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. Author manuscript; available in PMC: 2020 Jan 28.
Published in final edited form as: Anal Biochem. 2000 Jul 15;283(1):83–88. doi: 10.1006/abio.2000.4611

A Protein Biosensor for Lactate

Sabato D’Auria 1,1, Zygmunt Gryczynski 1, Ignacy Gryczynski 1, Mosé Rossi 1,1, Joseph R Lakowicz 1,2
PMCID: PMC6986380  NIHMSID: NIHMS1061231  PMID: 10929812

Abstract

Blood lactate is a clinically valuable diagnostic indicator. In this preliminary report we describe a protein biosensor for L-lactate based on beef heart lactate dehydrogenase (LDH). LDH was noncovalently labeled with 8-anilino-1-naphthalene sulfonic acid (ANS). The ANS-labeled LDH displayed an approximately 40% decrease in emission intensity upon binding lactate. This decrease can be used to measure the lactate concentration. The ANS-labeled LDH was further utilized in a new sensing format, polarization sensing, which is suitable for miniaturization to a point-of-care lactate monitor. However, temporal instability of beef heart LDH indicates the need for further protein engineering prior to development of a more robust lactate-sensing protein.


There is considerable medical interest in measurements of blood lactate. A resting adult produces approximately 1.3 mol of L-lactate per day. L-Lactate, referred to here as lactate, is removed by gluconoegenesis in the liver and to a smaller extent by oxidation in skeletal muscle and the renal cortex (1). Normal resting concentrations of blood lactate range from 0.36 to 0.75 mM at rest with somewhat higher values of 0.36 to 1.7 mM for hospitalized patients (1). Elevated concentrations of blood lactate are indicators of a considerable number of medical conditions. As examples, serum lactate levels are predictive of survival in children after open heart surgery (2) and mortality in ventilated infants (3) and may be preferable to pH for evaluating fetal intraparteum asphyxia (4). In adults elevated blood lactate can predict multiple organ failure and death in patients with septic shock (5) and the function of newly transplanted livers (6). Lactic acidosis is also known to accompany decreased tissue oxygenation, hypovolemic, left ventricular failure, and drug toxicity (1). Measurement of blood lactate is also valuable for monitoring the results of exercise and athletic performance (7). D-Lactate is not produced by humans, and is found in the blood except in the presence of unusual intestinal bacteria.

While blood lactate is a useful diagnostic indicator, its use is hindered by the time required for a lactate determination. Even under favorable conditions a lactate measurement typically takes 30 min or longer, which is too long for many clinical decisions, particularly with critically ill patients (8). Lactate determinations are typically performed by enzymatic oxidation to pyruvate by lactate dehydrogenase (LDH)3 or lactate oxidase, followed by detection of NADH or H2O2, respectively (1, 911).

In the present report we describe an alternative method for measuring lactate using LDH. LDH is a tetramer with a molecular weight of 136,700 ± 2100 Da. A number of isozymes are known to occur as mixed tetramers of the muscle and heart isozymes. We demonstrated that beef heart LDH, when noncovalently labeled with 8-anilino-1-naphthalene sulfonic acid (ANS), displays a decrease in the ANS emission intensity upon binding lactate. This decrease in the ANS fluorescence occurs without consumption of lactate. Additionally, the changes in intensity were shown to be measurable with a simple device which could be developed for use at the patients’ bedside.

MATERIALS AND METHODS

Beef heart LDH, ANS, and L-lactate were obtained from Sigma. LDH was extensively dialyzed against 10 mM sodium phosphate buffer, pH 6.0, at 4°C. After dialysis the enzyme solution was centrifuged at 12,000 rpm for 30 min at 4°C and the supernatant was recovered. The supernatant was filtered by utilizing an inorganic membrane filter, Anotop 10 (Whatman). The obtained enzyme solution represents the starting material for the fluorescence measurements. For all fluorescence measurements the final concentrations of ANS and LDH were 4 and 3 μM, respectively. Steady-state fluorescence measurements were performed in quartz cuvettes in an ISS spectrofluorometer using magic angle polarizer conditions.

Frequency-domain (FD) measurements were performed using instrumentation described previously (12, 13). For excitation at 295 nm the light source was a frequency-doubled cavity dumped R6G dye laser, and the emission observed through a 340-nm interference filter. For 370-nm excitation the light source was a pyridene 2 dye laser and the emission observed through a 465-nm interference filter. The FD measurements were also performed using magic angle polarizer conditions.

The FD intensity decay data were analyzed by nonlinear least squares in terms of the multiexponential model

I(t)=iαiexp(t/τi), [1]

where αi is the preexponential factor associated with the decay time τi, with Σi αi = 1.0. The mean lifetime is given by

τ¯=αiτi2αiτi=fiτi, [2]

where fi is the fractional steady-state intensity of each lifetime

fi=αiτijαjτj. [3]

The amplitude-weighted lifetime is given by

τ=αiτi. [4]

The values of τ¯ are thought to be proportional to the quantum yield of the sample.

A brief description of the theory for polarization sensing is given in the Appendix.

RESULTS

Figure 1 shows the intrinsic tryptophan emission of LDH. Addition of micromolar concentrations of lactate resulted in an approximately 30% decrease in the tryptophan intensity, consistent with an earlier report on the C4 isozyme of LDH (14). Since the intensity remained rather constant upon addition of more lactate, we believe that the enzyme is mostly saturated by 200 μM lactate. We questioned whether lactate binding affected the lifetime or intensity decay of LDH. The frequency-domain intensity decays are shown in Fig. 2, and the multiexponential analyses of these data are given in Table 1. We found no significant change in the mean lifetime, intensity-weighted lifetime, or intensity decay due to lactate binding. Given the modest change in the emission intensity, and the difficulty of using intrinsic protein fluorescence in a clinical setting, we concluded the intrinsic emission of LDH is not useful for lactate sensing.

FIG. 1.

FIG. 1.

Intrinsic fluorescence of LDH in the absence and presence of lactate. Increase of lactate concentration over 200 μM does not introduce further changes in fluorescence intensity.

FIG. 2.

FIG. 2.

Frequency-domain intensity decay of the intrinsic fluorescence of LDH in the absence and presence of lactate. The thin dashed line in the lower panel shows the decay in absence of lactate.

TABLE 1.

Multiexponential Intensity Decay of the Intrinsic Emission of LDH in the Absence and Presence of Lactate

[Lactate] τ〉 (ns)a τ¯ (ns)b αi fi τi (ns) χR2
0.0 3.21 5.54 0.319 0.057 0.60 0.8c
0.399 0.312 2.60
0.282 0.631 7.47
240 μM 3.21 5.33 0.339 0.066 0.63 0.6
0.363 0.280 2.48
0.298 0.653 7.05
a

τ〉 = Σi αiτi.

b

τ¯=ifiτi.

c

The uncertainties in the phase and modulation were taken as δφ = 0.30 and δm = 0.007, respectively.

A clinically useful sensor requires that the wavelength be long enough to allow the use of simple excitation sources. Within the past several years UV output near 370 nm has become available from light-emitting diodes (LED) (1517), and laser diodes as short as 399 nm have been reported (18, 19). LEDs are also known to be useful for nanosecond lifetime measurements because of the capability of high-frequency modulation (16, 17, 20, 21). Hence we labeled LDH with a fluorophore suitable for LED excitation. As a first step we chose ANS because of its well-known sensitivity to its local environment. We found that the emission intensity of an ANS solution with LDH was about 30-fold higher and displayed a blue shift from 525 to 465 nm. ANS concentrations significantly higher than the LDH concentration did not appear to bind to LDH under our experiment conditions. This result is consistent with previous reports that tetrameric LDH binds 4 to 6 ANS molecules, and further addition of ANS does not result in further ANS binding (22, 23). Importantly, the emission intensity of the LDH-bound ANS was sensitive to lactate, and decreased about 40% upon lactate binding (Figs. 3 and 4). We also found that the mean lifetime of ANS decreased upon binding of lactate (Fig. 5 and Table 2). However, these lifetime changes were rather modest and were judged to be too small for lifetime-based sensing (24).

FIG. 3.

FIG. 3.

Emission spectra of ANS-labeled LDH in the presence of increasing concentrations of lactate. [LDH] = 3 μM. [ANS] = 4 μM. Increase of lactate concentration over 240 μM does not introduce further changes in fluorescence intensity.

FIG. 4.

FIG. 4.

Relative emission intensity of ANS-labeled LDH in the presence of increasing concentrations of lactate.

FIG. 5.

FIG. 5.

Frequency-domain intensity decay of ANS-labeled LDH in the absence and presence of lactate. The thin dashed line in the lower panel shows the decay in absence of lactate.

TABLE 2.

Multiexponential Intensity Decay of ANS-Labeled LDH in the Absence and Presence of Lactate

[Lactate] τ〉 (ns)a τ¯ (ns)b αi fi τi (ns) χR2
0.0 9.73 14.8 0.217 0.017 0.78 0.8c
0.290 0.154 5.16
0.493 0.829 16.9
240 μM 9.01 14.4 0.265 0.022 0.77 0.7
0.324 0.208 5.89
0.412 0.770 17.1
a

τ〉 = Σi αiτi.

b

τ¯=ifiτi.

c

The uncertainties in the phase and modulation were taken as δφ = 0.30 and δm, respectively.

In recent publications we addressed the problem of obtaining reliable intensity measurements for sensing which could be used in the absence of useful changes in lifetimes. We developed two such methods, modulation sensing (25, 26) and polarization sensing (27, 28). Polarization sensing is accomplished by constructing a sensor such that a stable intensity reference is observed through one polarizer and the sample is observed through a second orthogonal polarizer. One such configuration is shown in Fig. 6. In this case the reference is an ANS–LDH solution in the absence of lactate, which can be expected to display similar temperature-, time-, or illumination-dependent changes as the sample. This reference is observed through a vertically oriented polarizer. The sample contains ANS–LDH and various concentrations of lactate, and is observed through a horizontally oriented polarizer. The emission from both sides of the sensor is then observed through an analyzer polarizer. The analyzer polarizer is rotated until the emission from both sides is equalized, which can be measured visually (28) or with a simple photocell or photodiode circuit shown in Fig. 6 (29). In this case the analyzer polarizer is rotated until the voltage across the differential electronics (Watson bridge) is zero. The angle of polarizer rotation can then be used to determine the lactate concentration. We called this angle the “compensation angle.” A more complete description of polarization sensing is given in the Appendix.

FIG. 6.

FIG. 6.

Schematic of polarization sensing (top) and simulations of the expected changes in compensation angle for different values of n.

In the previous publications we calculated the change in compensation angle expected for various changes in sample intensity. The simulations in Fig. 6 are for intensity changes comparably to those observed for ANS–LDH. The lower panel of the Fig. 6 shows the compensation angle dependence, Δα from different initial ratio of reference to sample fluorescence intensity, k = IR/IS. Series of curves are plotted for different values of n which represents expected total intensity change of sensing fluorophore in response to analyte. These simulations show that a 40% change in intensity is only expected to result in a modest 6° change in the compensation angle.

We used the apparatus in Fig. 6, with a dual photodiode detector, to measure lactate concentrations (Fig. 7). The intensity change induced by analyte (lactate) results in a change of the compensation angle, Δα, which is related to the concentration of analyte (28, 29). As predicted from Fig. 6, for total intensity change ~40% (n ≈ 1.7) the change in compensation angle was about 6° for the entire range of lactate concentrations. While the range seems small, the compensation angles are readily measured to about 0.1° so that a 6° change corresponds to an accuracy of 2% in the lactate concentration. Except for the UV handlamp light source, the device shown in Fig. 6 was battery powered and could be easily designed as a portable instrument for bedside use.

FIG. 7.

FIG. 7.

Polarization sensing of lactate bound on the emission intensity of ANS-labeled LDH.

DISCUSSION

The results shown for ANS–LDH and the polarization sensor represent only the first step toward development of a useful point-of-care lactate sensor. The beef heart LDH used in these experiments was only moderately stable at room temperature and had to be used within several days following removal from the ammonium sulfate solution.

This difficulty may be minimized by immobilization of the LDH into a matrix which often stabilizes proteins (30). However, we believe that several other steps should be taken prior to selection of the final protein sensor. Proteins from thermophilic organisms are known to display exceptional thermal stability (31, 32), with some proteins displaying activity above 100°C (33). Additionally, it would be desirable to obtain a larger spectral change, preferably with a change in lifetime or a useful spectral shift. Considerable information is available about LDH and its conformational changes upon binding lactate (34, 35). For instance, binding of lactate results in motion of a surface peptide loop by about 10 Å to cover the active site. Also, LDH displays classic hinge motions upon substrate binding. Furthermore, lactate dehydrogenase has been isolated from thermophilic and mesophilic bacteria (36). This information, in combination with site-directed mutagenesis, should allow development of a stable lactate sensor protein displaying large and useful spectra changes. In turn, such a lactate sensor protein would allow development of a bedside lactate monitor.

ACKNOWLEDGMENTS

This work was supported by the National Institutes of Health, National Center for Research Resources, RR-08119 and by an EU contract on Extremeophiles to Professor Mosé Rossi.

APPENDIX

Consider the apparatus shown in the top panel of Fig. 6. The sample (S) and reference (R) sides of the sensor are illuminated with a UV hand lamp. The emission from the reference passes through a vertically oriented polarizer, and the emission from the sample passes through a horizontally oriented polarizer. The emission from S and R is observed through an analyzer polarizer (AP) using a dual photocell.

The emissions passing through analyzer polarizer from the vertical and horizontal sides of the sensor are given by

IV=IRcos2α [A1]
IH=ISsin2α, [A2]

where α is the angular displacement of the analyzer polarizer from the vertical position. The analyzer is rotated until the intensity from reference and sample are equal. For this condition one has

IRcos2α=ISsin2α [A3]

and

tan2α=IRIS. [A4]

A change in the sample intensity induced by the analyte results in changes of the analyzer polarizer angle needed to equalize the intensities. We call this difference the compensation angle, Δα

Δα=α0α. [A5]

In this expression α0 refers to the rotation angle of analyzer polarizer (AP) needed to equalize the intensities in the absence of analyte and α is the angle of AP needed to equalize the reference and sample intensities in the presence of given analyte concentration (28, 29).

To obtain the maximum change in compensation angle, Da, one should consider the initial intensity ratio of reference to sample fluorescence intensities k = IR/IS, where IR and IS are the total intensities. Suppose the intensity of the sensing fluorophore decrease n times in response to analyte. Then the change in compensation angle is given by

Δα=atanIRISatannIRIS. [A6]

Figure 6 shows simulations of the expected changes in compensation angle Δα as a function of initial ratio of the reference to sample fluorescence, k, for different values of n.

Footnotes

3

Abbreviations used: ANS, 8-anilino-1-naphthalene sulfonic acid; FD, frequency domain; LED, light-emitting diode; LDH, beef heart lactate dehydrogenase.

REFERENCES

  • 1.Burtis CA, and Ashwood ER (1999) Tietz Textbook of Clinical Chemistry, p. 1917, Saunders, London. [Google Scholar]
  • 2.Siegel LB, Dalton HJ, Hertzog JH, Hopkins RA, Hannan RL, and Hauser GJ (1996) Initial postoperative serum lactate levels predict survival in children after open heart surgery. Intensive Care Med. 22, 1418–1423. [DOI] [PubMed] [Google Scholar]
  • 3.Deshpande SA, and Ward Platt MP (1997) Association between blood lactate and acid-base status and mortality in ventilated babies. Dis. Childhood 76, F15–F20. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Westgren M, Kruger K, Ek S, Grunevald C, Kublickas M, Naka K, Wolff K, and Persson B (1998) Lactate compared with pH analysis at fetal scalp blood sampling: A prospective randomised study. Br. J. Obstet. Gynaecol 105, 29–33. [DOI] [PubMed] [Google Scholar]
  • 5.Bakker J, Gris P, Coffernils M, Kahn RJ, and Vincent JL (1996) Serial blood lactate levels can predict the development of multiple organ failure following septic shock. Am. J. Surg 171, 221–226. [DOI] [PubMed] [Google Scholar]
  • 6.DeGasperi A, Mazza E, Corti A, Zoppi F, Prosperi M, Fantini G, Scaiola A, Colella G, Amici O, Notaro P, Rocchini A, Ceresa F, Roselli E, and Grugni MC (1997) Lactate blood levels in the perioperative period of orthotopic liver transplantation. Int. J. Clin. Lab. Res 27, 123–128. [DOI] [PubMed] [Google Scholar]
  • 7.Palleschi G, Mascini M, Bernardi L, and Zeppilli P (1990) Lactate and glucose electrochemical biosensors for the evaluation of the aerobic and anaerobic threshold in runners. Med. Biol. Eng. Comput 28, B25–B28. [DOI] [PubMed] [Google Scholar]
  • 8.Detry B, Nullens W, Cao ML, Frans A, Robert A, and Clerbaux T (1998) Assessment of the lactate biosensor methodology. Eur. Respir. J 11, 183–187. [DOI] [PubMed] [Google Scholar]
  • 9.Palmisano F, Centonze D, Quinto M, and Zambonin PG (1996) A microdialysis fibre based sampler for flow injection analysis: Determination of L-lactate in biofluids by an electro-chemically synthesized bilayer membrane based biosensor. Biosens. Bioelect 11, 419–425. [DOI] [PubMed] [Google Scholar]
  • 10.DeMarcos S, Galban J, Alonso C, and Castillo JR (1997) Intrinsic molecular fluorescence of lactate dehydrogenase: An analytical alternative for enzymic determination of pyruvate. Analyst 122, 355–359. [DOI] [PubMed] [Google Scholar]
  • 11.Marzouk SA, Cosofret VV, Buck RP, Yang H, Cascio WE, and Hassan SM (1997) A conducting salt-based amperometric biosensor for measurement of extracellular lactate accumulation in ischemic myocardium. Anal. Chem 69, 2646–2652. [DOI] [PubMed] [Google Scholar]
  • 12.Lakowicz JR, and Gryczynski I (1991). Frequency-domain fluorescence spectroscopy In Topics in Fluorescence Spectroscopy: Techniques (Lakowicz JR, Ed.), Vol. 1, pp. 293–337. Plenum, New York. [Google Scholar]
  • 13.Laczko G, Lakowicz JR, Gryczynski I, Gryczynski Z, and Malak H (1990) A 10 GHz frequency-domain fluorometer. Rev. Sci. Instrum 61, 2331–2337. [Google Scholar]
  • 14.Gupta GS, and Kang BP (1997) LDH-C4–substrate binary complexes studied by intrinsic fluorescence method. Indian J. Biochem. Biophys 34, 307–312. [PubMed] [Google Scholar]
  • 15.Sipior J, Bambot S, Romauld M, Carter GM, Lakowicz JR, and Rao G (1995) A lifetime-based optical CO2 gas sensor with blue or red excitation and Stokes or anti-Stokes detection. Anal. Biochem 20, 309–318. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Szmacinski H, and Chang Q (1999) Micro- and subnanosecond lifetime measurements using a UV light-emitting diode. Appl. Spectrosc 54, 138. [Google Scholar]
  • 17.Sipior J, Carter GM, Lakowicz JR, and Rao G (1997) Blue light-emitting diode demonstrated as an ultraviolet excitation source for nanosecond phase-modulation fluorescence lifetime measurements. Rev. Sci. Instrum 68(7), 2666–2670. [Google Scholar]
  • 18.Landgraf S, and Grampp G (1998) Application of laser diodes and ultrabright light emitting diodes for the determination of fluorescence lifetimes in the nano- and subnanosecond region. J. Inf. Rec 24, 141–148. [Google Scholar]
  • 19.Someya T, Werner R, Forchel A, Catalano M, Cingolani R, and Arakawa Y (1999) Room temperature lasing at blue wavelengths in gallium nitride microcavities. Science 285, 1905–1906. [DOI] [PubMed] [Google Scholar]
  • 20.Fantini S, Franceschini MA, Fishkin JB, Barbieri B, and Gratton E (1994) Quantitative determination of the absorption spectra of chromophores in strongly scattering media: A light-emitting-diode based technique. Appl. Opt 33, 5204–5213. [DOI] [PubMed] [Google Scholar]
  • 21.Sipior J, Carter GM, Lakowicz JR, and Rao G (1996) Single quantum well light emitting diodes demonstrated as excitation sources for nanosecond phase-modulation fluorescence lifetime measurements. Rev. Sci. Instrum 67(11), 3795–3798. [Google Scholar]
  • 22.Kube D, Esakova TV, Ivanov MV, Gromov AI, and Nagradova NK (1987) Detection of ligand induced conformation changes in lactate dehydrogenase by using fluorescent probes. Biokhimiia 52(2), 179–187. [PubMed] [Google Scholar]
  • 23.Ivanov MV, Kube D, and Nagradova NK (1984) The use of auramine O to study ligand binding and subunit cooperativity of lactate dehydrogenase. Biochim. Biophys. Acta 789(2), 216–223. [DOI] [PubMed] [Google Scholar]
  • 24.Szmacinski H, and Lakowicz JR (1994) Lifetime-based sensing In Topics in Fluorescence Spectroscopy: Probe Design and Chemical Sensing (Lakowicz JR, Ed.), Vol. 4, Chap. 10, pp. 295–334. Plenum, New York. [Google Scholar]
  • 25.Tolosa L, Gryczynski I, Eichhorn LR, Dattelbaum JD, Castellano FN, Rao G, and Lakowicz JR (1999) Glucose sensor for low-cost lifetime-based sensing using a genetically engineered protein. Anal. Biochem 267, 114–120. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Lakowicz JR, Castellano FN, Dattelbaum JD, Tolosa L, and Gryczynski I (1998) Low-frequency modulation sensors using nanosecond fluorophores. Anal. Chem 70, 5115–5121. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27.Lakowicz JR, Gryczynski I, Gryczynski Z, and Dattelbaum JD (1999) Anisotropy-based sensing with reference fluorophores. Anal. Biochem 267, 397–405. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Gryczynski I, Gryczynski Z, and Lakowicz JR (1999) Polarization sensing with visual detection. Anal. Chem 71, 1241–1251. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Gryczynski Z, Gryczynski I, and Lakowicz JR (2000) Simple apparatus for polarization sensing of analytes. Opt. Eng, in press. [Google Scholar]
  • 30.Kotorman M, Simon LH, Szajani B, and Boross L (1986) Immobilization of lactate dehydrogenase or polyacrylamide beads. Biotechnol. Affl. Biochem 8, 53–59. [PubMed] [Google Scholar]
  • 31.Mozhaev VV, and Martinek K (1990) Thermostable enzymes: Current and future applications in biotechnology. Adv. Drug Deliv. Rev 4, 387–393. [Google Scholar]
  • 32.Mendez-Arias L, and Argos P (1989) Engineering protein thermal-stability: Sequence statistics point to residue substitutions in a-helices. J. Mol. Biol 1, 808–819. [DOI] [PubMed] [Google Scholar]
  • 33.D’Auria S, Nucci R, Rossi M, Gryczniski Z, Gryczyniski I, and Lakowicz JR (1999) b-Glycosidase from the hyperthermophilic archaeon Sulfolobus sulfataricus: Enzyme activity and conformational dynamics above 100°C. Biophys. Chem 81, 23–31. [DOI] [PubMed] [Google Scholar]
  • 34.Royer GP, Ikeda SI, and Lee TK (1977) Substrate-induced conformational changes in lactate dehydrogenase: Proteolysis of the immobilized enzyme in the presence of specific substrates. J. Biol. Chem 25, 8775–8777. [PubMed] [Google Scholar]
  • 35.Zulli F, Schneiter R, Urfer R, and Zuber H (1991) Structure and function of L-lactate dehydrogenases from thermophilic and mesophilic bacteria. XI. Engineering thermostability and activity of lactate dehydrogenases from bacilli. Biol. Chem. Hoppe-Seyler 372, 363–372. [DOI] [PubMed] [Google Scholar]

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