Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy
<p>The objective of this study was to determine whether near infrared reflectance spectroscopy (NIRS) could be effectively used to determine the protein and tannin content of sorghum. In addition, tannin content of whole and progressively dehulled sorghum grain was predicted using NIRS.</p&...
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University of Saskatchewan
2012
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Online Access: | http://library.usask.ca/theses/available/etd-05302012-153339/ |
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<p>The objective of this study was to determine whether near
infrared reflectance spectroscopy (NIRS) could be effectively
used to determine the protein and tannin content of sorghum. In
addition, tannin content of whole and progressively dehulled
sorghum grain was predicted using NIRS.</p>
<p>The protein content of sorghum grain grown in 1983/84 and
1984/85 was analyzed by the Kjeldahl method and ranged from 7.4
to 16.7% and 8.4 to 15.1%, respectively. Tannin content was
analyzed using five different methods; vanillin hydrochloric acid
assay with an extraction time of 24 hr (V-HCl/24 hr), V-HCl/20
min, modified vanillin hydrochloric acid assay with an extraction
time of 24 hr (MV-HCl/24 hr), MV-HCl/20 min, and Prussian blue
assay with an extraction time of 10 min (PB/10 min). The
correlation coefficients between the methods for tannin analysis
ranged from 0.94 to 0.99.</p>
<p>Protein content of sorghum grain was predicted with
reasonable accuracy using NIRS. The standard error of prediction
corrected for machine bias (SEPc) 0. 43%, ratio of range/SEPc
(20. 8), and correlation coefficient (r) between the protein
content analyzed by the Kjeldahl method and protein content
predicted by NIRS was 0.99 (p < 0.01, n = 28) for the 1983/84
crop year; while the values for the 1984/85 crop year were SEPc
(0.28%), ratio of range/SEPc (16.5) and r = 0.99 (p < 0.01, n = 20) . It was found that when the 1983/84 prediction equation was
used to predict protein content in the 1984/85 crop year the SEPc
was 0.35%, range/SEPc was 13.8, and r was 0.98 (p < 0.01, n = 20) while when the 1984/85 prediction equation was applied to the
sorghum lines grown in 1983/84 the SEPc was 0.75%, range/SEPc was
12.4 and r was 0.99 (p < 0.01, n = 28).</p>
<p>The SEPc and range/SEPc for the whole sorghum grain was 3.54%
and 2.82, respectively. The correlation coefficient (0.66, p <
0.01, n = 20) between the V-HCl/24 hr assay and the NIRS method
was low but significant. The technique appears not to be suitable
for tannin analysis in whole sorghum grain. The correlation
coefficient between tannin values obtained by five different
assays and the NIRS method were 0.93, 0.91, 0.91, 0.86 and 0.86
for the V-HCl/24 hr, V-HCl/20 min, MV-HCl/24 hr, MV-HCl/20 min
and PB/10 min, respectively; the SEPc were 1.44, 1.09, 0.67, 0.86
and 0.16% while the range/SEPc were 6.72, 6.74, 10.0, 9.84 and
7.75, respectively. The tannin content of sorghum lines with a
narrow range of tannin (0 to 5%) was poorly predicted by NIRS
with a correlation coefficient of 0.61 (p < 0.01, n = 20). The
SEPc and range/SEPc was 1.32% and 3.55, respectively.</p>
<p>Tannin content of two progressively dehulled sorghum lines
was predicted with reasonable accuracy using NIRS. The SEPc was
0.11, range/SEPc was 19.1 and correlation coefficient between
the tannin values obtained by the V-HCl/24 hr assay and those
obtained by NIRS was r = 0.99 (p < 0.01, n = 20) for sorghum line
IS9487 while sorghum line IS9613 gave a SEPc of 0 .35%,
range/SEPc of 11.3 and a correlation coefficient of 0. 95 (p <
0.01, n = 26).</p> |
author2 |
Reichert, R.D. |
author_facet |
Reichert, R.D. Shayo, Nicholas Benedict |
author |
Shayo, Nicholas Benedict |
spellingShingle |
Shayo, Nicholas Benedict Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy |
author_sort |
Shayo, Nicholas Benedict |
title |
Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy |
title_short |
Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy |
title_full |
Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy |
title_fullStr |
Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy |
title_full_unstemmed |
Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy |
title_sort |
analysis of protein and tannin contents in sorghum (<u>sorghum bicolor</u> (l.) moench) using near infrared reflectance spectroscopy |
publisher |
University of Saskatchewan |
publishDate |
2012 |
url |
http://library.usask.ca/theses/available/etd-05302012-153339/ |
work_keys_str_mv |
AT shayonicholasbenedict analysisofproteinandtannincontentsinsorghumusorghumbicolorulmoenchusingnearinfraredreflectancespectroscopy |
_version_ |
1716532836436017152 |
spelling |
ndltd-USASK-oai-usask.ca-etd-05302012-1533392013-01-08T16:35:21Z Analysis of protein and tannin contents in sorghum (<u>Sorghum bicolor</u> (L.) Moench) using near infrared reflectance spectroscopy Shayo, Nicholas Benedict <p>The objective of this study was to determine whether near infrared reflectance spectroscopy (NIRS) could be effectively used to determine the protein and tannin content of sorghum. In addition, tannin content of whole and progressively dehulled sorghum grain was predicted using NIRS.</p> <p>The protein content of sorghum grain grown in 1983/84 and 1984/85 was analyzed by the Kjeldahl method and ranged from 7.4 to 16.7% and 8.4 to 15.1%, respectively. Tannin content was analyzed using five different methods; vanillin hydrochloric acid assay with an extraction time of 24 hr (V-HCl/24 hr), V-HCl/20 min, modified vanillin hydrochloric acid assay with an extraction time of 24 hr (MV-HCl/24 hr), MV-HCl/20 min, and Prussian blue assay with an extraction time of 10 min (PB/10 min). The correlation coefficients between the methods for tannin analysis ranged from 0.94 to 0.99.</p> <p>Protein content of sorghum grain was predicted with reasonable accuracy using NIRS. The standard error of prediction corrected for machine bias (SEPc) 0. 43%, ratio of range/SEPc (20. 8), and correlation coefficient (r) between the protein content analyzed by the Kjeldahl method and protein content predicted by NIRS was 0.99 (p < 0.01, n = 28) for the 1983/84 crop year; while the values for the 1984/85 crop year were SEPc (0.28%), ratio of range/SEPc (16.5) and r = 0.99 (p < 0.01, n = 20) . It was found that when the 1983/84 prediction equation was used to predict protein content in the 1984/85 crop year the SEPc was 0.35%, range/SEPc was 13.8, and r was 0.98 (p < 0.01, n = 20) while when the 1984/85 prediction equation was applied to the sorghum lines grown in 1983/84 the SEPc was 0.75%, range/SEPc was 12.4 and r was 0.99 (p < 0.01, n = 28).</p> <p>The SEPc and range/SEPc for the whole sorghum grain was 3.54% and 2.82, respectively. The correlation coefficient (0.66, p < 0.01, n = 20) between the V-HCl/24 hr assay and the NIRS method was low but significant. The technique appears not to be suitable for tannin analysis in whole sorghum grain. The correlation coefficient between tannin values obtained by five different assays and the NIRS method were 0.93, 0.91, 0.91, 0.86 and 0.86 for the V-HCl/24 hr, V-HCl/20 min, MV-HCl/24 hr, MV-HCl/20 min and PB/10 min, respectively; the SEPc were 1.44, 1.09, 0.67, 0.86 and 0.16% while the range/SEPc were 6.72, 6.74, 10.0, 9.84 and 7.75, respectively. The tannin content of sorghum lines with a narrow range of tannin (0 to 5%) was poorly predicted by NIRS with a correlation coefficient of 0.61 (p < 0.01, n = 20). The SEPc and range/SEPc was 1.32% and 3.55, respectively.</p> <p>Tannin content of two progressively dehulled sorghum lines was predicted with reasonable accuracy using NIRS. The SEPc was 0.11, range/SEPc was 19.1 and correlation coefficient between the tannin values obtained by the V-HCl/24 hr assay and those obtained by NIRS was r = 0.99 (p < 0.01, n = 20) for sorghum line IS9487 while sorghum line IS9613 gave a SEPc of 0 .35%, range/SEPc of 11.3 and a correlation coefficient of 0. 95 (p < 0.01, n = 26).</p> Reichert, R.D. McGregor, I.D. Humbert, E.S. Sumner, A.K. University of Saskatchewan 2012-06-04 text application/pdf http://library.usask.ca/theses/available/etd-05302012-153339/ http://library.usask.ca/theses/available/etd-05302012-153339/ en unrestricted I hereby certify that, if appropriate, I have obtained and attached hereto a written permission statement from the owner(s) of each third party copyrighted matter to be included in my thesis, dissertation, or project report, allowing distribution as specified below. I certify that the version I submitted is the same as that approved by my advisory committee. I hereby grant to University of Saskatchewan or its agents the non-exclusive license to archive and make accessible, under the conditions specified below, my thesis, dissertation, or project report in whole or in part in all forms of media, now or hereafter known. I retain all other ownership rights to the copyright of the thesis, dissertation or project report. I also retain the right to use in future works (such as articles or books) all or part of this thesis, dissertation, or project report. |