867 ± 0.341 | 0.015 |
Bold numbers indicate significantly higher values. Al = aluminum, Si = silicon, P = phosphorus, S = sulfur, Ca = calcium, Ti = titanium, V = vanadium, Cr = chromium, Mn = manganese, Fe = iron, Ni = nickel, Cu = copper, Zn = zinc, Zr = zirconium, Ag = silver, Cd = cadmium, Sn = tin, Sb = antimony, W = tungsten, Pb = lead, LE = light elements.
Percentage of elements detected and Ca/P ratio in male and female dugong tusks.
| Ele | Male | Female | p-value | Ele. | Male | Female | p-value |
|---|---|---|---|---|---|---|---|
| Al | 0.125 ± 0.007 | 3.00 ± 0.201 | 0.157 | Cu | 0.002 ± 0.000 | 0.008 ± 0.012 | 0.696 |
| Si | 1.2226 ± 1.289 | 1.033 ± 1.229 | 0.257 | Zn | 0.040 ± 0.015 | 0.041 ± 0.012 | 0.544 |
| P | 8.331 ± 1.753 | 7.849 ± 1.668 | 0.070 | Zr | 0.013 ± 0.002 | 0.014 ± 0.002 | 0.733 |
| S | 0.355 ± 0.434 | 0.289 ± 0.408 | 0.964 | Ag | 0.017 ± 0.004 | 0.029 | |
| Ca | 23.990 ± 3.690 | 23.161 ± 3.230 | 0.064 | Cd | 0.023 ± 0.006 | 0.022 ± 0.005 | 0.389 |
| Ti | 0.057 ± 0.052 | 0.057 ± 0.037 | 0.852 | Sn | 0.026 ± 0.007 | 0.026 ± 0.006 | 0.337 |
| V | 0.018 ± 0.004 | 0.018 ± 0.004 | 0.820 | Sb | 0.035 ± 0.009 | 0.033 ± 0.009 | 0.173 |
| Cr | 0.016 ± 0.027 | 0.010 ± 0.002 | 0.092 | W | 0.004 ± 0.001 | 0.004 ± 0.001 | 1.000 |
| Mn | 0.015 ± 0.032 | 0.009 ± 0.002 | 0.265 | Pb | 0.001 ± 0.000 | 0.001 ± 0.000 | 0.166 |
| Fe | 0.038 ± 0.031 | 0.039 ± 0.028 | 0.282 | LE | 65.778 ± 5.543 | 0.030 | |
| Ni | 0.02 ± 0.001 | 0.002 ± 0.001 | 0.801 | Ca/P | 2.939 ± 0.405 | 3.017 ± 0.432 | 0.259 |
Bold numbers indicate significantly higher values. Al = aluminum, Si = silicon, P = phosphorus, S = sulfur, Ca = calcium, Ti = titanium, V = vanadium, Cr = chromium, Mn = manganese, Fe = iron, Ni = nickel, Cu = copper, Zn = zinc, Zr = zirconium, Ag = silver, Cd = cadmium, Sn = tin, Sb = antimony, W = tungsten, Pb = lead, LE = light elements.
Figure 2The distribution of discriminant values between male and female dugong tusks based on the elemental composition.
Classification result of identifying gender using the equation obtained from elemental composition.
| Sex | Prediction | Accuracy | |
|---|---|---|---|
| Male | Female | ||
| Male | 68.8 | 31.3 | 68.9 |
| Female | 31.4 | 68.6 | |
aCross-validation is done only for those cases in the analysis. In cross-validation, each case is classified by the functions derived from all cases other than that case.
Percentage of elements detected and Ca/P ratio in dugong tusks from the Andaman Sea and the Gulf of Thailand.
| Ele. | Andaman Sea | Gulf of Thailand | p-value | Ele. | Andaman Sea | Gulf of Thailand | p-value |
|---|---|---|---|---|---|---|---|
| Al | 0.300 ± 0.201 | N.D. | N.D. | Cu | 0.007 ± 0.011 | 0.003 ± 0.003 | 0.234 |
| Si | 1.183 ± 1.334 | 0.669 ± 0.641 | 0.080 | Zn | 0.039 ± 0.013 | 0.046 ± 0.013 | 0.062 |
| P | 8.056 ± 1.680 | 7.713 ± 1.680 | 0.320 | Zr | 0.013 ± 0.002 | 0.014 ± 0.002 | 0.469 |
| S | 0.116 ± 0.064 | 0.026 | Ag | 0.018 ± 0.003 | 0.018 ± 0.004 | 0.905 | |
| Ca | 23.383 ± 3.282 | 23.134 ± 3.282 | 0.783 | Cd | 0.023 ± 0.006 | 0.023 ± 0.004 | 0.997 |
| Ti | 0.049 ± 0.022 | 0.007 | Sn | 0.026 ± 0.007 | 0.027 ± 0.006 | 0.908 | |
| V | 0.018 ± 0.004 | 0.018 ± 0.003 | 0.608 | Sb | 0.034 ± 0.009 | 0.035 ± 0.007 | 0.757 |
| Cr | 0.013 ± 0.020 | 0.010 ± 0.002 | 0.784 | W | 0.004 ± 0.001 | N.D. | N.A. |
| Mn | 0.012 ± 0.024 | 0.010 ± 0.003 | 0.939 | Pb | 0.001 ± 0.000 | 0.001 ± 0.000 | 0.263 |
| Fe | 0.040 ± 0.032 | 0.033 ± 0.018 | 0.523 | LE | 66.734 ± 5.105 | 68.047 ± 5.104 | 0.279 |
| Ni | 0.002 ± 0.001 | 0.003 ± 0.001 | 0.227 | Ca/P | 2.968 ± 0.435 | 3.064 ± 0.383 | 0.149 |
Bold numbers indicate significantly higher values. N.D. = not detected, N.A. = not analyzed. Al = aluminum, Si = silicon, P = phosphorus, S = sulfur, Ca = calcium, Ti = titanium, V = vanadium, Cr = chromium, Mn = manganese, Fe = iron, Ni = nickel, Cu = copper, Zn = zinc, Zr = zirconium, Ag = silver, Cd = cadmium, Sn = tin, Sb = antimony, W = tungsten, Pb = lead, LE = light elements.
Figure 3The distribution of discriminant values between the Andaman Sea and the Gulf of Thailand based on the elemental composition of dugong tusks.
Classification result of estimating location using the equation obtained from elemental composition.
| Location | Prediction | Accuracy | |
|---|---|---|---|
| Andaman Sea | Gulf of Thailand | ||
| Andaman Sea | 93.7 | 6.3 | 88.1 |
| Gulf of Thailand | 34.8 | 65.2 | |
aCross-validation is done only for those cases in the analysis. In cross-validation, each case is classified by the functions derived from all cases other than that case.
Percentage of elements detected and Ca/P ratio in dugong tusks, and dugong, dolphin and whale teeth.
| Ele. | Dugong tusks | Dugong teeth | Dolphin teeth | Whale tooth | p-value |
|---|---|---|---|---|---|
| Al | 0.266 ± 0.190 | 0.317 ± 0.084 | N.D. | N.D. | N.D. |
| Si | 0.373 ± 0.212a | 0.178 ± 0.037b | 0.465 ± 0.174a | 0.000 | |
| P | 8.052 ± 1.714a | 7.559 ± 1.219b | 8.119 ± 0.811a,b | 0.000 | |
| S | 0.086 ± 0.039b | 0.049 ± 0.032c | 0.271 ± 0.071d | 0.000 | |
| Ca | 21.217 ± 1.910b | 20.233 ± 1.540c | 22.798 ± 0.924d | 0.004 | |
| Ti | 0.047 ± 0.020b | 0.052 ± 0.011c | 0.036 ± 0.010a,b | 0.020 | |
| V | 0.017 ± 0.005a | 0.013 ± 0.003b | 0.014 ± 0.002a,b | 0.010 | |
| Cr | 0.009 ± 0.002b | 0.007 ± 0.002c | 0.010 ± 0.001d | 0.000 | |
| Mn | 0.012 ± 0.021a | 0.015 ± 0.008c | 0.008 ± 0.001a | 0.000 | |
| Fe | 0.039 ± 0.030a | 0.072 ± 0.032b | 0.019 ± 0.002c | 0.003 | |
| Ni | 0.002 ± 0.001 | 0.002 ± 0.001 | 0.002 ± 0.000 | 0.002 ± 0.000 | 0.789 |
| Cu | 0.002 ± 0.000b | 0.002 ± 0.000b | 0.002 ± 0.000b | 0.002 | |
| Zn | 0.040 ± 0.013a | 0.038 ± 0.017b | 0.035 ± 0.009b,d | 0.000 | |
| Zr | 0.014 ± 0.002a | 0.002 ± 0.000c | 0.008 ± 0.002 a,c | 0.000 | |
| Ag | 0.017 ± 0.004a | 0.014 ± 0.002b | 0.015 ± 0.001a,b | 0.003 | |
| Cd | 0.017 ± 0.004b | 0.021 ± 0.001a | 0.000 | ||
| Sn | 0.026 ± 0.007a | 0.019 ± 0.005b | 0.023 ± 0.001a,b | 0.000 | |
| Sb | 0.025 ± 0.007b | 0.032 ± 0.001a,c | 0.000 | ||
| W | 0.004 ± 0.001 | 0.003 ± 0.001 | N.D. | 0.004 ± 0.000 | 0.064 |
| Pb | 0.001 ± 0.001 | 0.001 ± 0.001 | 0.001 ± 0.000 | 0.001 ± 0.000 | 0.365 |
| LE | 66.702 ± 5.382a | 69.942 ± 2.098b | 68.123 ± 1.603a,b | 0.000 | |
| Ca/P | 2.862 ± 0.422b | 2.179 ± 0.075c | 2.825 ± 0.247a,b,d | 0.000 |
Bold numbers indicate significantly higher values. N.D. = not detected. Al = aluminum, Si = silicon, P = phosphorus, S = sulfur, Ca = calcium, Ti = titanium, V = vanadium, Cr = chromium, Mn = manganese, Fe = iron, Ni = nickel, Cu = copper, Zn = zinc, Zr = zirconium, Ag = silver, Cd = cadmium, Sn = tin, Sb = antimony, W = tungsten, Pb = lead, LE = light elements. a,b,c,d indicate a significant difference at p < 0.05 when compared across dugong tusks, and dugong, dolphin and whale teeth.
Figure 4The feasibility of species classification by the elemental composition of tusks and teeth.
Canconical discriminant function plots of the elemental composition of teeth and tusks of different species. P = phosphorus, S = sulfur, Ca = calcium, Mn = manganese, Fe = iron, Zn = zinc, Zr = zirconium, W = tungsten.
Classification result of species prediction using the equation obtained from elemental composition.
| Species | Prediction | Accuracy | |||
|---|---|---|---|---|---|
| Dolphin teeth | Whale tooth | Dugong teeth | Dugong tusks | ||
| Dolphin teeth | 100 | 0 | 0 | 0 | 79.3 |
| Whale tooth | 0 | 75 | 0 | 25 | |
| Dugong teeth | 0 | 9.3 | 75.3 | 15.4 | |
| Dugong tusks | 0 | 5 | 15.7 | 79.3 | |
aCross-validation is done only for those cases in the analysis. In cross-validation, each case is classified by the functions derived from all cases other than that case.
Figure 5The feasibility of distinguishing three species (dugong, Asian elephant and tiger) by the elemental composition of tusks and teeth.
Canonical discriminant function plots of the elemental composition of dugong tusks, Asian elephant tusks and tiger canine teeth. Mg = magnesium, Si = silicon, P = phosphorus, Cl = chlorine, K = potassium, Ca = calcium, Ti = titanium, V = vanadium, Cr = chromium, Mn = manganese, Co = cobalt, Ni = nickel, Cu = copper, Zn = zinc, Zr = zirconium, Ag = silver, Sb = antimony.
Classification result of tusk species prediction using the equation obtained from elemental composition.
| Species | Prediction | Accuracy | ||
|---|---|---|---|---|
| Dugong tusks | Asian elephant tusks | Tiger teeth | ||
| Dugong tusks | 100.0 | 0.0 | 0.0 | 98.2 |
| Asian elephant tusks | 0.0 | 99.3 | 0.7 | |
| Tiger teeth | 2.6 | 26.3 | 71.1 | |
aCross-validation is done only for those cases in the analysis. In cross-validation, each case is classified by the functions derived from all cases other than that case.