패턴인식법에 의한 시판 녹차의 산지 및 채엽시기 추정
주홍매·김정숙·박경래·조정원·김영섭
*
·김정우**
·유시용*
,#·강종성#충남대학교 약학대학, *한국화학연구원, **배재대학교 생명공학과
(Received October 23, 2008; Revised December 20, 2008; Accepted January 20, 2009)
Estimation of Harvest Period and Cultivated Region of Commercial Green Tea by Pattern Recognition
Hongmei Zhu, Jung Sook Kim, Kyung Lae Park, Cheong Weon Cho, Young Sup Kim*, Jung Woo Kim**, Shi Yong Ryu*
,#and Jong Seong Kang
#College of Pharmacy, Chungnam National University, Daejeon 305-764, Korea
*Korea Research Institute of Chemical Technology, Daejeon 305-606, Korea
**Dept. of Life Science and Technology, Pai Chai University, Daejeon 302-735, Korea
Abstarct
— Quantitative analysis of (+)-catechin (C), (-)-epigallocatechin (EGC), (-)-epicatechin (EC), (-)-epigallocatechin gallate (EGCG), (-)-epicatechin gallate (ECG) and caffeine in commercial green tea was carried out by HPLC employing gra- dient elution of 0.1% acetic acid and acetonitrile on ODS column. The optimized HPLC method provided satisfactory lin- earity, accuracy and precision. The relationship between the concentration of the components and cultivated region of the commercial green tea was not significant, while the concentration of EGCG, ECG and caffeine decreased significantly in the later harvested green tea samples (p<0.01). Multivariate analysis of the components was performed in order to characterize and evaluate the cultivated region and harvest period-related variation. Hierarchical clustering and discriminant analysis were applied to classify the geographical and seasonal origins of the green tea samples. The classification accuracy of the cultivated region and harvest period by discriminant analysis was 95% and 91%, respectively, indicating that this methode could be reliable and convenient for the quality control of herbal products with different origin.
Keywords □
green tea, catechin, discriminant analysis, hierarchical clustering, harvest period
차나무
(Camellia sinensis)
는 동백나무과(Camelliaceae or
Theaceae)
에속하는다년생상록관목으로우리나라를비롯한아시아를중심으로아프리카
,
러시아등아열대온대에걸쳐광범 위하게재배되고있다.
녹차는차나무의잎을말려가공한것으로국민소득의향상과건강기호음료의인식전환으로그소비가 급증하고있다
.
녹차가중요한기호음료로서발전해온가장큰이유는대중적인기호성을가지고있을뿐아니라복잡한생명 활동의조절기능을갖는기능성식품으로서중요성이새삼강조 되고있기때문이다
.
최근녹차를음용하는인구가늘어남에따라녹차의성분과효능에대한연구가다양하게진행되고있다
.
1-4)차의주요성분은카페인성분
,
폴리페놀성분(
카테킨,
카테킨산화물
,
플라보놀),
단백질과그밖의질소화합물(
아미노산,
아미드
),
탄수화물성분(
섬유소,
전분,
덱스트린,
당,
팩틴),
각종식물 성색소(
엽록소,
카로틴,
키산트필,
안트키안),
방향류(
정유성분),
유기산성분
(
구연산사과산,
호박산),
지방산성분(
초산,
길초산),
비타민성분
(
비타민A, B1, B2, C,
니코틴산),
무기성분(
약5~
6%
의망간,
요오드)
등이있으며특히폴리페놀류를많이함유하고있어강한항산화력을나타낸다
.
녹차의폴리페놀류는카테킨류로 알려진
(+)-catechin, (-)-epicatechin, (-)-epigallocatechin gallate, (+)-epigallocatechin, (-)-epicatechin gallate
등이다.
5) 이런화학성분은차엽의채엽시기
,
6-8)품종,
9)차나무가자라는기상및주위환경
,
10)제다법11)등에따라차이가나는데채엽시기 가빠른차일수록총질소,
카페인및아미노산등의함량이많고카테킨류는늦게딴차잎일수록함량이많은것으로알려져있 다
.
12)카페인은뿌리와종자에는함유되어있지않지만,
차잎의 경우종자의발아시에생성되며,
계절별로는봄철보다여름철#본논문에관한문의는저자에게로
(
전화) 042-821-5928 (
팩스) 042-823-6566
(E-mail) [email protected]
에함량이증가한다
.
13)이런차의주요성분들은여러가지생리활성과약리효과를나타내는것으로보고되고있다
.
카테킨은항산화작용
,
14,15)항암작용,
1,16)해독작용,
17)혈당저하작용,
18)항균작 용,
충치예방효과,
노화억제작용,
19) 진정작용20)등에효과가있는것으로알려져있으며
,
카페인에의한중추신경흥분,
강심,
이 뇨,
항천식및대사항진,
21)aflatoxin
생성억제등의효과가계속 적으로밝혀지고있다.
이러한녹차의기능이밝혀지면서성분에대한분석방법도여러방면으로시도되고있다
.
카테킨류의 일반적인분석법으로는비색법이알려져있지만잘사용되지않 고대신자외선분광법,
22)모세관전기영동법,
23,24)HPLC
법8,12,25-27)등이많이사용되고있다
.
최근에는LC-MS
를이용하여녹차에서28)뿐아니라녹차를음용한사람의혈액이나뇨중에서도카
테킨류를분석하는연구도진행되고있다
.
29,30)차나무는광범위한분포와오랜기간을통해품종내에서형태 적또는생리생태적으로특유한형질변이를일으키는것으로알 려져있다
.
그러므로녹차는생산지의재배환경이나채엽시기,
제다법등에따라맛
,
색,
향이다르고,
이에따라등급도달라질 수있다.
녹차의등급판정이나서로다른제다법에대한품질의관리는그동안주로관능시험에의존하였으나근래에는기기나 각종센서31)를이용한패턴인식법을활용하려는시도가활발하 다
.
패턴인식법은녹차의미지31,32)또는기지33-35)의다성분을변 량으로하여녹차의품질이나차종을판정할수있는방법으로주 로주성분분석,
판별분석,
군집분석등의통계적기법을활용한 다.
국내에서시판되는녹차의경우채엽시기에따라첫물차,
두물차
,
세물차,
네물차또는우전,
세작,
중작,
대작등으로구분하고있는데이것이차의등급및가격을결정짓는중요한요소 가되고있다
.
본연구에서는시판되는녹차로부터칸테킨류및카페인의함량을분석하고
,
성분함량과생산지및채엽시기와의관계를패턴인식법으로검토하였다
.
실험재료 및 방법
시약및기기
수소및탄소핵자기공명스펙트럼은
Bruker(NJ, USA)
의AM-
300
및AMX-500
을이용하여측정하였고화학적이동치는사용한용매의피크를기준으로 δ
(ppm)
으로표시하였다. HPLC
는Futecs HPLC system(NS-3000i integrated HPLC System, AT-4000 Column Oven, Korea)
및ProntoSIL Eurobond C18 (250×4.0 mm, 5
µm)(Bischoff Chromatography, Germany)
컬럼을사용하였다
. HPLC
분석에사용한(+)-catechin(C)
표준품 은Aldrich(MI, USA)
사에서 구입하였고,
나머지 표준품(-)- epigallocatechin(EGC), caffeine, (-)-epicatechin(EC), (-)-epigal- locatechin gallate(EGCG), (-)-epicatechin gallate(ECG)
는 직접분리하여그순도가
99%
이상되는것을사용하였다.
시약은국내외 특급 및일급 시약을 사용하였고
,
물은3
차 증류수를0.22
µm
막여과기로여과하여사용하였다.
표준품의분리
건조된녹차잎
(Camellia sinensis) 20 kg
을메탄올로상온에서일주일간냉침한후감압농축하여메탄올추출물
7 kg
을얻었다
.
추출물을헥산과증류수로현탁시킨후물층을에틸아세테이트와부탄올로추출농축하여에틸아세테이트엑스
622 g
과 부탄올엑스1942 g
을얻었다.
부탄올엑스760 g
을메틸렌클로라 이드/
메탄올혼합용매를용출용매로사용하여기울기용리방식으로실리카겔컬럼
(70~230 mesh, 3 kg, 15.0×100 cm)
크로마 토그래피를실시하여Fr-1, 2, 3, 4, 5, 6
등6
개의분획으로나 누었다.
각각의분획을실리카겔컬럼크로마토그래피, RP-18
컬럼크로마토그래피및세파덱스컬럼크로마토그래피를반복 적으로실시하여정제한결과카페인과
4
종의카테킨을분리하 였다.
이들화합물들의물리화학적성상,
1H-NMR,
13C-NMR,
MS
및선광도를종합검토하고표품과비교하여본결과각각caffeine,
36)EC,
37,38)EGC,
39)EGCG,
39)ECG
39)로동정할수있었다
.
Caffeine(1)의분리 −
Fr-1(106 g)
를메탄올에수일방치하여 흰색의 결정을얻었다(24.7 g):
1H-NMR(300 MHz, DMSO-d
6)
δ
: 7.97(1H,s), 3.86(3H,s), 3.38(3H,s), 3.19(3H,s)
13C-NMR (125 MHz, DMSO-d
6)
δ: 154.5, 151.0, 148.1, 142.8, 106.6, 33.1, 29.3, 27.4.
(-)-epicatechin(2)의분리 −
Fr-2(5 g)
를50%
메탄올을용출액으로세파덱스
LH-20
컬럼(2.0×80 cm)
크로마토그래피를실시 하여세번째분획(Fr-23, 2.7 g)
을농축하고다시RP-18
컬럼크로마토그래피를실시하여 (2)
1.4 g
을분리하였다: [
α]
D=-41.3 (C: 1.0, in MeOH)
1H-NMR(300 MHz, DMSO-d
6)
δ: 9.11 (1H, 5-OH), 8.90(1H, s, OH-7), 8.81(1H, s, OH-4'), 8.72(1H, s, OH-3'), 6.89(1H, br s, H-2'), 6.66(2H, br s, H-5',6'), 5.89 (1H, d, J=2.2 Hz, H-8), 5.72(2H, d, J=2.2 Hz, H-6), 4.74(1H, br s, H-2), 4.66(1H, d, OH-3), 4.01(1H, t, J=3 Hz, H-3), 2.57 (2H, m, H-4)
13C-NMR(125 MHz, DMSO-d
6)
δ: 156.6(C-5), 156.3(C-7), 155.8(C-9), 144.5(×2)(C-3',4'), 130.7(C-1'), 118.1 (C-6'), 114.9(C-5'), 114.8(C-2'), 98.6(C-10), 95.1(C-6), 94.2(C- 8), 78.1(C-2), 65.0(C-3), 28.3(C-4).
(-)-epigallocatechin(3) 및 (-)-epigallocatechin gallate(4) 의분리 −
Fr-4(300 g)
중34 g
을메틸렌클로라이드/
메탄올혼합용매를용출용매로사용하여기울기용리방식으로실리카겔컬 럼
(70~230 mesh, 980 g, 5.0×100 cm)
크로마토그래피를실시하여
6
개의분획을얻고세번째분획인Fr-43(6.5 g)
을메탄올/
물혼합용매를용출용매로사용하여기울기용리방식으로
MCI
겔컬럼
(1.5×60 cm)
크로마토그래피하여(3)1.65 g,
(4)1.9 g
을분리하였다
.
(-)-epigallocatechin(3)[
α]
D=-60.0(C : 1.0, in MeOH)
1H-NMR(300 MHz, DMSO-d
6)
δ: 9.11(1H, 5-OH), 8.90(1H, s, OH-7), 8.71(2H, s, OH-3',5'), 7.95(1H, s, OH-4'), 6.37(2H, s, H-2'.6'), 5.88(1H, d, J=1.8 Hz, H-8), 5.71(1H, d, J=1.8 Hz, H-6), 4.66(1H, s, H-2), 4.62(1H, d, OH-3), 4.12 (1H, m, H-3), 2.56(2H, m, H-4)
13C-NMR(125 MHz, DMSO- d
6)
δ: 156.6(C-9), 156.3(C-7), 155.8(C-5), 145.4(×2)(C-3',5'), 132.2(C-4'), 129.8(C-1'), 106.1(×2)(C-2'.6'), 98.6(C-10), 95.1 (C-6), 94.1(C-8), 78.2(C-2), 65.1(C-3), 28.3(C-4).
(-)-epigal- locatechin gallate(4)[
α]
D=-179(C : 1.0, in MeOH)
1H- NMR(300 MHz, DMSO-d
6)
δ: 6.83(2H, s, H-2''.6''), 6.42(2H, s, H-2'.6'), 5.94(1H, d, J=2.0 Hz, H-8), 5.84(1H, d, J=2.0 Hz, H-6), 5.38(1H, m, H-3), 4.97(1H, s, H-2), 2.64~2.98(2H, m, H-4)
13C-NMR(125 MHz, DMSO-d
6)
δ: 165.4(C-7''), 156.6 (×2), 155.8, 145.8(×2), 145.5(×2), 138.7, 132.5, 128.8, 119.4, 108.8, 105.6, 97.5(C-10), 95.6(C-6), 94.5(C-8), 76.6(C- 2), 68.2(C-3), 25.9(C-4).
(-)-epicatechin gallate(5)의 분리 −
Fr-5(152 g)
중10 g
을RP-18
컬럼크로마토그래피를실시하여5
개의분획을얻고,
이중
Fr-52(2.7 g)
와Fr-54(400 mg)
을각각메틸렌클로라이드/
메탄 올혼합용매를용출용매로사용하여기울기용리방식으로실리 카겔(70~230 mesh)
컬럼크로마토그래피를실시하여compound 5(970 mg)
을분리하였다: [
α]
D=-160.6(C : 1.0, in MeOH)
1H- NMR(300 MHz, DMSO-d
6)
δ: 6.88(1H, dd, J=7.2,1.8 Hz, H- 2'), 6.83(2H, s, H-2'', 6''), 6.76(1H, dd, J=7.2, 1.8 Hz, H-6'), 6.76(1H, d, J=7.2 Hz, H-5'), 5.95(1H, d, J=2.1 Hz, H-8), 5.84 (1H, d, J=2.1 Hz, H-6), 5.36(1H, m, H-3), 5.03(1H, s, H-2), 2.65~2.98(2H, m, H-4)
13C-NMR(125 MHz, DMSO-d
6)
δ: 165.3(C-7''), 156.6(×2)(C-5,7), 155.7(C-9), 145.5(×2)(C-3'',5''), 144.8(×2)(C-3',4'), 138.7(C-4''), 129.5(C-1'), 119.3(C-1''), 117.7 (C-6'), 115.2(C-5'), 114.3(C-2'), 108.7(2)(C-2'',6''), 97.3(C-10), 95.6(C-6), 94.4(C-8), 76.6(C-2), 68.2(C-3), 25.8(C-4).
카테킨류및카페인의추출효율
녹차로부터성분을추출시최적의온도및시간을설정하기 위하여추출시간을
3, 6, 9, 12
분,
추출온도를40, 60, 80, 100
oC
등으로변화시키면서추출하고
,
추출된카테킨류및카페인함 량을분석하였다.
HPLC를이용한녹차중카테킨류및카페인의분석 실험에사용한녹차는
2004
년1
월부터5
월사이시중에서무작위로구입하였으며제주산
9
종(S1-S9),
보성산14
종(S10-S23)
등총
23
종이었다.
시료의확인은전문가의자문을거쳤고,
표본 은충남대학교약학대학약품분석실에보관하였다.
시판녹차
3 g
을80
oC
의물150 ml
에6
분간가온침출하여시료액을
0.2
µm
막여과기로여과하여분석에사용하였다.
크로마토그래피를위하여
ProntoSIL Eurobond C18
컬럼에이동상A(0.1%
초산)
와B(
아세토니트릴)
를분당1 ml
의속도로0
분10%B, 12
분15%B, 25
분30%B
와같이기울기용리하였다.
이때 시료주입량은30
µl,
오븐온도는35
oC,
검출파장은UV 280 nm
였다
.
카테킨류와카페인표준품을물에녹여EGC 0.1~2 mg/
ml, C 0.01~0.1 mg/ml, EC 0.01~0.5 mg/ml, EGCG 0.1~2 mg/ml, ECG 0.1~1 mg/ml, caffeine 0.1~1 mg/ml
의농도로표 준액을조제하고이것을이용하여분석법의타당성을검증하였다.
패턴인식법을위한다변량자료처리
시료의물추출액을각각
HPLC
로분석하고그크로마토그램으로부터피크의면적를구하여검량선으로부터각성분의농도 를계산하였다
.
현재표준녹차가제공되고있지않으므로모든 시료의성분에대한중위수를표준녹차의성분함량으로하였다.
다변량자료는인터넷으로제공되는
R
통계프로그램40)으로처 리하였으며유의수준은0.01
로하였다.
유사도의평가 − 유클리드거리
(d),
코사인(C),
면적비(A),
상관계수
(r)
등의척도를이용하여표준녹차와각시료와의유사도를 평가하였다.
유클리드거리
코사인
면적비
상관계수
계층적군집방법을이용한시료의군집분석 − 산지또는채엽 시기의정보를무시하고성분의차이만으로각각의시료가어떤 군집을형성하는지를관찰하였다
.
계층적방법은사전에군집수 를정하지않고단계적으로군집을형성하는방법으로R
프로그램
cluster
팩키지의agnes(agglomerative nesting), hclust (hierarchical clustering), diana(divisive analysis clustering)
등 을사용하였다.
d
ir=
(X
ik-X
rk)2 k=1∑
m 1/2C
ir= X
ik⋅X
rk k=1∑
mX
ik2 k=1∑
m⎝ ⎠
⎜ ⎟
⎛ ⎞
X
rk2 k=1∑
m⎝ ⎠
⎜ ⎟
⎛ ⎞ ---
A
ir= 2 min X
( ik,X
rk) k=1∑
mX
ik+X
rk ( ) k=1∑
m---
r
ir=
(X
ik-X
i)(X
rk-X
r) k=1∑
mX
ik-X
i( )2 (
X
rk-X
r)2 k=1∑
m k=1∑
m---
판별분석에의한시료의채엽시기및산지평가 − 산지또는채 엽시기의정보와성분의차이를이용하여판별식을계산하고이 로부터산지또는채엽시기를추정하였다
.
판별분석은R
프로그 램MASS
팩키지의linear discriminant analysis(LDA)
를이용하였다
.
실험결과 및 고찰
최적분석조건의설정
C, EC, EGCG, EGC, ECG
등카테킨류5
종및카페인에대한최적분석조건을설정하기위하여이동상의변화에따른분 리능을검토하였다
. 10%B
를이동상으로한등용매용리로6
개의 성분을모두분리할수있었지만분리시간이60
분이상으로너무길었고
, 20%B
를이동상으로한등용매용리로는분리가완전하지못하였다
.
이상의조건을고려하여이동상A
와B
를0
분10%B, 12
분15%B, 25
분30%B
와같이기울기용리하였을경우
6
개의성분을25
분이내로완전히분리할수있었다(Fig. 1).
최적추출시간및온도의설정
시료로부터카테킨류와카페인의최적추출조건을검토하였다
(Fig. 2).
차는물에우려서마시는것을감안하여추출용매는물을이용하였다
. 80
oC
에서3
분정도추출할경우EGCG
를제외 한대상성분이대부분추출되었다. EGCG
도6
분이면거의추 출이되므로추출시간을6
분으로하였다.
녹차중의대상성분은온도가높을수록잘추출되었으며추출시간을
6
분으로하였을 경우60
oC
에서EGCG
를제외한대상성분이대부분추출되었 다.
온도를80
oC
로하였을경우EGCG
를포함한대상성분이모두
6
분이내에추출되므로추출조건을80
oC, 6
분으로결정하였다.
Fig. 1 −
HPLC chromatograms of 5 catechins and caffeine from (a) green tea extract and (b) mixed standards. HPLC: column; Prontosil
Eurovond C18, mobile phase; A 0.1% acetic acid in water, B acetonitrile, gradient elution; 0 min 10%B, 12 min 15%B, 25 min 30%B
for 1.0 ml/min, detection; UV 280 nm. Peaks: 1. EGC, 2. C, 3. caffeine, 4. EC, 5. EGCG, 6. ECG.
직선성,정확성,정밀성
각각의표준물질을증류수에녹인표준용액을
HPLC
로분석 하여각성분에해당하는피크의넓이로부터각성분의검량선 을작성하였다.
검량선의상관계수는모두0.99
이상으로양호한직선성을나타내었다
.
각성분에대한정확성과정밀성은저농 도,
두개의중농도,
고농도에해당하는품질관리시료로평가하 였으며일내정밀성은5
회의측정,
일간정밀성은5
일간의측정으로하였다
. Table I
에서보는바와같이대상성분에대하여일내정밀성은
9%
이하,
일간정밀성은10%
이하,
정확성은98%~
105%
로비교적양호하여본방법은녹차중EGC, C, caffeine, EC, EGCG, ECG
등6
개성분의분석에타당함을알수있었다.
녹차중카테킨류및카페인함량분석
시판녹차
23
종에대해서HPLC
의방법으로분석하고카테킨류및카페인의함량을조사하였다
.
총23
개녹차시료에대한EGC, C, EC, EGCG, ECG
및caffeine
의평균값은각각2.20, 0.022, 0.79, 5.03, 1.22
및2.56
으로이미발표된자료와비슷하 였다.
보성산녹차는제주산녹차에비해각성분함량이약간낮은것으로나타났으나통계적유의성은없었다
(p>0.01).
보성산녹차의경우함량이낮게나온이유는채엽시기가늦은시료 가절반섞여있었기때문으로풀이된다
.
녹차의품질및가격은채엽시기에따라달라지는데첫물차인경우대체로
5
월초순이기준이되고있다
.
시료를채엽시기에따라5
월초순이전과중 순이후로나누어분석하였을경우5
월중순이후에채엽된녹차 의EGCG, ECG
및caffeine
함량이초순이전에채엽된녹차에비해유의적으로감소하였다
(p<0.01).
이결과는5
월차는4
월차 에비해EGCG, ECG
및caffeine
의함량이감소한다는김등12) 의발표와 유사하였다.
하지만 총카테킨함량(EGC, C, EC, EGCG, ECG
성분의합)
은채엽시기가늦을수록감소하여(9.88%
→
6.91%, p<0.01)
김등12)의발표와는다르게나타났다.
패턴인식법에의한다변량분석
시판녹차
23
종에대해서조사된카테킨류및카페인의함량을변수로하여다변량분석을실시하였다
.
각성분에대한23
종시료의중위수로부터표준녹차의성분함량을구하고이를이용 하여각시료의유사도를평가하였다
.
유클리드거리,
코사인,
면적비
,
상관계수등의유사성척도는23
개의시료가표준녹차와상당한동질성을가지고있는것을보여주었으며
,
산지나채엽시기에따른특징은표현되지않았다
(Fig. 3).
성분함량을기초한Table I −
Precision and accuracy for the analysis of 6 standards by HPLC method
Compound Concentration (mg/m l ) intraday interday Precision (%) Accuracy (%) EGC
0.100 8.68 9.98 105.1
0.500 1.46 9.88 102.4
1.000 1.46 6.87 099.8
2.000 2.11 1.95 099.9
C
0.010 0.94 5.56 103.4
0.025 3.57 7.74 102.2
0.050 1.91 3.30 099.9
0.100 1.84 3.68 099.5
Caffeine
0.100 0.94 6.51 105.4
0.250 3.57 2.68 102.1
0.500 1.91 1.55 100.3
1.000 1.84 4.19 101.2
EC
0.010 1.12 9.01 104.3
0.050 7.37 7.04 102.1
0.100 1.42 2.58 099.2
0.500 1.03 2.25 098.3
EGCG
0.100 2.89 4.87 100.7
0.500 4.26 7.85 101.2
1.000 1.38 5.41 099.1
2.000 1.52 2.90 099.5
ECG
0.100 4.71 9.01 101.4
0.250 8.62 7.04 098.2
0.500 2.13 2.58 099.5
1.000 1.70 2.58 097.8
Fig. 2 −
Extraction efficient of (a) time at 80
oC, and (b) temperature
for 6 min on the extraction of catechins and caffeine from
green tea samples.
계층적군집방법에서는
23
개의녹차시료가크게두개의군집으 로나누어졌다.
제1
군집은S1-S9, S14, S16, S19, S21-S23
등15
개의시료로
,
제2
군집은나머지8
개의시료로구성되었다.
이군집분류에는주로성분
EGCG, ECG
및caffeine
함량의영향이컸으며
, Table II
에서보는바와같이산지보다는채엽시기가중요한인자로작용한것으로파악된다
(Fig. 4).
제1
군집에는다수의
5
월초순이전채엽된시료와제주산이포함되는것으로나타났다
. S2-S5
에대한정확한채엽시기는알려져있지않지만군집분석에서제
1
군집에속하는것으로보아5
월초순이전에채엽 된것일가능성이높은것으로판단된다.
알려진산지또는채엽시기정보와성분함량을이용하여판
별분석으로부터산지또는채엽시기를추정하였다
. Fig. 5a
는채엽시기가불확실한시료
S2-S5
를제외한나머지시료를기준으로채엽시기와성분함량으로판별식을작성하고이판별식을이 용하여각시료의채엽시기를추정한것이다
.
판별식의값(Out)
이양수인것은채엽시기가
5
월초순이전이고,
음수인것은5
월중순이후이다
.
이판별식을이용하였을경우채엽시기가5
월초순이전이었던시료
(
○)
는모두양수로,
채엽시기가5
월중순이 후였던시료(
△)
는S21
을제외하고는모두음수로분류되어약95%
의정확성을보였다. S21
의채엽시기는6
월하순이나함수 의값은양수로나타나채엽시기가아주늦어질경우판별식에 또다른인자가영향을미치는것으로생각할수있다.
채엽시기Fig. 3 −
(a) Cosine, (b) area ratio, (c) correlation and (d) distance between standard green tea and green tea samples for similarity measurements.
Table II −
Changes of catethins and caffeine contents in green tea from different cultivation region and harvest period
EGC C EC EGCG ECG Caffeine
All samples 2.20±0.77 0.022±0.010 0.79±0.27 5.03±1.38 1.22±0.46 2.56±0.45
Cultivated in Jeju 2.62±1.04 0.022±0.010 0.92±0.27 5.82±0.65 1.30±0.46 2.84±0.46
Bosung 1.93±0.36 0.021±0.011 0.71±0.23 4.52±1.50 1.17±0.47 2.39±0.36
Harvested
before May 10. 1.91±0.53 0.023±0.011 0.83±0.21 *5.75±0.89* *1.49±0.38* *2.76±0.40*
after May 10. 1.95±0.39 0.019±0.009 0.57±0.24 3.51±1.24 0.87±0.43 2.18±0.38
Values represent mean±standard deviation (n=3) in %.
*p<0.01 when compared with the data of green tea harvested after May 10.
가불확실하였던시료
(+)
는모두함수의값이양수로5
월초순 이전에채엽된것으로추정되며이것은군집분석의결과와도일 치하였다.
녹차의6
개의성분중EGCG
가채엽시기를추정하는판별함수의값에가장큰영향을미치고다음으로
C, EC, EGC
의순으로영향을미치는것으로나타났다
. Fig. 5b
는산지와성분함량으로판별식을작성하고이판별식을이용하여각시료의 산지를추정한것이다
.
판별식의값이양수인것은제주산,
음수 인것은보성산이다.
이판별식을이용하였을경우S9
를제외한제주산
(
○)
은모두양수로, S23
을제외한보성산(
△)
은모두음 수로분류되어약91%
의정확성을보였다.
무작위로추출된S7, S18, S19
를동일한판별식으로판별하였을경우각각제주산(S7),
보성산
(S18, S19)
으로올바르게판별되었다.
산지를추정하는판 별식에는채엽시기를추정한판별식과는달리녹차의6
개성분 이고르게영향을미친것으로나타났다.
이것은Table II
에서나타난바와같이산지의차이에대해
6
개의성분모두가유의한 차이를보이지않았다는것과도일맥상통한다고생각된다.
결 론
본연구에서는녹차의성분을분석하고성분함량과녹차의 산지및채엽시기와의관계를패턴인식법으로검토하였으며다 음과같은결론을얻었다
.
1.
녹차의주요성분인C, EC, EGCG, EGC, ECG
등카테킨류
5
종및카페인을HPLC
로분석하였다.
이때역상컬럼에서 용매A(0.1%
초산)
와B(
아세토니트릴)
를0
분10%B, 12
분15%B, 25
분30%B
로기울기용리하였고,
검출파장은280 nm
였다
.
2.
산지차이에대해녹차의각성분은유의적인차이를보이지않았으나
,
채엽시기에대하여EGCG, ECG
및caffeine
함량은채엽시기가늦어짐에따라유의적으로감소하였다
(p<0.01) 3.
유사성척도로판단할경우23
개의시료는성분상으로표 준녹차와상당한동질성을가지고있는것으로나타났다.
판별식을이용하여채엽시기및산지를추정하였을경우채엽시기는 약
95%,
산지는약91%
의정확성을보여본방법은녹차의산 지및채엽시기를어느정도추정할수있을것으로판단된다.
Fig. 4 −
The hierarchical clustering analysis of 23 green tea extract, harvested in Jeju (
●) or Bosung (
○). The harvest period was before May 10. (
■) or after May 10. (
□), or not known (×).
Fig. 5 −
Results of linear discriminant analysis of the 23 green tea extract for the estimation of (a) harvest period and (b) cultivated region. Harvest period:
○before May 10,
△after May 10, + estimated. Cultivated region:
○Jeju,
△Bosung, + estimated.
감사의 말씀
본연구결과는보건복지부의한의학연구개발사업
(B070044)
의 지원에의하여수행되었으며이에감사드린다.
또한기기측정에도움을주신기초과학지원연구원에감사드린다
.
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