Method of determining dose of erythropoiesis-stimulating agent
10496794 ยท 2019-12-03
Assignee
Inventors
Cpc classification
G16C20/30
PHYSICS
G01N33/72
PHYSICS
International classification
Abstract
A method of determining an ESA dose, which allows a hemoglobin concentration in the blood to be stably maintained at a target value, and which can decrease a range of fluctuation of the hemoglobin concentration with respect to the target value. The method comprises the steps of: setting the target value of the hemoglobin concentration in the blood; calculating a target value of a hemoglobin production rate which allows the hemoglobin concentration to reach the target value; calculating a serum ESA concentration which allows the hemoglobin production rate to reach the target value, from a relationship between the hemoglobin production rate and the ESA concentration; and calculating an amount of administration of an ESA which gives the serum ESA concentration, from a relationship between the ESA concentration and the amount of administration of the ESA, to determine an ESA dose which allows the hemoglobin concentration to reach the target value.
Claims
1. A method of treating a patient, comprising: a first step of setting a target value of a hemoglobin concentration in blood; a second step of calculating a target value of a hemoglobin production rate which allows the hemoglobin concentration to reach said target value; a third step of calculating a calculated concentration of an erythropoiesis-stimulating agent, which calculated concentration allows the hemoglobin production rate to reach said target value, from a relationship between the hemoglobin production rate at a present moment and the concentration of the erythropoiesis-stimulating agent up to the present moment; a fourth step of calculating an amount of administration of the erythropoiesis-stimulating agent, which amount gives said calculated concentration of the erythropoiesis-stimulating agent, from a relationship between the concentration of the erythropoiesis-stimulating agent and its amount of administration, to determine a dose of the erythropoiesis-stimulating agent, which dose allows the hemoglobin concentration to reach said target value; and a fifth step of administering to said patient said dose of the erythropoiesis-stimulating agent; said third step comprising the steps of: obtaining the hemoglobin production rate at a present measurement of the hemoglobin concentration; calculating a mean concentration of the erythropoiesis-stimulating agent in a length of time between a last measurement and the present measurement of the hemoglobin concentration, from an amount of the erythropoiesis-stimulating agent administered between the last and present measurements of the hemoglobin concentration; calculating a value a indicating a degree of sensitivity of hemoglobin production with respect to the concentration of the erythropoiesis-stimulating agent, from said mean concentration of the erythropoiesis-stimulating agent and said hemoglobin production rate; and calculating said calculated concentration of the erythropoiesis-stimulating agent from said value a and said target value of the hemoglobin production rate.
2. The method of determining the dose of the erythropoiesis-stimulating agent according to claim 1, wherein said target value of the hemoglobin production rate is obtained by dividing a target total amount of hemoglobin by an average lifespan of red blood cells.
3. The method of treating a patient according to claim 1, wherein: the concentration of the erythropoiesis-stimulating agent is calculated in said third step by using a relational expression representing that the hemoglobin production rate is proportional to a logarithmic value of the concentration of the erythropoiesis-stimulating agent.
4. The method of determining the dose of the erythropoiesis-stimulating agent according to claim 1, wherein the concentration of the erythropoiesis-stimulating agent is calculated in said third step by using a relational expression representing that the hemoglobin production rate is linearly proportional to the concentration of the erythropoiesis-stimulating agent.
5. The method of determining the dose of the erythropoiesis-stimulating agent according to claim 1, wherein the hemoglobin production rate at the present measurement of the hemoglobin concentration is obtained according to the following formula (5b):
Greal=CHg2BV/TR+(CHg1BVCHg2BV)/TT(5b) wherein Greal denotes the hemoglobin production rate in an unstable state, CHg 1 denotes the hemoglobin concentration at a given point of time, CHg 2 denotes the hemoglobin concentration measured before the given point of time, BV denotes a blood volume, TR denotes an average red-blood-cell lifespan and TT denotes the number of days between the two points of time.
6. A method of treating a patient, comprising: a first step of setting a target value of a hemoglobin concentration in blood; a second step of calculating a target value of a hemoglobin production rate which allows the hemoglobin concentration to reach said target value; a third step of calculating a concentration of an erythropoiesis-stimulating agent, which concentration allows the hemoglobin production rate to reach said target value, from a relationship between the hemoglobin production rate at a present moment and the concentration of the erythropoiesis-stimulating agent up to the present moment; a fourth step of calculating an amount of administration of the erythropoiesis-stimulating agent, which amount gives said concentration of the erythropoiesis-stimulating agent, from a relationship between the concentration of the erythropoiesis-stimulating agent and its amount of administration, to determine a dose of the erythropoiesis-stimulating agent, which dose allows the hemoglobin concentration to reach said target value; and a fifth step of administering to said patient said dose of the erythropoiesis-stimulating agent; said third step comprising calculating said concentration of an erythropoiesis-stimulating agent according to the following formula (12b):
target MC.sub.ESA=exp(target G/a)(12b) wherein target MC.sub.ESA denotes a mean concentration of the erythropoiesis-stimulating agent which allows the hemoglobin concentration to reach said target value, target G denotes said target value of the hemoglobin production rate, and a denotes a value indicating a degree of sensitivity of the hemoglobin production with respect to the concentration of the erythropoiesis-stimulating agent.
7. The method of determining the dose of the erythropoiesis-stimulating agent according to claim 1, wherein the value a indicating a degree of sensitivity of hemoglobin production with respect to the concentration of the erythropoiesis-stimulating agent is calculated from said mean concentration of the erythropoiesis-stimulating agent and said hemoglobin production rate according to the following formula (10b):
a=G/ln(MC.sub.ESA)(10b) wherein G is the hemoglobin production rate and MC.sub.ESA denotes said mean concentration of the erythropoiesis-stimulating agent.
8. A method of treating a patient, comprising: a first step of setting a target value of a hemoglobin concentration in blood; a second step of calculating a target value of a hemoglobin production rate which allows the hemoglobin concentration to reach said target value; a third step of calculating a concentration of an erythropoiesis-stimulating agent, which concentration allows the hemoglobin production rate to reach said target value, from a relationship between the hemoglobin production rate at a present moment and the concentration of the erythropoiesis-stimulating agent up to the present moment; a fourth step of calculating an amount of administration of the erythropoiesis-stimulating agent, which amount gives said concentration of the erythropoiesis-stimulating agent, from a relationship between the concentration of the erythropoiesis-stimulating agent and its amount of administration, to determine a dose of the erythropoiesis-stimulating agent, which dose allows the hemoglobin concentration to reach said target value; and a fifth step of administering to said patient said dose of the erythropoiesis-stimulating agent; said second step comprising calculating said target value of a hemoglobin production rate according to the following formula (11):
target G=target CHgBV/TR(11) wherein target G denotes said target value of the hemoglobin production rate, target CHg denotes said target value of the hemoglobin concentration, BV denotes a blood volume and TR denotes an average red-blood-cell lifespan.
9. The method of determining the dose of the erythropoiesis-stimulating agent according to claim 1, wherein said mean concentration of the erythropoiesis-stimulating agent in a length of time between the last measurement and the present measurement of the hemoglobin concentration is calculated from the amount of the erythropoiesis-stimulating agent administered between the last and present measurements of the hemoglobin concentration according to the following formula (8b):
MC.sub.ESA=[D.sub.ESA1+D.sub.ESA2+ . . . +D.sub.ESAn][1exp(bTD)]/b/V.sub.ESA/TT(8b) wherein MC.sub.ESA denotes said mean concentration of the erythropoiesis-stimulating agent, D.sub.ESA denotes the dose of the erythropoiesis-stimulating agent and the
Description
BRIEF DESCRIPTION OF THE DRAWINGS
(1)
(2)
(3)
(4)
(5)
DETAILED DESCRIPTION OF THE INVENTION
(6) By the way, a lifespan of a red blood cell which carries hemoglobin is considered to be about 90 days in a hemodialysis patient, while an interval of measurement of a hemoglobin concentration is set at about one month (four or five weeks). Accordingly, hemoglobin existing in the blood is wholly replaced with new one while the hemoglobin concentration is measured three times. Accordingly, in the case where a rate of production of hemoglobin is constant, the hemoglobin concentration is stabilized at a value corresponding to the hemoglobin production rate, within about 90 days. Therefore, in the present invention, an ESA concentration which can give the hemoglobin production rate that allows the hemoglobin concentration to reach a target value within 90 days is calculated, and an ESA dose which can give the above-indicated ESA concentration is calculated.
(7) Provided that a state in which a constant amount (Gg/day) of hemoglobin is produced every day and hemoglobin is removed every day by the same amount as produced is defined as a stable state of hemoglobin dynamics, the hemoglobin production rate in the above-described stable state is obtained by dividing a product of the hemoglobin concentration and a volume of distribution of hemoglobin (blood volume), which product represents a total amount of hemoglobin in the human body, by a lifespan of hemoglobin, namely, the number of days between the production and removal of hemoglobin, as described below in more detail. In this respect, it is noted that the lifespan of hemoglobin is equal to that of the red blood cell which carries hemoglobin, so that the lifespan of hemoglobin is hereinafter referred to as a red-blood-cell lifespan.
(8) Assuming that the stable state of the hemoglobin dynamics lasts for at least TR days which represent a period of survival of the red blood cells, the oldest hemoglobin existing in the blood at a given point of time is produced TR days ago. This means that hemoglobin existing in the blood at the given point of time is wholly produced within the past TR days. Therefore, in the stable state of the hemoglobin dynamics, the total amount (totalHg) of hemoglobin existing in the blood at the given point of time can be represented by the following formula (1).
totalHg=TRG(1)
(9) On the other hand, the hemoglobin concentration (CHg) in the blood is obtained by dividing the above-indicated total amount of hemoglobin by the blood volume (BV) which is estimated to be 8% of the body weight (in the case of a man) or 7% of the body weight (in the case of a woman), and can be represented by the following formula (2).
CHg=totalHg/BV(2)
By applying the above-indicated formula (1) to the formula (2), the following formula (3a) can be obtained.
CHg=TRG/BV(3a)
Further, the formula (3a) can be converted into the following formula (3b).
G=CHgBV/TR(3b)
(10) In the case where an amount of removal of hemoglobin is larger or smaller than an amount of its production, namely, where the hemoglobin dynamics is in an unstable state, the hemoglobin concentration decreases or increases. At this time, the decrease or increase in the hemoglobin concentration generally results from a decrease or increase in the amount of production of hemoglobin, rather than an increase or decrease in the amount of removal of hemoglobin.
(11) Accordingly, provided that the amount of production of hemoglobin per day is defined as the hemoglobin production rate, in the case where the hemoglobin dynamics is in the unstable state and the hemoglobin concentration is fluctuated, it can be said that a difference between total amounts of hemoglobin in the human body at respective two points of time is generated by accumulation of a difference between the hemoglobin production rates at those two points of time. Therefore, the difference between the hemoglobin production rates at the respective two points of time can be obtained by dividing the difference between the total amounts of hemoglobin at those two points of time by the number of days between those two points of time. This relationship is represented by a formula (4) given below. In this respect, it is noted that in the formula (4), G denotes the difference between the hemoglobin production rates at the respective two points of time, CHg 1 denotes the hemoglobin concentration at a given point of time, CHg 2 denotes the hemoglobin concentration measured before the above-indicated given point of time, BV denotes the blood volume, and TT denotes the number of days between the above-indicated two points of time.
G=(CHg1BVCHg2BV)/TT(4)
(12) When the hemoglobin production rate is increasing, G in the formula (4) is larger than 0 (G>0). On the other hand, when the hemoglobin production rate is decreasing, G in the formula (4) is smaller than 0 (G<0). In other words, in the case where the hemoglobin concentrations at respective two points of time are different from each other (in the case where the hemoglobin dynamics is in the unstable state), the hemoglobin production rate is increased by an amount represented by G, as compared with the hemoglobin production rate in the case where the hemoglobin concentrations at the respective two points of time are equal to each other (in the case where the hemoglobin dynamics is in the stable state). Accordingly, the hemoglobin production rate (Greal) in the unstable state is obtained by adding G to G obtained according to the above-indicated formula (3b), and represented by the following formula (5a).
Greal=G+G(5a)
(13) By applying the above-indicated formulas (3b) and (4) to the formula (5a), a formula (5b) for obtaining the hemoglobin production rate in the unstable state is obtained as indicated below. In order to clarify a reference point of time, in the formula (5b), the hemoglobin concentration indicated in the formula (3b) is converted into CHg 2. Further, in the formula (5b), TR denotes the red-blood-cell lifespan, while TT denotes the number of days between the two points of time.
Greal=CHg2BV/TR+(CHg1BVCHg2BV)/TT(5b)
(14) On the other hand, it is recognized that a serum ESA concentration generated as a result of administration of the ESA to the human body decreases exponentially, as shown in
C.sub.ESA(t)=C.sub.ESA(0)exp(bt)(6)
In this respect, it is noted that C.sub.ESA (0)=D.sub.ESA/V.sub.ESA, wherein D.sub.ESA, denotes the ESA dose, and V.sub.ESA denotes the volume of distribution of the ESA. As the constant b, there is used a value obtained based on already reported data, depending on the kind of the ESA. For instance, in the case of darbepoetin , b=0.40943, while in the case of epoetin and epoetin , b=1.2053.
(15) As for the frequency of administration of the ESA, epoetin and epoetin are generally administered 3 times per week, 12-15 times per month, and every 2 or 3 days, while darbepoetin is generally administered once per week, 4-5 times per month, and every 7 days. Where the above-indicated kinds of ESA are administered at the respective frequencies described above, the serum ESA concentration generated as a result of the previous administration of the ESA decreases to almost zero at the time of the ESA administration at a given point of time. Accordingly, provided that the ESA is administered n times between the last measurement of the hemoglobin concentration and the present measurement of the hemoglobin concentration, a mean ESA concentration (MC.sub.ESA) as an integral average value of the ESA concentration in a length of time between the last and present measurements of the hemoglobin concentration is calculated according to the following formula (7a) or (7b).
MC.sub.ESA=[C.sub.ESA1(0).sub.0.sup.TDexp(bt)dt+C.sub.ESA2(0).sub.0.sup.TDexp(bt)dt+ . . . +C.sub.ESAn(0).sub.0.sup.TDexp(bt)dt]/TT(7a)
MC.sub.ESA=[C.sub.ESA1(0)+C.sub.ESA2(0)+ . . . +C.sub.ESAn(0)]/TT.sub.0.sup.TD exp(bt)dt(7b)
(16) In the formulas (7a) and (7b), the
MC.sub.ESA=[D.sub.ESA1D.sub.ESA2+ . . . +D.sub.ESAn]/V.sub.ESA/TT.sub.0.sup.TD exp(bt)dt(8a)
In the formula (8a), the
MC.sub.ESA=[D.sub.ESA1+D.sub.ESA2+ . . . +D.sub.ESAn][1exp(bTD)]/b/V.sub.ESA/TT(8b)
(17) By the way, according to an in vitro experiment, the hemoglobin production rate (G) in a solution in which the red blood cells are being cultured is proportional to a logarithmic value of the ESA concentration (C.sub.ESA) [see Noburo Nagano et al., KIDNEY AND HEMODIALYSIS, 60(6), 1039-1046, 2006] as shown in
G=aIn(C.sub.ESA)(9)
In the formula (9), when the ESA concentration decreases close to zero, the logarithmic value of the ESA concentration decreases toward minus infinity, and accordingly, G decreases toward the minus infinity. Therefore, the formula (9) has a disadvantage that it is not effective where the ESA concentration is extremely low.
(18) However, the above-described relationship between the hemoglobin production rate and the ESA concentration can be approximated to a linearly proportional relationship where the serum ESA concentration of a patient is within a normal range. Where the relationship between the hemoglobin production rate and the serum ESA concentration is approximated to the linearly proportional relationship, some error is generated in a calculated value of G, within the normal range of the serum ESA concentration. However, the above-described approximation has an advantage that it is effective even where the ESA concentration is low.
(19) The above-indicated formula (9) is also applicable to the hemoglobin production rate within the human body. Therefore, by applying the above-described mean ESA concentration to the formula (9), the following formula (10a) can be obtained.
G=aIn(MC.sub.ESA)(10a)
Further, by converting the formula (10a), a formula (10b) for giving a as the value indicating the degree of sensitivity of the hemoglobin production with respect to the ESA concentration can be obtained, as indicated below.
a=G/In(MC.sub.ESA)(10b)
It is noted that the value a in the formula (10b) changes among different patients and depending on the state of the patients, so that the value a is calculated every time of measurement of the hemoglobin concentration, from the present value of measurement of the hemoglobin concentration, the last value of measurement of the hemoglobin concentration, and the mean ESA concentration in a length of time between the last and present measurements of the hemoglobin concentration.
(20) By the way, the hemoglobin concentration of a hemodialysis patient is measured at a frequency of about every month (every 4 or 5 weeks) at the time of initiation of hemodialysis. In the present invention, the ESA dose which allows the hemoglobin production rate to reach a target value at the next time of blood sampling is determined based on the present value of measurement of the hemoglobin concentration, the last value of measurement of the hemoglobin concentration (value measured one month ago), and an amount of the ESA administered to the patient within the one month between the last and present measurements, and the ESA is administered to the patient by the thus determined dose. The ESA dose which allows the hemoglobin production rate to reach the target value at the next time of blood sampling is determined by a method described below.
(21) In a state in which the hemoglobin concentration is stably maintained at the target value, hemoglobin existing in the blood is wholly produced within the past 90 days at a constant rate, and accumulated in the blood. Accordingly, the target value of the hemoglobin production rate is obtained by dividing a target total amount of hemoglobin as a product of the target value of the hemoglobin concentration and the blood volume, by 90 days as the average lifespan of the red blood cells. Namely, the target value of the hemoglobin production rate is represented by a formula (11) given below, provided that target CHg denotes the target value of the hemoglobin concentration representing an amount of hemoglobin desired to exist within the human body at the next time of blood sampling, BV denotes the blood volume, and TR denotes the average red-blood-cell lifespan (90 days).
targetG=targetCHgBV/TR(11)
(22) On the other hand, provided that the mean ESA concentration which allows the hemoglobin concentration to reach the target value is represented by target MC.sub.ESA, a formula (12) given below is obtained by applying target MC.sub.ESA and target G to the above-indicated formula (10a).
targetG=aIn(targetMC.sub.ESA)(12a)
By converting the formula (12a), a formula (12b) for calculating the mean ESA concentration allowing the hemoglobin concentration to reach the target value, from the target value of the hemoglobin concentration, is obtained as indicated below.
targetMC.sub.ESA=exp(targetG/a)(12b)
In this respect, it is noted that the value a is calculated according to the above-indicated formula (10b) by using the hemoglobin production rate at the present moment and the mean ESA concentration based on the previous ESA administrations.
(23) Then, by applying the above-indicated formula (11) to the formula (12b), a formula (13) for obtaining the mean ESA concentration allowing the hemoglobin concentration to reach the target value, from the target value of the hemoglobin concentration, is obtained as indicated below.
targetMC.sub.ESA=exp(targetCHgBV/TR/a)(13)
(24) After the mean ESA concentration which allows the hemoglobin concentration to reach the target value is calculated according to the formula (13), the ESA dose which gives the above-described mean ESA concentration is obtained. Initially, by applying, to the above-indicated formula (8b), a total amount of the ESA (target D.sub.ESA1+target D.sub.ESA 2+ . . . +target D.sub.ESA n) to be administered from the present moment to a target point of time in order to achieve the mean ESA concentration (target MC.sub.ESA) which allows the hemoglobin concentration to reach the target value, a formula (14a) indicating a relationship between target MC.sub.ESA and target D.sub.ESA 1, target D.sub.ESA 2, . . . target D.sub.ESA n is obtained as indicated below.
targetMC.sub.ESA={targetD.sub.ESA1+targetD.sub.ESA2+ . . . +targetD.sub.ESAn}{1exp(bTD)}/b/V.sub.ESA/TT(14a)
By converting the formula (14a), a formula (14b) for obtaining the total amount of administration of the ESA (target D.sub.ESA 1+target D.sub.ESA 2+ . . . +target D.sub.ESA n) allowing the hemoglobin concentration to reach the target value, from target MC.sub.ESA, is obtained as indicated below.
targetD.sub.ESA1+targetD.sub.ESA2+ . . . +targetD.sub.ESAn=targetMC.sub.ESAbV.sub.ESATT/{1exp(bTD)}(14b)
(25) By the way, where the amount of administration of the ESA which allows the hemoglobin concentration to reach the target value is calculated according to the formula (14b), the calculated value indicates a total amount of the ESA doses (target D.sub.ESA 1, target D.sub.ESA 2, . . . target D.sub.ESA n) to be administered from the present point of time of measurement to the target point of time of measurement, and does not indicate each of those ESA doses. Therefore, in the case where the ESA is to be administered to the patient by the amount calculated according to the formula (14b), the dose per administration should be determined by dividing the amount calculated according to the formula (14b) by a required number of administration, since the amount calculated according to the formula (14b) is the total amount of the ESA doses to be administered from the present point of time of measurement to the target point of time of measurement. On the other hand, the ESA is marketed while being accommodated in ampoules, so that the ESA is administered to the patient on an ampoule-to-ampoule basis. For instance, epoetin and epoetin are marketed while being accommodated in the ampoules respectively containing 750 units, 1500 units and 3000 units of epoetin or epoetin , while darbepoetin is marketed while being accommodated in the ampoules respectively containing 10 g, 15 g, 20 g, 30 g, 40 g and 60 g of darbepoetin . The amount of the ESA accommodated in each ampoule does not necessarily match the theoretical ESA dose per administration obtained by dividing, by the required number of administration, the total amount of the ESA doses to be administered from the present point of time of measurement to the target point of time of measurement, which total amount of the ESA doses is obtained according to the above-indicated formula (14b).
(26) Therefore, in practice, the ESA is administered by using the ampoule containing the ESA in an amount closest to the above-described theoretical ESA dose per administration obtained by dividing, by the required number of administration, the total amount of the ESA doses to be administered from the present point of time of measurement to the target point of time of measurement, which total amount of the ESA doses is obtained according to the above-indicated formula (14b).
(27) The above-described specific steps of the method of determining the ESA dose according to the invention are shown in the flowchart of
(28) By administering, to the patient, the ESA such as epoetin , epoetin and darbepoetin by an amount calculated by the method of determining the ESA dose according to the invention, the target value of the hemoglobin concentration can be achieved with a high degree of stability within the red-blood-cell lifespan of about 90 days, to advantageously improve a degree of anemia of the patient and remove factors which cause an increase in the risk of death.
EXAMPLE
(29) To clarify characteristics of the invention more specifically, a representative example of the invention will be described. However, it goes without saying that the invention is by no means limited to the details of the illustrated example.
(30) Initially, an ESA (darbepoetin ) was administered to a male patient of 66 years old (body weight: 53.2 kg) for six months, by employing a method of controlling an ESA dose according to a conventional algorithm, and setting the target value of the hemoglobin concentration at 10.5 g/dL. In this respect, it is noted that a relationship between the hemoglobin concentration (Hg) and the ESA dose according to the conventional algorithm is indicated below.
(31) TABLE-US-00001 Hemoglobin concentration (Hg) ESA dose Hg >13.0 g/dL resumed after interruption of two weeks 13.0 g/dL Hg > 12.0 g/dL reduced by 25-50% 12.0 g/dL Hg > 11.0 g/dL reduced by 25% 11.0 g/dL Hg > 10.0 g/dL unchanged 10.0 g/dL Hg increased by 25-50%
(32) Then in the subsequent six months, the ESA (darbepoetin ) was administered to the patient by determining the ESA dose according to the method of the invention, and setting the target value of the hemoglobin concentration at 10.5 g/dL.
(33) A change of the hemoglobin concentration (g/dL) of the patient measured every month at the time of blood sampling is shown in
(34) As is apparent from
(35) In the case where the conventional algorithm was employed, an amount of use of the ESA (darbepoetin ) was 546.2 g/month, whereas in the case where the method of the invention was employed, the amount of use of the ESA was 511.9 g/month. This reveals that the amount of use of the ESA can be reduced according to the method of the invention, as compared with that required according to the conventional algorithm.