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Research Article

Modeling of the in vivo kinetics of antioxidants delineates suitable parameters for selecting potential antioxidant adjuvants for cancer therapy

, , , , , , & show all
Pages 306-317 | Received 19 May 2008, Accepted 16 Jan 2009, Published online: 03 Feb 2010

Abstract

To find in vivo behaviors of an antioxidant when used as an adjuvant cancer therapy, a more detailed integrated pharmacokinetic scheme is needed. Major reaction parameters associated with the sequential routes from ingestion to decay of an antioxidant were used in mathematical analysis, which included absorption rate coefficient ka, quenching rate coefficient of the antioxidant kq1 and tissue quenching rate coefficient kr. The model was then treated with computer simulation using cited decay rate coefficients and some assumed parameters. When intestinal absorption rate coefficient ka becomes larger, retention time of antioxidant in plasma would be prolonged. moreover, ka had no effect on either quenching ability of antioxidants or tissue recovering capability. in quenching plasma ROS, the larger the quenching coefficient kq1, the shorter peak- and the life-times would be for the secondary free radicals that are formed in primary quenching. Conclusively, it is suggestive to prescribe an antioxidant therapy with an appropriate values of ka and larger values of kq1.

Introduction

Antioxidants are often utilized to inactivate in vivo reactive oxygen species (ROS). Generally, ROS include superoxide anion, hydrogen peroxide, hydroxyl free radicals, singlet oxygen molecule, lipid hydroperoxide, and RO1•, RO2•, etc. These reactive species are apt to exert damage to tissues even though they may be acting as a protective. Some antioxidants such as glutathione and uric acid are naturally present within human cells, while vitamin E (α-tocopherol), vitamin C (ascorbic acid), polyphenolics and carotenoids are available from foods. The role of dietary antioxidants including vitamin C, vitamin E, carotenoids and polyphenolics in disease prevention has received much attention in recent years (CitationFeri, 1994; CitationHalliwell et al., 1995; CitationSies & Stahl, 1995; CitationJeffery et al., 2003). Lycopene had been reported to be the most potent antioxidant, with a singlet oxygen quenching ability twice as high as that of  β-carotene and 10-times higher than that of α-tocopherol (CitationDi Mascio et al., 1989).

Current dietary guidelines to combat chronic diseases, such as cancer and coronary artery disease (CAD), recommend intake of plant foods that are rich in antioxidants (CitationDHHS, 2005; CitationUSDA, 2004). These observations with the epidemiological data indicate that diets rich in fruits and vegetables are able to reduce risk of numerous chronic diseases (CitationBlock et al., 1992; CitationGaziano et al., 1995; CitationSteinmetz & Potter, 1996; WCRF, 1997; CitationHollman & Katan, 1999).

Recently, the use of Chinese medicines and herbs has expanded in the Western medical world. Most of their constituents possess antioxidative properties. More importantly, their specific polysaccharides or characteristic proteoglycans have been successfully applied to cancer treatment through stimulating or enhancing the immune activity of the patients (CitationMains, 1958; CitationKim et al., 2003; CitationMau et al., 2003). Recently, many other singlet oxygen scavengers as well as antioxidants are continuously under investigation (CitationLapenna et al., 2002; CitationEgashira et al., 2003; CitationKim et al., 2003; CitationKuzkaya et al., 2003; CitationLeonard et al., 2003; CitationMancuso et al., 2003; CitationMatsuzaka et al., 2003; CitationNakanishi et al., 2003).

Patients afflicted with malignant tumors are always suffering from severe attacks by high levels of ROS inherently released in their bodies. The species of ROS concerned depends upon the pathological status of the tumors (CitationJackson & Loeb, 2001; CitationHaklar et al., 2001). As a rule, superoxide anions are normally found as the major ROS in many patients at the initial stages, while some have merely tremendously high hydrogen peroxide levels (CitationSauer et al., 1997). Nevertheless, in the last clinical stages hydrogen peroxides are the only predominating ROS species (CitationSzatrowski & Nathan, 1991). Some hematological neoplasms are more or less improvable at the initial stages if antioxidants are properly administered in combination with chemotherapy (CitationDrisko et al., 2003; CitationWeijl et al., 2004). Conventionally, the antioxidants often used are α-tocopherol and ascorbic acid (CitationWolf et al., 1998; CitationBjelakovic et al., 2004). However, the prognosis was found to vary, depending upon both the dosages and duration of treatment (CitationJurkiewicz & Granger, 1998; CitationYoung & Lowe, 2001). And even more often, higher dosages and/or prolonged therapy always show much adverse effect in the long run (Tzeng-H Lin, personal communication).

Up to the present, kinetic studies related to antioxidants (CitationAliaga et al., 2003; CitationCevallos-Casals & Cisneros-Zevallos, 2003; CitationEgashira et al., 2003; CitationGoldstein et al., 2003; CitationKim et al., 2003; CitationLatkar et al., 2003; CitationReddan et al., 2003; CitationUdilova et al., 2003) were mostly associated only with the quenching ability of the specific component or some extract fraction of phytochemicals. In fact, the prognosis of any cancer therapeutics with antioxidants is still unclear if only by considering the quenching capability (CitationTaubert et al., 2003; CitationZhao et al., 2003). To our knowledge, an integrated concept or guidance associated with the selection rule of an antioxidant has never been documented. Thus, within a safe range of an antioxidant on prescription, this present study first tried to develop a selection rule through mathematical analysis with the aim to give a more practical and solid guidance to such an adjuvant therapy.

Materials and methods

Since the Stern-Volmer Equation as often cited in the literature is obviously inapplicable to the selection rule of antioxidants, we first tried to develop a novel integrated mathematical model to describe the in vivo pharmacokinetic aspects of an antioxidant. In this modeling, some selected antioxidants were screened by computer simulation for its relevant parameters in order to achieve a more precise selection rule of an antioxidant.

Derivation of the model

Notations

lists all the notations used in the mathematical modeling.

Table 1. Notations used in mathematical descriptions.

The descriptive model

The model illustrating an antioxidant uptake from ingestion to the focus (tumor) site can be described by .

Figure 1. The descriptive model for an antioxidant in vivo.

Figure 1.  The descriptive model for an antioxidant in vivo.

Briefly, when an amount of antioxidant Qo is ingested per os, it passes through the intestine by intestinal absorption to reach a primary serum concentration of Q1. During circulation and transportation, the antioxidant (Q1) is partially attenuated by the in vivo free radicals (RO•) co-existing in plasma, whereupon it is transformed into less active secondary free radical Q2•, which in turn is decayed by two mechanisms: one through tissue quenching (TH1), and the other by water quenching (H2O). The former is accompanied with the formation of slightly damaged tissue (T•) which soon recovers to a pseudo-healthy state TH′1. In the latter, the secondary free radicals Q2• are quenched in vivo on reacting with the water molecule. As a consequence, the tertiary free radicals are released. On reacting with the hydroxyl free radicals (OH•), a concurrent formation of inactivated Q2H is achieved. Normally, in healthy subjects, all the hydroxyl free radicals (OH•) produced through such a mechanism are first coupled to form hydrogen peroxide (H2O2). Subsequent and rapid degradation is followed by enzyme catalase action in vivo, yielding 1 mole of H2O and 1/2 moles of oxygen from decomposition of per mole of H2O2 (). However, in patients with overwhelming production of free radicals, an adjuvant antioxidant therapy would be preferentially recommended.

Assumptions

Assumption 1

The parameters concerned in any medicine to measure its efficacy, if administered per os, involve the solubility, the absorbability, the transportability, and the signal transduction. Presuming equal solubility, the absorbability would play the primary limiting factor. Thus it is assumed that the intestinal absorption () of all antioxidants into the circulatory system is a primary limiting factor regardless of their species and quantity.

Assumption 2

All reaction steps involved are considered to proceed by elementary first order kinetics. The transient serum amount of antioxidant Q1 is limited compared with the huge amount of in vivo ROS radicals (symbolized as RO• in ) that are constantly “pumped out” by the damaged tissues, hence first order kinetics with respect to the antioxidant concentration is applicable.

Assumption 3

With exception of the small hydroxyl free radicals, coupling reactions occur neither among the ROS free radicals RO• nor within the secondary free radicals Q2• () formed upon quenching.

The prohibiting rules are:

  1. The mass action law: further self-coupling reactions are unlikely according to the mass action law (CitationZumdahl, 2004) when extensively diluted by tissue fluids which co-exist with the secondary free radicals Q2•.

  2. The steric hindrance: the complexity of their original main structures and the possible huge chemical structures of the products, in case resulting from the coupled reactions. Theoretically, the termination of Q2• () by self-coupling reaction is likely to occur; however, in reality the drawback of its huge molecular steric hindrance (such as with formation of a tannin molecule) (CitationNawar, 1996) and dilution effect by the tissue fluids would actually exclude such probability. Instead, the overwhelming large population of tissue cells nearby can more easily take the advantage to combine with Q2• ().

Assumption 4

Both the ROS and the intermediate antioxidant Q2•, the latter even already having been greatly attenuated to less active radicals, are considered still to be harmful to the tissues and capable of damaging the cells, a phenomenon usually evidenced by the abuse of over-dosage of antioxidants (Tzeng-H Lin, personal communication).

Assumption 5

The newly formed free radicals Q2• () are eliminated through two possible mechanisms, i.e. either by autodecay (to trap electrons from H2O) or reacting with the cytoplasmic components inside the tissues (TH1) (), both of which co-exist in tremendous amounts compared to any other reacting species. Consequently, their changes due to free radical reactions are negligible, i.e. practically a zero order kinetics with respect to tissues or tissue fluids nearby.

Assumption 6

The reaction of the intermediate antioxidant free radicals Q2• with H2O is a minor one in vivo compared to that reacting with the tissues (TH1) (), because the oxidative reactions of all antioxidants are always irreversible, whether in the atmosphere or in aqueous solution (CitationDi Mascio et al., 1989; CitationNawar, 1996; CitationMatsuzaka et al., 2003).

Assumption 7

Normally, the decay of the hydrogen peroxide produced from the hydroxyl free radical coupling can be sufficiently accomplished by enzyme catalase in vivo. However, in cases of overwhelming production, such as in patients with carcinoma, the use of antioxidants as an adjuvant therapy would be required.

The mathematical description

By following the descriptive model (), the net accumulation rate of an antioxidant to reach a concentration of Q1 in serum is

On quenching by the reactive oxygen species [RO•] co-existing in plasma, we have the disappearance rate for [Q2•]

practically,

hence, assuming that the tissue and water quenching can be lumped together, the net production rate of the secondary free radicals [Q2•] resulting from the quenching process is

Mathematical model derivation

The quenching rate equation for the in vivo reactive oxygen species free radicals RO• () is

Because each reaction obeys first order kinetics (Assumption 2), the rate laws for each species, Q1, Q2•, and Q2H, respectively, are

and

Alternatively, Equation 7 is expressed as

These coupled differential equations (Equations 1, 6, and 7) can be solved analytically. Assuming that the initial concentrations at time t = 0, we have

From Equation 1 we have the instantaneous accumulation of antioxidant by intestinal absorption:

Integration of Eq. 10 gives

and similarly, we have

Thus, according to our hypothesis, Equations 11 to 13 are the mathematical equations that will be used to solve the graphical problem of chemical reactions (Equations 15 to 18).

Parameter collection and estimation

The focus of interest is to analyze the optimum kinetics starting from the effective concentration of antioxidant (Q1) through the intermediate free radicals Q2• and its subsequent decay reactions (). Thus, the related free radical—antioxidant interaction in vivo can be described by the following three stages.

Initiation and generation

This step () can be initiated by many factors, either internal or external, such as carcinoma, chemotherapy, etc.

Propagation and retardation

The retardation by the antioxidants (Q1) in plasma on the in vivo free radicals (RO•) () is mainly through

The secondary free radicals Q2• produced are in turn decayed through tissue (TH1) quenching:

Thereupon damaged tissues (T•) may soon recover, provided the patients are in good, healthy condition, to a less damaged status TH′1 with simultaneous production of tertiary free hydroxyl radicals OH• ().

Alternatively, the free radicals Q2• (Equation 15), on reaction with water molecules, also yield tertiary hydroxyl free radicals ().

Termination

The probable overall termination reactions may involve 1) the self-coupling of free radicals Q2•:

a mechanism which is prohibited by Assumption 3, and 2) the self-coupling of hydroxyl free radicals OH•’:

Thus, only Equation 20 is considered to be significant. Normally, all the hydroxyl free radicals coupled to produce H2O2 (Equation 20) molecules could be in turn completely decomposed by enzyme catalase in healthy subjects (Equation 21). However, for patients with carcinoma or some inflammatory responses, the overwhelming production of free radicals in vivo would require an adjuvant antioxidant therapy to suppress such huge amounts of free radicals constantly released from tissues ().

A collection of the relevantly cited and/or assumed parameters are listed in .

Table 2. The cited parameters of antioxidants, free radicals in healthy and cancer subjects.

Computer simulation

The parameters used for computer simulations using Equations 11 to 13 are shown in , some of which were assumed values.

Table 3. Different settings considered for computer simulations.

Computer simulation was performed using three representative categories of antioxidants as listed in , i.e., the low quenchers as presented by model compound α-tocopherol, the moderate quencher by mannitol, and the high quencher by lycopene.

Results and discussion

(A to F) shows the outcome behavior resulting from the computer simulation of different antioxidant therapeutic settings ().

Figure 2. Simulated behaviors of different antioxidant settings. (A) Category 1: The low quencher α-tocopherol with slow absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 sec. (B) Category 1: The low quencher α-tocopherol with rapid absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 x 10−2 sec. (C) Category 2: The moderate quencher mannitol with slow absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 x 10−1 sec. (D) Category 2: The moderate quencher mannitol with rapid absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 x 10−4 sec. (E) Category 3: The high quencher lycopene with slow absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 200 sec. (F) Category 3: The high quencher lycopene with rapid absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 10 sec.

Figure 2.  Simulated behaviors of different antioxidant settings. (A) Category 1: The low quencher α-tocopherol with slow absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 sec. (B) Category 1: The low quencher α-tocopherol with rapid absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 x 10−2 sec. (C) Category 2: The moderate quencher mannitol with slow absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 x 10−1 sec. (D) Category 2: The moderate quencher mannitol with rapid absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 20 x 10−4 sec. (E) Category 3: The high quencher lycopene with slow absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 200 sec. (F) Category 3: The high quencher lycopene with rapid absorption. [Q2•] is shown with the second Y-axis and [Q1] is simultaneously shown in the insert with the abscissa from 0 to 10 sec.

In addition to the parameter reported by CitationNawar (1996), we took advantage of α-tocopherol, mannitol, and lycopene as the authentic model compounds, representing low quencher (kq1 0.3 × 1015 μM−1s−1), moderate quencher (kq1 1.9 × 1015 μM−1s−1), and high quencher (kq1 31 × 1015 μM−1s−1), respectively (). Methionine (kr, 5.6 x 1015 μM−1s−1), being abundant in all tissues where there is protein, was uniquely used to serve as the tissue quencher by which the secondary damage caused by the antioxidant free radicals can be eliminated. In fact, the quenching capability for ROS by mannitol has attracted much attention and is extensively used to treat patients with brain edema (Peter Ott, personal communication). According to Ott, since the baseline mannitol concentration in plasma is almost negligible (similar results as shown in and 2D), and the regular dosage commonly given to patients is 500 mL mannitol (15%), being actually equivalent to 75 g (or 411 mmol) of mannitol to yield a final concentration of 130 mM, provided it is completely and evenly distributed in 3 L of plasma. Thus, in this paper the initial concentration, 130 mM (i.v.) or 823410 μmol/L mannitol (per os), was chosen as the authentic clinical moderate antioxidant for model simulation.

In the case of a low quencher, such as α-tocopherol at 2000 μmol/L (category 1 in ), results showed that absorption was almost instantaneously effected ( and ) and relapsed within 10 s and 12 × 10−2 s for slow (ka = 1 μM−1s−1) and rapid (ka = 50 μM−1s−1) absorptions, respectively (abscissa in and B inserts). For both cases, and as can be seen in , the peak concentrations of the intermediate free radicals [Q2•] all reached a peak of 64 × 10−6 mol/L at 2 × 10−15 s, tailing off to nil at 20 × 10−15 s and 18 × 10−15 s, while the recovery of the stable α-tocopherol (generalized as Q2H) took a period of 18 s and 18 × 10−2 s, respectively. In the case of the moderate quencher, mannitol, which at a concentration of 823410 × 10−6 mol/L (category 2 of ), behaved as a more powerful quencher than α-tocopherol, has suppressed the intermediate free radicals (Q2•) to a peak of 140000 × 10−6 mol/L at 5 × 10−16 s with a life time of 32 × 10−16 s and 32 × 10−16 s, and correspondingly, with the stable recovered form of mannitol (generalized as Q2H) maximized at 40 × 10−16 s and 35 × 10−16 s for the slow (ka = 5 μM−1s−1) and the rapid (ka = 5000 μM−1s−1) absorptions, respectively (). Correspondingly, the serum mannitol levels (expressed in general formulas Q1) relapsed within 12 × 10−1 s and 12 × 10−4 s (abscissa of inserts), respectively. In contrast, for the most powerful quencher lycopene (category 3 in ), its serum levels (expressed in general form as Q1) as effected by absorption were found to have been completed within 120 s and 6 s for slow and rapid absorptions, respectively (abscissa of inserts). Comparing the two species of quenchers as discussed above, the peak time of the intermediate free radicals (Q2•) has been greatly reduced to 2 × 10−16 s () with a life time of 12 × 10−16 s, regardless of the slow (ka = 0.05 μM−1s−1) or rapid (ka = 0.5 μM−1s−1) absorption. Most prominently, the stable recovered lycopene (Q2H) reached a saturated phase within 12 × 10−16 s despite the slow or rapid absorption (). The implication indicates that lycopene can be an excellent adjuvant antioxidant therapy, because of being characteristic of persisting serum levels and with extremely shortened life time (12 × 10−16 s) for its secondary free radicals. As well cited, whose secondary damaging effect is also currently being concerned. A comparison of the outcomes from different settings by computer simulation is listed in .

Table 4. A comparison of the outcomes from computer simulation of different settings*.

In summary, all results obtained from simulation implicitly indicated that with the same quencher, more rapid absorption actually could have shortened the lifetime as well as the secondary damaging effect of Q2•. As the overall damaging effect of an antioxidant is proportional to the total area covered by the peak, which in turn is a function of the intensity (y-axis) multiplying with the life time (x-axis), such a parameter has been used to evaluate the damaging effect of radiotherapy. Thus, lycopene can exhibit a better choice for antioxidant therapy, whose attacking capability resulting from the intermediate free radicals (Q2•) could have been greatly eliminated within an extremely short period, i.e., a choice of selective condition with the least damaging effect.

In the above simulated results, obviously, the overall effects can be seen to be inter-dependent on the kinetic constants including the absorption rate coefficient Ka, the quenching activity Kq1, and the tissue recovering ability Kr (, and ). Yet for patients with dyspepsia, their absorption rates can be reduced to a great extent or even totally to indigestion, as usually found in patients with late stage carcinoma or lymphoma, whose absorption capability thus may significantly become the limiting step in the whole protecting sequence of reactions. Moreover, the predicted selection rule as shown in has revealed that the quenching would be extremely affected to a great extent in which the lifetime of the antioxidant free radical can be significantly shortened, provided a ratio of Kr /Kq1 is maintained at values below 0.1. When the ratio is raised to a value above 10, the life time of the secondary free radical could be extended and lengthened to a rather longer period, even with the peak having been suppressed to less than 15 × 10−6 M with a flattened curve, still resulting in a larger area to be covered by the curve of Q2•, as discussed above, a corresponding status of increased risk of secondary damage. However, when the ratio is raised to values larger than 1000, the vanishing effect on the secondary free radicals is still also appreciated ().

Figure 3. To find the optimum kinetic constant ratio by prediction of the behavior of the secondary free radical, Q2• with respect to the ratio of Kq2/Kq1.

Figure 3.  To find the optimum kinetic constant ratio by prediction of the behavior of the secondary free radical, Q2• with respect to the ratio of Kq2/Kq1.

Hence, to serve as an antioxidant therapy, other than the toxicity, the conditions with proper values of Ka and as large as possible the values of Kq1, and if applicable, with the ratio Kr/Kq1 below 0.1 or higher than 1000, are suggested to be taken into consideration ().

Comparing with other species of antioxidants which are usually used clinically as complementary medicines, results indicated that both lycopene and mannitol are indeed good to excellent antioxidants within the modeling concern, besides, they are characteristic of revealing moderate to high quenching capability, being easy to administer either per os (or mannitol by i.v.), non-toxic, and most importantly, prescribeable in larger dosages that are usually needed for a more prolonged and a safer protection of the patients.

Conclusion

Using antioxidants as a complementary therapy in treating cancers may be feasible, yet the clinical outcomes and prognosis have been rather varying and crucial. Our present mathematical analysis indicates that the absorption rate coefficient Ka could only affect the retention of the ingested antioxidant plasma levels. Higher quenching rate coefficient Kq1 (such as that with lycopene) is able to shorten the peak and the lifetimes of the antioxidant secondary free radicals to within 2 × 10−16 s and 14 × 10−16s, compared to 2 × 10−15 s and 18 × 10−15s, respectively by low quencher α-tocopherol.

We conclude that in considering an antioxidant therapy, other than the toxicity, it is suggestive to prescribe an antioxidant therapy with a proper value of Ka and larger values of Kq1. Following such a rule, we also confirmed that both mannitol and lycopene are excellent antioxidants and suggestive of use in the complementary therapy.

Declaration of interest

The authors are grateful to the financial support from NSC-96-2320-B-241-006-MY3 and 94TMU-TMUH-02. The authors also acknowledge the partial financial supports of the grants: SKH-TMU-93-37 from the Shin Kong Wu Ho-Su Memorial Hospital and TMU96-AE1-B08 from the Taipei Medical University, Taiwan.

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