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A Matching Algorithm for

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The British Transplantation Society and NHS Blood and Transplant worked together ... 400 transplants that could not proceed over 2-year period due to blood group and ... – PowerPoint PPT presentation

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Title: A Matching Algorithm for


1
A Matching Algorithm for Paired Living Kidney
Donation in the UK
Joanne Allen Senior Statistician NHS Blood and
Transplant
2
Background
3
Paired living kidney donation
Blood group and tissue type incompatibility
prevent many potential living donor kidney
transplants A simple exchange of suitable donor
kidneys is one possible solution Couple
1 Couple 2 Recipient 1 Recipient 2
Donor 1 Donor 2
Human Tissue Act made this possible in the UK
from Sept 2006
4
Background
  • The British Transplantation Society and NHS Blood
    and Transplant worked together to develop
    arrangements for paired donation in the UK
    working party
  • Diverse range of views
  • A national scheme
  • is required by the HTA
  • will maximise the potential of paired donation -
    although a local bias is preferred
  • will be regularly reviewed
  • should be limited to paired rather than pooled
    donation initially

5
Stages involved in the UK paired donation scheme
6
Matching process Stage 1 Identify all possible
2-way exchanges
Say we have 5 couples and couple 1 can swap with
any other and couple 4 can swap with couples 3 5
Each circle represents one incompatible
donor-recipient couple
7
Matching process Stage 2 Determine all
combinations of exchanges
8
Matching process Stage 2 Determine all
combinations of exchanges
1
1
2
2
5
5
3
4
3
4
9
Matching process Stage 2 Determine all
combinations of exchanges
1
1
2
2
5
5
1
3
4
3
4
2
5
3
4
10
Matching process Stage 2 Determine all
combinations of exchanges
1
1
2
2
5
5
1
3
4
3
4
2
5
1
3
4
2
5
3
4
11
Matching process Stage 2 Determine all
combinations of exchanges
1
1
2
2
5
5
1
3
4
3
4
2
5
1
1
3
4
2
5
2
5
3
4
3
4
12
Matching process Stage 3 Optimum combination
1
1
X
2
2
5
5
1
X
X
3
4
3
4
2
5
1
1
X
X
X
3
4
2
5
2
5
X
3
4
3
4
13
Matching process Stage 3 Optimum combination
1
X
2
5
1
X
3
4
2
5
3
4
14
Prioritisation factors
To determine who is transplanted and who donates
to whom Blood group match Local
exchange Sensitisation Tissue type match Age
difference between the 2 donors
15
Simulations
16
Simulations
  • Having identified relevant factors, simulations
    were written in SAS and were used to inform
    decision-making on
  • effective waiting list sizes
  • appropriate weights for prioritisation factors
  • likely chance of transplant for different types
    of patient
  • Simulations based on real data from 20 centres
  • 400 transplants that could not proceed over
    2-year period due to blood group and/or tissue
    type incompatibility

17
Simulations
  • The SAS simulation program
  • selects a stratified random sample, ensuring an
    even mix of blood group and tissue type
    incompatible couples
  • Identifies all possible two-way exchanges,
    ensuring that the donors and recipients are blood
    group and tissue type compatible in both sides of
    the exchange
  • Determines the priority score for each of the
    two-way exchanges, based on weights specific to
    each simulation
  • Determines all combinations of exchanges (or a
    subset of combinations when dealing with large
    pool sizes)
  • Determines the optimum combination of exchanges
    (highest overall priority score), ensuring that
    each donor and recipient is not involved in more
    than one exchange
  • 10 simulations for each scoring system and pool
    size

18
How many couples are needed?
Maximum transplanted
10 simulations were run for each pool size, using
a stratified random sample
No. of couples on list
19
Prioritisation factors
  • How many points for
  • Local exchange (based on 5 areas of the UK)
  • HLA match (4 levels)
  • Sensitisation ( of blood group identical donors
    having antigens which are declared unacceptable
    for the recipient pool of 10,000)
  • Age difference between the 2 donors
  • Blood group match consider restricting use of O
    donors
  • Identify combination of transplants with highest
    sum of point scores for individual transplants

20
Proposed scheme - results
Based on single factor scoring
21
Proposed scheme - results
Based on single factor scoring
22
Proposed scheme - results
Based on single factor scoring
23
Proposed scheme - results
Based on single factor scoring
24
Proposed scheme - results
Based on single factor scoring
25
Agreed national matching scheme
  • Points for each possible transplant in a
    combination -
  • Local exchange 20 points
  • Sensitised patient 0-50 points for 0-100
    sensitised
  • HLA matched transplant 015 points for levels 4
    to 1, respectively
  • Small donor-donor age difference 3 points if
    lt20 years
  • Also - restrict use of group O donors to group O
    recipients only
  • The highest scoring combination is identified
  • The maximum possible number of transplants will
    be achieved
  • Note at registration, HLA match and donor age
    requirements can be specified

26
Who is most likely to find a match?
Based on 200 simulations of 30 couples, average
transplant rates in the first matching run are
- 23 blood group incompatible 34 HLA
incompatible Among HLA incompatibles
27
Who is most likely to find a match?
Blood group incompatible
Tissue type incompatible
28
Where are we now?
29
Matching run summary
30
Matching run summary
31
Matching run summary
32
Matching run summary
33
Matching run summary
3-way exchanges considered in April 2008 run
onwards, following agreement from the Kidney
Advisory Group
34
Pooled donation
2-way exchange 3-way exchange
35
Matching run summary
36
Matching run summary
37
Matching run summary
Transplants did not proceed for various reasons
38
Blood group composition of October 2008 list
Many more A donors than A, AB recipients
39
Degree of sensitisation for patients on October
2008 list
40
Future development
Domino paired/pooled donation
41
www.uktransplant.org.uk
  • joanne.allen_at_nhsbt.nhs.uk

42
Thank You
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