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Assessment of ionic quenching on soil ATP bioluminescence reaction

G. Wen

a,

*, R. Paul Voroney

b

, J.J. Schoenau

c

, T. Yamamoto

a

, J. Chikushi

d

aArid Land Research Center, Tottori University, 1390 Hamasaka, Tottori 680-0001, Japan bDepartment of Land Resource Science, University of Guelph, Ont., Canada N1G 2W1

cDepartment of Soil Science, University of Saskatchewan, SASK, Canada S7N 5A8 dBiotron Institute, Kyushu University, Fukuoka 812, Japan

Accepted 8 May 2000

Abstract

Co-extracted ions with ATP from soils may interfere with ATP luciferin±luciferase luminescence reaction when ATP is assayed. The effects were investigated in a typical concentration range of cations and anions potentially extractable in soils. A commercial ATP assay product (Sigma Chemical Co.) was used. Signi®cant quenching is evidenced from a concentration of 0.10 mM with Cu21and Zn21, and 1.00 mM with Ca21. The order of quenching at 1.00 mM was: Cu21.Zn21.Ca21ˆNa1ˆMg21, while Mg21ˆMn21, both Ca21and Na1.Mn21. The quenching was found to be much more severe with selected special heavy metal cations with quenching in the order:

Ti31.Hg21.Cr31. Because cation quenching can be alleviated by addition of EDTA, three forms of EDTA (Mg, Na and acid EDTA) were tested for their suitability for the assay. The Mg-EDTA was found superior to the other two. Presence of PO432at concentrations of 0.01 and

0.05 mM, and NO32at 0.01 and 0.10 mM, signi®cantly enhanced ATP light emission (8±13%). However, SO422at similar concentrations

signi®cantly decreased light emission. The quenching by CO322and Cl2was only observed at high concentrations (3.20 mM and up). The

order of quenching for the anions at a concentration of 6.4 mM was: PO432.CO322.SO422.NO32.Cl2. Enhanced or depressed light

emission induced by ions would produce signi®cant over or underestimation of soil ATP. While addition of Mg-EDTA may alleviate cation quenching, the interference from anions may require the ATP assay standards be prepared in a solution of similar chemical composition to that in soil ATP extracts.q2001 Elsevier Science Ltd. All rights reserved.

Keywords: ATP; Soil extracts; Luciferin±luciferase; Cations; Anions

1. Introduction

The bioluminescence reaction of adenosine triphosphate (ATP) with ®re¯y luciferin±luciferase was ®rst recognized by McElroy (1947). Light emission from the ®re¯y lantern extract could be induced by the addition of ATP and the emission is proportional to the amount of ATP added. Soon after the principle was discovered, the bioluminescence reaction became a popular sensitive technique for measur-ing ATP in physiological research. Durmeasur-ing the last two decades, the luciferin±luciferase system has been used increasingly for ecological and environmental studies.

Initial extractants used in soil ATP studies were devel-oped from methods used to measure ATP in pure cell cultures. However, when these extractants were applied to soil samples, there were severe shortcomings. The ATP concentration is very low in soils and factors such as

incom-plete cell lysis and ATP extraction, ATP adsorption by soil organic and inorganic substances and hydrolysis during the extraction process may signi®cantly lower the ef®ciency of the soil ATP measurement (Webster et al., 1984). Reagents preventing ATP decomposition during extraction would inhibit ATP bioluminescence reaction. It is unlikely that a single extractant would be capable of inactivating ATPase enzymes in microbial cells during extraction, and not affect the bioluminescence reaction in the assay. Often, to over-come these dif®culties, the components of soil ATP extrac-tants are quite complicated and contain high concentrations of strong acid (Lee et al., 1971; Greaves et al., 1973; Karl and LaRock, 1975; Jenkinson and Oades, 1979; Christensen and Devol, 1980; Webster et al., 1984).

Cations and anions are abundant in most soils. Extraction of cations and anions along with soil ATP is unavoidable. The presence of ions in the extraction solution may affect the ef®ciency of the light emission by altering the activity of luciferin±luciferase. Aledort et al. (1966) reported that cation and anion inhibition occurred in the following orders

0038-0717/01/$ - see front matterq2001 Elsevier Science Ltd. All rights reserved. PII: S 0 0 3 8 - 0 7 1 7 ( 0 0 ) 0 0 1 0 4 - 8

www.elsevier.com/locate/soilbio

* Corresponding author. Fax: 81-0857-29-6199.

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when testing ATP in red blood cells:

Cations: Ca21.K1.Na1.Rb1.Li1.choline; Anions: I2.H2PO42.Br2.ClO32.Cl2.F2.

CH3COO2.

Karl and LaRock (1975) observed the following order of inhibition in testing ATP in marine sediments:

Cations: Ca21.K1. ˆNa1.Mg21; Anions: CO32.PO42.SO42.Cl2.

The quenching order determined by Aledort et al. (1966) was at a concentration of 97 mM for all the cations and anions. Karl and LaRock (1975) used a series of ion concen-trations from 1 to 100 mM in the ®nal reaction mixture with no measurements made for 0 to 1 and 1 to 25 mM ranges. Afghan et al. (1977) investigated the quenching effect of Mn21starting from the lowest concentration of 0.25 mM. While these studies have presented useful information, the concentrations of ions tested were very high and are unli-kely to occur in ATP extracts from soils. Only a limited number of elements relevant to soils was tested.

For a given molar concentration of a cation, the light emission ef®ciency decreases drastically with lowered ATP concentration. The inhibition of light emission is more pronounced at lower ATP levels (Karl and LaRock, 1975). The ionic inhibition in the luciferin±luciferase reac-tion is not only a funcreac-tion of the nature of the careac-tion or anion and its concentration, but also the concentration of ATP in the reaction mixture. The ATP concentration in soils is very low compared with animal or plant tissue because minerals often constitute more than 95% of the soil weight and only a very tiny fraction of the soil organic components is living organisms. The ionic quenching effects in solutions at the concentration levels appropriate to that found in soil ATP extracts needs investigation.

The concentration of luciferin also affects the rate of bioluminescence reaction as it participates directly in the reaction. In addition to ATP, the enzyme-luciferase uses luciferin and oxygen as substrates. The rate limiting step for the overall reaction was the formation of the luci-ferin±adenylate complex and Mg-ATP functions as a cofac-tor. The ®nal product is oxy-luciferin (Karl and Holm-Hansen, 1976). Only when all of the reactants are in excess, light emission is directly proportion to the concentration of ATP in the reaction mixture (De Luca and McElroy, 1978). The light can be measured from either the initial rise of the luminescent curve, the peak height, or some integrated portion of the subsequent decay curve over a known period. The objective of this experiment was to investigate the in¯uence of ions in concentrations typically found in soil ATP extracts on the bioluminescence reactions.

2. Materials and methods

2.1. Ion selection and concentration

The following cations commonly present in soils were selected: Cu21, Zn21, Ca21, Mg21, Mn21 and Na1. The speci®c heavy metal cations: Ti31, Hg21 and Cr31 that could pollute soil through industrial activity were also chosen. Because Cl2 often has the least quenching effect on the ATP ®re¯y luciferin±luciferase reaction (Denburg and McElroy, 1970; Karl and LaRock, 1975) and chloride salts are easy to obtain and prepare, chloride salts were used. The following anions that commonly exist in soils were tested: PO432, CO322, SO422, NO32 and Cl2. Because Na1

usually exhibits minimal quenching effects (Aledort et al., 1966; Karl and LaRock, 1975), the sodium salt forms were used.

Solutions containing Cu21, Zn21, Ca21, Na1, Mg21, Mn21 and Hg21 were prepared using Certi®ed Atomic Absorption Standard Reference Solution (1000 mg L21, Fisher Scienti®c Company) through multiple dilution. Distilled-deionized water was used to dilute the reference solution and was used throughout the experiment.

The Ti31 and Cr31 working solution was prepared as follows:

1. Ti31 of 5.0 mM was prepared using the standard refer-ence solution (1000 mg L21 Solute: Titanium Metal. Solvent: Dilute Hydrochloric Acid. Fisher Scienti®c Company). A 50 ml aliquot of the reference solution was stirred with gentle heating in a beaker under vacuum for about 30 min to remove HCl. The solution was then decanted into a 50 ml volumetric ¯ask and made up to the volume. A 23.94 ml aliquot was transferred into another 50 ml volumetric ¯ask and made up to volume. The ®nal solution was brown color with a pH of 2.

2. Cr31 of 10 mM solution was prepared by dissolving a 0.0026 g of chromium metal dust (100 mesh, Matheson Coleman & Bell Manufacturing Chemicals) in 2 ml of 0.1 M HCl and about 20 ml of water. The solution was gently heated for 30 min. to complete the reaction, then further heated and stirred under vacuum (water pump) for 30 min. to remove HCl. The solution was made up to a ®nal volume of 50 ml with water.

Soil ATP is often extracted with a 1:10 soil: extractant ratio. The extracts may be diluted or neutralized before assay. To better coincide with the concentrations typically present in soil extracts, the concentrations in the ®nal reac-tion mixture were designed to be 0.000 (control), 0.001, 0.005, 0.010, 0.100 and1.000 mM, and 0.00 (control), 0.01, 0.05, 0.10, 0.50, 1.00, 3.20 and 6.40 mM for the cations and anions, respectively.

2.2. Preparation of ATP standard, enzyme and buffer

The ATP Assay Kit from Sigma Chemical Company

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(Stock No. FL-AAS) was selected. To prepare the ATP standard, 0.950 mg of ATP from the kit was dissolved in10 ml of water. A 0.500 ml aliquot of the solution was made up to 50 ml volume with cool water. A 0.2 ml aliquot of diluted solution was placed in a plastic vial and 9.8 ml of HEPES buffer (N-2-hydroxyethylpiperazine-N0 -2-ethane-sulfonate, pH 7.75, 25 mM) was added. The standard (19 ng ATP ml21) was thoroughly mixed, then kept on ice. The enzyme solution was prepared by ®rst dissolving the ATP Assay Mix (Stock no. FL-AAM) in 5.00 ml of water and the Dilution Buffer (Stock No. FL-AAB) in 50 ml of water. The ATP Assay Mix (5 ml) was thoroughly mixed with 20 ml of the buffer.

The advantage of using puri®ed commercial products for routine soil ATP assay is apparent. Commercial ATP Assay Mix products are easy to obtain and convenient to prepare. The products contain puri®ed luciferase along with suf®-cient luciferin. Crude luciferase preparations may contain many other contaminating enzymes and some of these are capable of producing ATP from other sources, thus resulted in overestimation of ATP (Karl, 1978; Tate and Jenkinson, 1982). As well, the kit often provides other chemicals such as ethylene diamine tetra-acetic acid (EDTA) and buffers. These reagents are necessary to stabilize the enzyme, maintain the solution pH in an optimum range for the reaction, reduce quenching, and enhance the light emission (Aledort et al., 1966; Webster and Leach, 1980). Using commercial products may pave the road towards standardization of soil ATP assay in laboratories.

2.3. Optimizing pH for the luminescence reaction

There is a pH sensitive anion binding site on luciferase which in¯uences both the enzymatic activity and the wave length of light emitted. pH as high as 9 or as low as 5 would completely quench the reaction (Tobin et al., 1978). Most studies have used a pH of 7 to 8 (Van Dyke et al., 1969; Stanley and Williams, 1969; Kimmich et al., 1975). Webster et al. (1980) recommended a pH of 7.8, which is used by commercial products (Mono Research Laboratories, 1981; Sigma, 1987). A pre-test found that a 3:1 ratio (volume basis) of the buffer, enzymes and other reagents from the ATP Assay Mix to the salt solution was suf®cient to produce a pH of 7±8 in the ®nal mixture solution. The actual ratio used was 4:1.

2.4. The assay procedure

Light emission from the ATP luminescence reaction was measured using a Lumac Model 1070 ATP luminometer (Lumac Systems Inc., P.O. Box 2805, Titusville, FL 32780, USA).

The reagents were dispensed to a cuvette using a mini-volume multi-tip precision pipette:

1. Inject 300ml of water for the control (without a cation or

an anion solution) and 250ml for the treatments;

2. Inject 50ml of the HEPES buffer;

3. Inject 50ml of the diluted cation or anion solution to

treatment cuvette;

4. Inject 50ml of the ATP standard. No ATP was added to

the cuvette for background measurement; and

5. Place the cuvette into the luminometer and inject 100ml

enzyme solution. The instrument setting was a 5 second delay after injection followed by a 10 s integrated count.

Four replicates of each assay were performed.

2.5. Statistical analysis

The data were analyzed using SAS program (SAS Inst., 1989). A pairedt test was used to compare the difference between the control and the treatment at different concen-trations. An ANOVA was employed and protected LSDs (P,0.05) were used to determine quenching order at the speci®c concentrations.

3. Results

3.1. Cation

In comparison with the control, no apparent quenching was observed for any cations at concentrations lower than 0.01 mM (Fig. 1). However, Cu21and Zn21began to show signi®cant quenching effects at a concentration of 0.1 mM, followed by Ca21 and Na1 at 1 mM. No signi®cant quenching was observed for Mg21and Mn21at the highest

G. Wen et al. / Soil Biology & Biochemistry 33 (2001) 1±7

Fig. 1. Mean value of relative light emission…nˆ4†from ATP biolumi-nescence reaction as affected by cations at different concentrations. The bold line is extended from the control. The difference between the control and each cation at difference concentrations was compared using a pairedt

test. p, pp and ppp denote t$t

0:10; t$t0:05 and t$t0:01; respectively

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concentration (1 mM). The greatest depression of light emission was 52.9% with addition of Cu21at a

concentra-tion of 1 mM. As accurate as a 0.5% of coef®cient of varia-tion (CV) may be obtainable in pure ATP soluvaria-tion assay (Mono Research Laboratories, 1981). Most researchers have obtained a CV less than10%, which often includes errors from soil sampling, extraction diversity and assay. The standard error (SE) was calculated as a percentage of measurement means in our study. Except for the largest SE (^11.8%) produced with Cu21at a concentration of 1.0 mM, the SEs were within^5% of the mean value for the signi®-cant differences presented in Fig. 1. At a concentration of 1 mM, the order of the quenching effect was as follows:

Cu21.Zn21.Ca21ˆNa1ˆMg21, while Mg21ˆMn21, both Ca21and Na1.Mn21.

3.2. Speci®c heavy metal cation

Addition of the speci®c heavy metal cations, Hg21, Cr31 and especially Ti31 signi®cantly reduced the light emitted from the ATP bioluminescence reaction (Fig. 2). At a concen-tration of 0.005 mM, Ti31 exhibited signi®cant quenching effect and light emission ceased at a concentration of 0.1 mM. The quenching effect for Hg21occurred at a higher concentration than did Ti31. Cr31had the lowest quenching effect. The order of quenching was: Ti31.Hg21.Cr31.

The SE value for Ti31was^2.6,^6.1 and^35.4% with

concentration of 0.005, 0.010 and 0.100 mM, respectively. At a concentration of 1.000 mM, the SE was ^32.8 and ^68.7% with Hg21 and Cr31, respectively. These SEs increased with increased concentration and were much larger than those presented in Fig. 1.

3.3. Added EDTA

Addition of different forms of EDTA produced different effects on ATP light emission (Fig. 3). While no signi®cant quenching was observed with addition of acid-EDTA up to a concentration of 0.2 mM [EDTA acid is rather insoluble in water (about 0.02 g/100 ml water at 228C) (Wu Han Univer-sity, 1979)], addition of Na-EDTA increased light emission at the concentrations of 0.1 and 0.2 mM by 7.4 and 14.5%, respectively. Further increases in the concentration of acid-EDTA or Na-acid-EDTA tended to decrease light emission. Addition of Mg-EDTA did not interfere with light emission up to concentrations of 1.00 mM. The quenching order for depression of light emission is: acid-EDTA.Na-EDTA. Mg-EDTA.

3.4. Anion

While enhanced ATP light emission was observed for PO432at concentrations of 0.01, 0.05 and 0.10 mM and for

NO32 at 0.1 mM, the increases were in the range of 8.1±

13.2%, at similar concentrations SO422 signi®cantly

decreased light emission (Fig. 4). For CO322and Cl2,

signi®-cant quenching was observed only at high concentrations

G. Wen et al. / Soil Biology & Biochemistry 33 (2001) 1±7

Fig. 2. Mean value of relative light emission…nˆ4†from ATP biolumi-nescence reaction as affected by speci®c heavy metal cations Ti31, Hg21 and Cr31at different concentrations. The bold line is extended from the control. The difference between the control and each cation at difference concentrations was compared using a pairedt test.ppp denotest$t

0:01

(dfˆ6). The LSD bar may be used to compare the quenching order at the concentration of 0.100 mM.

Fig. 3. Mean value of relative light emission from ATP bioluminescence reaction…nˆ4†as affected by addition of different forms of EDTA at different concentrations. The bold line is extended from the control. The difference between the control and each EDTA at difference concentrations was compared using a pairedttest.p,ppandpppdenotet$t

0:10;t$t0:05

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(3.2 mM and up). The order of quenching at a concentration of 6.4 mM is: PO432.CO322.SO422.NO32.Cl2. The

highest SE values were ^7.6 and ^6.6% with PO432 at a

concentration of 0.50 and 6.40 mM, respectively. The rest were within^5% of the mean.

4. Discussion

4.1. Cation effects

The greatest quenching observed with Cu21was contrary to the results of Tobin et al. (1978). In seven cations tested (Cu21, Mg21, Al31, Fe31, Fe21, Pb21 and Mn21), they reported that Cu21 showed the second greater quenching effect after Mn21 and although the quenching of Mn21 was reduced with addition of EDTA, the apparent recovery of spiked ATP was still lower than for other metals.

There is a recent trend toward the use of organic wastes such as sewage sludge, as low quality fertilizers for agricul-tural systems (Page et al., 1987; Luo and Christie, 1998). Sewage sludge can be rich in metals. A survey of sludge composition conducted by Sommers (1977) revealed that the mean concentration of Cu was 1210 mg kg21with the maximum of 10,400 mg kg21 in 208 samples collected in the USA. The mean concentration of Zn was 2790 mg kg21 with a maximum of 27,800 mg kg21. Copper, especially Cu applied in organic wastes is not often easily leachable but remains in the topsoil (Chang et al., 1991; Barbarick et al., 1998). Continued application of high metal sludge at high

rates will result in a high concentration of Cu and Zn in top soils. The strong acids often used in soil ATP extractions to lyse organisms and prevent ATP decomposition and adsorp-tion to clay are H2SO4, HClO4 and H3PO4. These acid

extracts have a much higher ability to extract Cu21 and Zn21 from the soil than neutral or alkaline extractant

(Parkinson and Paul, 1982). Although neutralization of ATP extractants is often required before ATP assay, and a buffer may be able to chelate the cations thus alleviating the quenching, the potential for signi®cant quenching of ATP light emission due to Cu21and Zn21in contaminated soils is of concern.

The quenching effect of Ca21and Na1was observed at much lower concentrations than that reported by Aledort et al. (1966) and Karl and LaRock (1975) (Fig. 1). This could be due to the low ATP concentration in the ®nal reaction mixture. Ca21was considered to potentially interfere with the luminescence reaction by substitution for Mg21. Local-ized alteration in Ca21concentration was considered as the mechanism by which ®re¯ies control their light emission and conserve ATP (Aledort et al., 1966). As Ca and Na are abundant in calcareous and saline soils, high concentra-tions of Ca and Na in the extractants may result in signi®-cant underestimation of soil ATP.

4.2. Effects of speci®c heavy metal cation

The presence of heavy metals in soils at high concentra-tions not only decrease soil ATP levels (Brookes and McGrath, 1984), but also signi®cantly reduced the light emitted from ATP bioluminescence reaction (Fig. 2). Although the reaction mixture contains EDTA, which is more effective for chelating trivalent or divalent cations than monovalent (Wu Han University, 1979), it could not prevent the quenching to cease the light emission with Ti31. Hg21is known to inhibit the ATP generating steps of photo-synthesis (Singh and Singh, 1987), however, the quenching effect occurred at a higher concentration than did Ti31. The concentration for quenching to occur with Cr31was similar to that of Cu21and Zn21(Fig. 1).

4.3. Effect of added EDTA

Karl and LaRock (1975) showed that the addition of EDTA may enhance light emission in samples of low ATP content where ionic inhibition is extensive. Since signi®cant light depression at higher cation concentrations was observed in this study, increasing the amount of EDTA above that in the commercial ATP assay kit may be neces-sary for soil ATP assay.

Because there were no cations added to the reaction mixture, the fact that addition of Na-EDTA increased light emission indicates that besides chelating cations reducing light depression, Na-EDTA itself may have an ability to enhance light emission. The large suppression of light emis-sion with further additions of acid-EDTA or Na-EDTA could be attributed to the chelation of Mg21 (Karl and

G. Wen et al. / Soil Biology & Biochemistry 33 (2001) 1±7

Fig. 4. Mean value of relative light emission from ATP bioluminescence reaction…nˆ4†as affected by anions at different concentrations. The bold line is extended from the control. The difference between the control and each cation at difference concentrations was compared using a pairedttest.

p,ppandpppdenotet$t

0:10;t$t0:05andt$t0:01;respectively (dfˆ6).

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LaRock, 1975). Mg21is needed in the ATP luminescence reaction as Mg21 reacts with ATP to form a Mg-ATP complex in the bioluminescence reaction, the substrate for luciferase (Webster et al., 1980). Low concentrations of Mg21would retard the light emission.

The stability of EDTA chelation is in the order of Mg21.

Ba21.Li1.Na1for the four cations with almost all other cations having a much higher stability constant than that of Mg21(Wu Han University, 1979). It is expected that Mg21 will be replaced and released to the solution when other free cations co-exist. Often, high concentrations of Mg21do not depress light emission. Afghan et al. (1977) obtained 91% ATP recovery rate at Mg21concentrations of 10 mM. Webster and Leach (1980) proposed optimized Mg21 concen-tration of 5 mM at ATP concenconcen-tration of 10 ng ml21. The quenching effect observed in this experiment occurring at the concentration of 2.00 mM was because the commercial products contain Na-EDTA as well as the low ATP concen-tration used in the reaction mixture (1.9 ng ATP ml21).

4.4. Anion effects

The order of quenching effect was similar to that reported by Karl and LaRock (1975), except for a reverse in the order of CO3

22and PO

4

32. This order was observed at much lower

concentrations for both ATP and anions than reported. To correspond to the concentration of ATP in blood cells, a concentration of 7 ng ml21 ATP was used in Karl and LaRock's experiment.

Again, great caution has to be applied in ATP biolumi-nescence assay in calcareous and saline soils, as those soils may contain high amount of SO422, CO322 and Cl2. For

agricultural soils, presence of the extractable PO432 and

NO32may enhance light emission. However, in soils

receiv-ing freshly applied chemical fertilizers, N and P concentra-tions could be high enough to quench light emission.

5. Conclusions

This research has revealed that cations and anions at the concentrations that may be encountered in soil ATP extracts affect ATP bioluminescence reactions, when the commer-cial ATP assay kit is used. Speci®c heavy metal cations Ti31, Cr31and Hg21are effective in quenching light emis-sion. However, enhanced light emission was observed with PO432and NO32at low concentrations.

The tests for further addition of EDTA above that in the assay kit indicated that the addition of Mg-EDTA produce neither enhanced nor depressed light emission in a wide concentration range, therefore, it is superior to acid-EDTA and Na-EDTA.

Due to the potential interferences in analysis of ATP in soil of high cations and anions such as calcareous soils, saline soils, and soils which have received large application of biosolids or fertilizers may not provide accurate ATP estimation. The implications may be extended to state that

the presence of cation and anions in soil extractants may require the preparation of ATP standard solutions with simi-lar chemical composition to the soil extract.

Acknowledgements

The project was supported by ESTAC (Environmental Science and Technology Alliance Canada, formerly The institute for Chemical Science and Technology Canada). The authors acknowledge support from the Japanese Society for the Promotion of Science (JSPS) which allowed the ®rst author to complete the manuscript.

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Jadi sesuai dengan judul tersebut bahwa penulis menuliskan kesan dan pesan para pelancong yang pernah menghabiskan waktu liburannya di objek wisata Namo Karang tersebut.. Namo

Telpon ing masyarakat kutha, lan desa-desa wis dudu barang aneh, prasasat saben omah wis padha pasang telpon, jalaran akeh wong emoh repot, mula kanggo nggampangake sesrawungan

Jika tidak ada revisi atau dengan kata lain tulisan mahasiswa yg bersangkutan akan dimasukan dalam jurnal Discerning, mahasiswa yang bersangkutan akan menerima email

Berdasarkan Berita Acara Hasil Pelelangan N0.16/ULP-Pokja PengadaanlDikjar4lper Kesenian SDlKota PaluNll2012 tanggal 1 Juni 2412 dan Penetapan Pemenang No.17lULP-Pokja

Metode penelitian yang digunakan adalah SEM-PLS, yang hasilnya tidak hanya menunjukkan kualitas makanan dapat memicu pemilihan destinasi dan sebagai pembentuk kepuasan

produksi dan menambah ventilasi dan Material (RPN = 72) usulan perbaikannya adalah melakukan trial dalam komposisi pencampuran material yang akan dilebur dan melakukan

Sanggahan dapat diberikan secar a elektr onik melalui aplikasi SPSE atau secar a tertulis ditujukan Kepada Kelompok Ker ja (Pokja) Konsultansi/ Konstr uksi (PKK- I) Unit

Informasi yang dibutuhkan meliputi data apa saja yang digunakan, setiap langkah proses yang dilakukan untuk membuat SA/PAG, hingga berapa waktu yang