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Title: Transfusion registry
network providing real-time interaction between users and providers of
genetically characterized blood products
United States Patent: 7,363,170
Issued: April 22, 2008
Inventors: Seul; Michael
(Fanwood, NJ), Danegy; Robert James (Libertyville, IL)
Assignee: Bio Array
Solutions Ltd. (Warren, NJ)
Appl. No.: 11/092,420
Filed: March 29, 2005
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Abstract
Disclosed is a registry system, including
member institutions, in which transfusion donors and recipients are
registered following genotyping, which would typically take place in a
member institution, or a member institution would have access to the
genotyping information, if performed outside. The registry database can be
accessed and searched by members seeking samples of particular type(s).
Systems are disclosed for maintaining economic viability of genotyping in
connection with transfusions, by maximizing the number of units placed
with the minimal number of candidate donors typed. Genotyping of potential
donors, and product supply, is matched to forecasted demand. Genotyping
can also be limited to the more clinically relevant markers. The registry
system can also be integrated with one format of assay which generates an
image for analysis, whereby the imaged results can be analyzed and
redacted by experts in a central location, and then transmitted back to
the patient or their representative.
Description of the
Invention
BACKGROUND
The prevailing paradigm of organizing the supply of blood units available
for transfusion relies on routine typing of transfusion antigens by
hemagglutination. Typically, the major transfusion antigen groups, namely
A, B, O and D, are typed at collection while a select set of minor group
antigens such as RhCE, Kell and Kidd are typed only as needed For blood
group antigens other than ABO and D, source material is diminishing, and
the cost of FDA-approved commercial reagents is escalating. Many
antibodies used for testing for minor blood group antigens (especially
when searching for an absence of a high prevalence antigen) are not
FDA-approved and are characterized to varying degrees by those who use
them. In addition, some antibodies are limited in volume, weakly reactive,
or not available. Collectively, the labor-intensive approach limits the
number of donors one can test; thereby restricting the supply of
antigen-negative RBC products for patients who have produced the
corresponding alloantibody, and, more recently, restricting the supply of
Rh and K matched RBCs for patients in the Stroke Prevention Trial (STOP)
program, which was designed to prevent immunization of such patients.
Recipients exposed to foreign transfusion antigens generally will form
antibodies directed against those antigens. Allo-immunized patients, a
subpopulation comprising approximately 2% of transfused patients, and up
to 38% of multiply transfused patients, require red blood cell products
which do not contain the offending antigen. Such units typically must be
found either in the limited available supply or must be found, in real
time, by serological typing of such likely candidate units as may be
available in inventory. The selection of candidate units for "stat"
typing, performed in immunohematology laboratories, is guided largely by
empirical factors. The delay introduced by the search for matching units
can exacerbate emergency situations and generally will incur substantial
cost to hospitals and/or insurance carriers by delaying in-hospital stay.
More generally, allo-immunization to red blood cell antigens which are
also displayed on other cells (see Table I, see Original Patent) and
recognized by certain pathogens such as malaria, can introduce unnecessary
health risks whose elimination would improve the general health.
The procurement of matched blood to recipients who either display an
uncommon antigen or lack a common antigen, is particularly problematic.
While such incidences are considered "rare," occurring at a rate of one in
1,000 recipients, the supply of matched units is very limited. Thus,
existing national collections of special units, including the American
Rare Donor Program (ARDP), register donors encountered in the
immunohematology laboratories of its members: only 30,000 donors have been
registered (see, e.g., the Red Cross Website). In comparison, the National
Marrow Donor Program (NMDP), a national registry of prospective bone
marrow donors who have been genotyped for polymorphisms in certain loci of
the Human Leukocyte Antigen (HLA) gene complex, in the year 2000,
comprised 2.7 million fully characterized and 4.1 million known donors to
supply matching bone marrow transplants for only .about.2,400
transplantations per year. See, e.g., the National Marrow Donor Program
Website
Distribution of the precious few special units available in the program
also leaves substantial room for improvement. At present, relying
primarily on telephone contacts, only 1,000 special units are placed per
year, while up to 2% of the approximately 4-5 million recipients of blood
transfusions per year, that is 100,000 recipients, would benefit from
improved availability.
In view of this situation, a method of providing a large and diverse
inventory of fully typed blood units, and a method of instant and
efficient distribution of units in response to requests posted to a
central registry would be desirable in order to improve the public health
and to minimize the cost accruing in the health care system in the form of
unnecessarily prolonged hospital stays, adverse transfusion reactions (see
Hillyer et al., Blood Banking and Transfusion Medicine; published by
Churchill Livingston, Philadelphia Pa.) and other potential complications
arising from allo-immunization.
However, absent substantial government or private funding for such an
endeavor, a registry of "critical mass" must be created and operated in a
commercially viable manner. The ARDP operation, representative of current
practice, illustrates the difficulty: In order to identify a special
donor, up to 1,000 donors may have been typed, and from a collection of
30,000 such special units, only 1,000 were placed. While special units
fetch a higher price than do "vanilla" red blood cell products, the
premium does not come close to covering the cost, in view of the
substantial amount of excess typing required. Commercial viability, under
these conditions, is doubtful.
SUMMARY
Described is the efficient organization and operation of a diverse
registry of fully characterized blood units. Preferably, donors are
characterized by DNA typing of the clinically most relevant genetic
markers, including a set of mutations of Human Erythrocyte Antigens (HEA)
including genetic variants of Rh, and additional antigens such as HLA and
HPA. The registry, also referred to as a Transfusion Network, comprising
certain application programs and databases preferably accessible via a
web-browser interface, offers essentially instant access to linked
inventories of typed units of donor blood ("actual" units) as well as
access to genotyped donors who are available on-call ("callable" units),
along with requisite information relating to donor status. Inventories of
actual units or information relating to callable units can be held by
subscribing member organizations, who also may participate in the
operation and governance of the registry.
In a preferred embodiment, the registry network comprises an alliance of
dominant regional and national donor centers (such as New York Blood
Center and United Blood Services) which would set new standards in
transfusion medicine. In another embodiment, regional donor centers and
transfusion services are linked so as to create the critical mass of
regional centers (both domestic and foreign) to decentralize the market by
competing with the dominant national donor centers.
An "actively managed" registry--Existing registries such a the ARDP
largely operate as passive repositories of donors encountered per chance
during blood drives. Registries of bone marrow donors operated by the NMDP
or comparable organizations around the world (REF), while in some cases
actively funding bone marrow drives, operate in essentially the same
manner of underwriting the large-scale typing of volunteer donors and
collecting results. TO the extent that the population of donors and
population of recipients are not balanced, this approach generally will be
very inefficient from the point of view of maximizing the probability of a
matching a recipient request.
To overcome this inefficiency, and to ensure commercial viability, a
preferred strategy is described herein for constructing and maintaining a
registry of genotyped donors which maximizes the number of units placed
with the minimal number of candidate donors typed. To this end, relevant
parameters relating to managing supply and forecasting demand are
identified, and methods are described to optimize these parameters so as
to maximize revenue and minimize total cost. The registry performs
real-time analysis of supply and demand balance and directs its
subscribing members to balance their respective donor typing operations.
A transfusion network, operated as an active registry, permits
near-instant selection of prospective donors matching a given recipient by
way of implementation on a global network such as the world wide web,
thereby also facilitating the efficient distribution of units in
inventory, further supported by transaction management including order
placement and delivery. The registry will generate revenue from
subscription as well as transaction fees, offering a set of products and
services as described herein. Thus, a commercially viable registry, the
first such in transfusion medicine, is disclosed, to improve clinical
outcomes while enhancing economic efficiency.
In one embodiment, large-scale, rapid and cost-effective DNA typing, also
herein referred as genotyping, of prospective donors is performed to
permit instant matching of registered donors to recipients of known
phenotype or genotype in a manner improving the clinical outcome of
transfusion while improving economic efficiencies. To the extent that
genotyped donors are retained, the cost of typing is minimized, as
discussed herein.
The registry server preferably executes a "genetic cross-matching, gXM"
algorithm to identify actual and callable donors within the registry. A
gXM algorithm relating to a selection of the clinically most relevant
human erythrocyte antigen (HEA) mutations is described in a co-pending
application (see Provisional Application No. 60/621,196, entitled "A
Method of Genetic Cross-Matching of Transfusion Recipients to Registered
Donors," as well as applications to be filed claiming priority to it, all
of which are incorporated by reference).
DETAILED DESCRIPTION
In order to maximize the economic efficiency of the transfusion registry,
it will be preferable to adopt a strategy of minimizing the total number
of donors typed for every recipient request fulfilled. The following
exposition refers to a genotype to represent a combination of marker
alleles, where, for each marker, the possible values of the allele are
Normal (1), Homozygous (-1) or Heterozygous (0), and a specific genotype,
representing a combination of alleles, thus has the form of a ternary
string.
Estimating Demand: Requests for Special Units--In order to maintain a
registry of candidate donors such that the maximal number of requests from
prospective recipients for special units can in fact be matched while the
number of excess donors typed is kept to a minimum, it will be critical to
construct an estimate of anticipated demand.
Denote by:
N.sup.R the number of requests anticipated (or received); .lamda. the
probability of receiving ("logging") a request for a specific genotype; .mu.
the probability of matching a request (to a pre-determined level of
resolution) Available evidence indicates that the incidence of certain
genotypes varies substantially between ethnic groups (see G. Hashmi et
al., "A Flexible Array Format for Large-scale, Rapid Blood Group DNA
Typing," Transfusion, in press). Therefore, the probability of a request
for blood from a donor of specific genotype received from a random sample
of a heterogeneous pan-ethnic population in fact represents a weighted
average of probabilities, .lamda..sub.s, for each of multiple constituent
homogeneous subpopulations. The population-specific probabilities may be
cast in the form: .lamda..sub.s.about.(N.sup.(Rs)/N.sup.(R))f.sup.(s).OMEGA.(r)
where f.sup.(s) represents the frequency of occurrence of a certain
allele, the ratio (N.sup.(Rs)/N.sup.(R)) represents the relative
proportion of individuals in subpopulation s within the pan-ethnic
population at large, and .OMEGA.(r) represents a function of excess risk
associated with a specific subpopulation (relative to the population at
large). The function .OMEGA.(r), which may assume positive or negative
values, reflects actuarial probabilities which in turn reflect genetic
risk, e.g., the higher than average incidence of sickle cell anemia in
African-Americans, or higher than average incidence of kidney disease in
certain native American Indian tribes, requiring multiple transfusions,
and environmental risk, e.g., the lower probability of, e.g., the Amish to
suffer trauma in automobile accidents.
The probability, .mu., of matching a specific request depends on the
diversity of the registry and its linked inventories of actual and
callable donors.
Managing Supply: Selection of Donors from Stratified Populations--In
accordance with the preferred strategy of registry operation, the supply
of registered donors will be adjusted to balance the anticipated demand.
Denote by:
N the number of new donors tested; .epsilon. the fraction of special units
encountered in a test population; 0.ltoreq..epsilon.<1; .sigma. the
fraction of special units sold. The probability, .sigma., of selling any
specific unit is determined, for given unit price, by the probability, .mu.,
of matching a request for such a unit. Provided that an acceptable price
for a unit is agreed upon, then: .sigma.=.mu.
Preferably, the strategy for balancing the supply of registered donors
will reflect the increased probability of finding an acceptable match for
a prospective recipient of transfusion within a donor population of
similar heritage. The similarity of genotype among individuals of similar
heritage has been established for a variety of genetic markers such as
those for certain inherited genetic disorders, including so-called
Ashkenazi Jewish Diseases and Cystic Fibrosis (see, e.g., Jewish Virtual
Library website), as well as for the highly variable human leukocyte gene
complex which encodes for the human leukocyte antigens (HLA) determining
the compatibility of recipients and donors of solid organs and bone marrow
through the National Marrow Donor Program website. For blood group
genotypes, but one example is provided by the high incidence in
individuals of South Chinese heritage of the Miltenberger mutation within
the MNS blood group (see M. Reid, "The Blood Group Antigen FactsBook"
(2003)) which is largely absent in individuals of Caucasian heritage.
As with demand estimation, the probability of encountering a specific
genotype in a pan-ethnic and hence genetically heterogeneous donor
population will reflect the existence of constituent homogeneous
subpopulations displaying varying values of that probability: .epsilon.=(N.sup.(1)/N)f.sup.(1)+(N.sup.(2)/N)f.sup.(2)+
. . . +(N.sup.(s)/N)f.sup.(s) where, as before, f.sup.(1), f.sup.(2) . . .
, f.sup.(s) denote allele frequencies. To balance the supply of registered
donors to anticipated demand, it will be desirable to select, for each
subpopulation, s, shared among donor and recipient populations, the number
of registered donors in accordance with the condition: (N.sup.(s)/N)=C(N.sup.(Rs)/N.sup.(R)).OMEGA.(r)
The constant, C, captures factors such as the anticipated number of units
required per recipient. This condition dictates that the registry, rather
then genotyping all corners, would accept only a certain continent of
donors from each subpopulation.
Factors determining Profitability--A key aspect of operating a transfusion
registry network with an acceptable profit margin concerns the pricing for
a test permitting the genotyping a donor sample for a designated number of
genetic markers, preferably by invoking elongation-mediated multiplexed
analysis of polymorphisms ("eMAP"; as disclosed in U.S. application Ser.
No. 10/271,602, incorporated by reference).
Denote by:
N.sub.k the number of new donors tested in year k, where k=0, 1, 2, . . .
, n; R.sub.k the number of repeat donors (from year k-1) in year k=1, 2, .
. . , n; .rho. the fraction of repeat donors; generally R.sub.k<N.sub.k,
and thus .rho.<1. .rho..sub.s the fraction of repeat donors among special
donors; .rho..sub.s<1. .epsilon. the fraction of special units encountered
in a test population; 0.ltoreq..epsilon.<1; c the cost of typing one
sample; .sigma. the fraction of special units sold; s the excess revenue
(over the "vanilla" unit) of a special unit of product. The cost of
screening in year k is: C.sub.k=cN.sub.k-g(R.sub.k, R.sub.k-1 . . . ),
that is, in any year but the first (k=0), the total cost of typing N.sub.k
donor samples will be reduced by a certain portion reflecting the number
of repeat donors from previous years. Various assumptions--manifesting
themselves in specific forms of the function g(R.sub.k, R.sub.k-1, . . .
)--are possible. To the cost of typing must be added the cost of operating
the registry--including transaction costs.
The revenue in year k reflects the sale of special units accumulated in
inventory, that is: S.sub.k=h(N.sub.k, N.sub.k-1, . . . ). Various
assumptions--manifesting themselves in specific forms of the function
h(N.sub.k, N.sub.k-1, . . . )--are possible.
The profit in year k is given by P.sub.k=S.sub.k-C.sub.k. Break-even,
P.sub.k=0, is attained at a certain k.
Claim 1 of 2 Claims
1. A method for reducing the incidence of
allo-immunization in recipients transfused by samples obtained from member
institutions below that otherwise experienced, where member institutions
form a registry which retains a database of genotyped donors, and where
certain member institutions perform transfusions to recipients,
comprising: requiring that certain member institutions genotype donors for
certain molecular markers associated with clinically significant events;
maintaining the genetic marker information associated with the genotyped
donors and the samples which they donate; requiring that certain member
institutions genotype or phenotype recipients for said markers; and
transfusing blood, serum or tissues to recipients only if the donor
genotype precludes the expression of said molecular markers by said
donors. ____________________________________________
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