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A Matching Algorithm for Paired Living Kidney Donation in the UK. Joanne Allen – Senior Statistician NHS Blood and Transplant. Background. X. X. Paired living kidney donation. Blood group and tissue type incompatibility prevent many potential living donor kidney transplants
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A Matching Algorithm for Paired Living Kidney Donation in the UK Joanne Allen – Senior Statistician NHS Blood and Transplant
X X 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
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
Stages involved in the UK paired donation scheme
1 2 5 3 4 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
1 2 5 3 4 Matching process Stage 2: Determine all combinations of exchanges
Matching process Stage 2: Determine all combinations of exchanges 1 1 2 2 5 5 3 3 4 4
Matching process Stage 2: Determine all combinations of exchanges 1 1 2 2 5 5 1 3 3 4 4 2 5 3 4
Matching process Stage 2: Determine all combinations of exchanges 1 1 2 2 5 5 1 3 3 4 4 2 5 1 3 4 2 5 3 4
Matching process Stage 2: Determine all combinations of exchanges 1 1 2 2 5 5 1 3 3 4 4 2 5 1 1 3 4 2 2 5 5 3 3 4 4
Matching process Stage 3: Optimum combination 1 1 X 2 2 5 5 1 X X 3 3 4 4 2 5 1 1 X X X 3 4 2 2 5 5 X 3 3 4 4
Matching process Stage 3: Optimum combination 1 X 2 5 1 X 3 4 2 5 3 4
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
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
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
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
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
Proposed scheme - results * Based on single factor scoring
Proposed scheme - results * Based on single factor scoring
Proposed scheme - results * Based on single factor scoring
Proposed scheme - results * Based on single factor scoring
Proposed scheme - results * Based on single factor scoring
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: 0–15 points for levels 4 to 1, respectively • Small donor-donor age difference: 3 points if <=20 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
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
Who is most likely to find a match? Blood group incompatible Tissue type incompatible
Matching run summary 3-way exchanges considered in April 2008 run onwards, following agreement from the Kidney Advisory Group
Donor 1 Donor 2 Donor 3 Donor 4 Donor 5 Recip 1 Recip 2 Recip 3 Recip 4 Recip 5 Pooled donation 2-way exchange 3-way exchange
Matching run summary * Transplants did not proceed for various reasons
Blood group composition of October 2008 list Many more A donors than A, AB recipients
Altruistic donor Pooled donor ‘couple’ - 1 Pooled donor ‘couple’ - 2 Patient on deceased donor transplant list Future development Domino paired/pooled donation
www.uktransplant.org.uk joanne.allen@nhsbt.nhs.uk