Multifactorial modelling of waiting time to kidney transplant

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							Multifactorial modelling of waiting time
to kidney transplant
                                                                                                                                                                                                                                                                                                                                                         UK Transplant
Sibanda N, Johnson RJ, Powis SH
On behalf of the UK Transplant Kidney and Pancreas Advisory Group Access to Transplantation Task Force
 Aim                                                                                                                                                                 Data                                                                                                                  Methods
 • To determine which factors at both the patient and                                                                                                                • Adult patients who were listed for a kidney transplant                                                              • Patients were followed up for three years from the date of
      centre level significantly influence the length of time                                                                                                           between the introduction of the revised Kidney                                                                             listing. Transplant was the end point of interest – any
      a patient waits for a transplant after being listed on                                                                                                            Allocation Scheme on 1 July 1998 and 30 June 2001.                                                                         patients who were suspended, removed, died or were still
      the kidney transplant list.                                                                                                                                                                                                                                                                  waiting were censored.
                                                                                                                                                                     • Patients who received a multi-organ or live donor
 • To determine whether there are any statistically                                                                                                                     transplant were excluded.                                                                                          • Cox regression was used to investigate the influence of the
      significant differences in waiting time between                                                                                                                                                                                                                                              factors in a two-stage process:
                                                                                                                                                                     • For patients who were listed more than once during
      centres after adjusting for patient mix and centre
                                                                                                                                                                        the three-year time period, only the earliest listing                                                                         • Patient factors only.
      level factors.
                                                                                                                                                                        was included.                                                                                                                 • Patient and centre factors.

                                                                                                                                                                     • The resulting cohort had 5,684 patients.



 Factors investigated                                                                                                                                                                                   Patient level factors
                                                                                                                                                                 Results are presented in the        Note: The percentages given for each factor level are the unadjusted percentages of patients
 Factors investigated
                                                                                                                                                                 form of hazard ratios.              transplanted within three years of listing.
  Patient level factor                            Significant           Centre level factor                                            Significant
                                                  at 5% level                                                                          at 5% level
                                                                                                                                                                                                      Sensitisation (%PRA)                                                                                               Age at registration
  Sensitisation (% PRA)                                                 Number of local cadaveric kidney donors                                                  A hazard ratio quantifies the                             1.2                                                                                                             1.2


  Age at registration                                                   Average waiting list size                                                                relative chance of transplant
                                                                                                                                                                                                                           1.0                                                                                                             1.0
  Minimum match grade requirement                                       Average balance of exchange                                                              for a patient with a given level                                 54%                                                                                                            59%


  Matchability points score                                             Offer refusal rate                                                                       of a factor, compared to a                                0.8                                                                                                             0.8




                                                                                                                                                                                                                                                                                                                         Relative chance
                                                                                                                                                                                                      Relative chance




  Blood group                                                           Number of live donors
                                                                                                                                                                 patient with the chosen                                   0.6                             41%                                                                             0.6
                                                                                                                                                                                                                                                                                                                                                              54%
                                                                                                                                                                                                                                                                                                                                                                              51%
                                                                                                                                                                                                                                                                                                                                                                                               50%
  Gender                                                                Presence of non-heartbeating donor programme
                                                                                                                                                                 baseline level of that factor.                                                                          33%                                     28%
                                                                                                                                                                                                                                                                                                                                                                                                       41%
  HLA-DR homozygosity                                                                                                                                                                                                      0.4                                                                                                             0.4
                                                                                                                                                                                                                                                                                         28%

  Number of previous grafts                                                                                                                                      The hazard ratios for one                                                                                                                                                 0.2
                                                                                                                                                                                                                           0.2
  Ethnicity                                                                                                                                                      factor are adjusted for the
  Residual sensitisation                                                                                                                                         influence of the other factors.                           0.0
                                                                                                                                                                                                                                  0-10                     11-39         40-59          60-84                   85-100
                                                                                                                                                                                                                                                                                                                                           0.0
                                                                                                                                                                                                                                                                                                                                                 18-29       30-39           40-49           50-59     ≥60

  Primary diagnosis


                                                                                                                                                                                                      The chance of transplant declines with                                                                             Pronounced reduction in the relative chance of
                                                                                                                                                                                                      increase in %PRA.                                                                                                  transplant for patients listed at age 60 or over
                                                                                                                                                                                                                                                                                                                         may be explained in part by the increased risk
 Centre level factors                                                                                                                                                                                                                                                                                                    of removal from or death on the transplant list
                                                                                                                                                                                                                                                                                                                         for these patients.
  Relative chance of transplant for centre level factors                                                                                                                                              Matchability points score                                                                                          Blood group
                                                                                                                                                                                                                           1.2                                                                                                             4.0
   Factor                                    Level                      No. of            Relative chance                     95% CI                     p
                                                                       centres             of transplant                                                                                                                                                                                                                                   3.5
                                                                                                                                                                                                                           1.0
   Patient-specific score                    Linear                        21                      2.58                    2.42 – 2.75                 <0.0001                                                                          56%
                                                                                                                                                                                                                                                                                                                                           3.0

                                                                                                                                                                                                                           0.8
   Number of local cadaveric                 ≤60                            6                      0.69                    0.56 – 0.84                 0.0002
                                                                                                                                                                                                                                                                                                                         Relative chance




                                                                                                                                                                                                                                                                                                                                           2.5
                                                                                                                                                                                                         Relative chance




                                                                                                                                                                                                                                                                                                                                                                                                     61%
   kidney donors                             61–100                         8                      0.96                    0.84 – 1.09                   0.5
                                                                                                                                                                                                                           0.6                                                                                                             2.0
                                             >100                           7                      1.00

                                                                                                                                                                                                                                                                                                                                           1.5
   Mean active waiting list size             ≤140                           8                      1.42                    1.21 – 1.65                 <.0001                                                              0.4                                                                                                                                       58%
                                                                                                                                                                                                                                                                                 35%
                                             141 – 200                      7                      1.24                    1.11 – 1.39                 0.0001                                                                                                      29%                                                                     1.0
                                                                                                                                                                                                                                                                                                                                                    46%
                                             >200                           6                      1.00                                                                                                                    0.2                                                                                 23%                                                                   38%
                                                                                                                                                                                                                                                                                                                                           0.5


   Mean balance of exchange                  <0                             8                      0.49                    0.44 – 0.54                 <0.0001                                                             0.0                                                                                                             0.0

                                             0 – 12                         6                      0.60                    0.52 – 0.68                 <0.0001                                                                      1-2                            3-4            5-7                          8-10                                      O             A               B              AB

                                                                                                                                                                                                                                               Easy to match                             Difficult to match
                                             >12                            7                      1.00

   Offer refusal rate (%)                    <27                            7                      1.32                    1.19 – 1.47                 <0.0001
                                                                                                                                                                                                     Patients whose tissue type is more difficult to                                                                     Blood group B patients have a lower chance of
                                             27 – 35                        8                      1.22                    1.10 – 1.35                 0.0002
                                             >35                            6                      1.00                                                                                              match have a reduced chance of transplant.                                                                          transplant than patients of other blood groups.

                                                                                                                                                                                                      Gender and HLA-DR homozygosity
 • Chance of transplant is greater for patients registered at a centre with a larger
                                                                                                                                                                                                                           1.2                                                                                           Female patients have a lower chance of
   balance of exchange and a larger number of donors.
                                                                                                                                                                                                                           1.0
                                                                                                                                                                                                                                                                                                                         transplant compared to male patients. This
                                                                                                                                                                                                                                    52%                                                         53%
 • Chance of transplant is lower for patients listed at a centre with higher offer                                                                                                                                                                                                                                       may be explained in part by the significantly
                                                                                                                                                                                                                                                     47%
   refusal rates and larger transplant lists.                                                                                                                                                                              0.8
                                                                                                                                                                                                                                                                                                                         (p <0.0001) higher proportion of positive
                                                                                                                                                                                                      Relative chance




                                                                                                                                                                                                                           0.6                                                                                           cross-matches among females (11%) than
 • The ratio of the number of waiting list patients to the number of local donors was
                                                                                                                                                                                                                                                                                                                         among males (7%).
   also highly significant (p < 0.0001), and indicated that the chance of transplant                                                                                                                                       0.4
                                                                                                                                                                                                                                                                                                               32%

   is considerably poorer for patients registered at centres with a large transplant                                                                                                                                       0.2
                                                                                                                                                                                                                                                                                                                         Patients who are homozygous at the HLA-DR
   list size relative to their local donor rate.                                                                                                                                                                                                                                                                         locus have a reduced chance of transplant
                                                                                                                                                                                                                           0.0
                                                                                                                                                                                                                                 Male               Female                                        No           Yes       compared to those who are heterozygous.
                                                                                                                                                                                                                                         Gender                                            HLA-DR homozygous




 Centre differences                                                                                                                                                                                   Number of previous grafts                                                                                          Ethnicity
                                                                                                                                                                                                                           1.2                                                                                                             1.4
  Relative chance of transplant after adjusting for patient and centre
  level factors                                                                                                                                                                                                            1.0
                                                                                                                                                                                                                                                                                                                                           1.2
                     21                                                                                                                                                                                                                       53%
                     20
                                                                                                                                                                                                                                                                                                                                           1.0
                     19                                                                                                                                                                                                                                                                                                                             52%
                     18                                                                                                                                          While centre differences                                  0.8
                                                                                                                                                                                                      Relative chance




                                                                                                                                                                                                                                                                                                                         Relative chance




                     17
                                                                                                                                                                                                                                                                                                                                           0.8
                     16
                     15
                                                                                                                                                                 were much reduced after                                   0.6
                     14
                     13                                                                                                                                          adjusting for patient and                                                                               38%                                                               0.6                       36%                             46%

                     12                                                                                              *p<0.0001                                                                                             0.4
        Centre no.




                                                                                                             p* < 0.0001
                     11
                     10
                                                                                                                                                                 centre level factors, there                                                                                                                                               0.4                                       36%

                                                                                                                                                                                                                                                                                                         26%
                     9
                     8
                                                                                                                                                                 remained statistically                                    0.2
                                                                                                                                                                                                                                                                                                                                           0.2

                     7
                     6                                                                                                                                           significant (p<0.0001)                                    0.0                                                                                                             0.0
                     5
                                                                                                                                                                                                                                                                                                          ≥2
                     4
                     3
                                                                                                                                                                 differences in the chance of                                                  0                           1                                                                      White              Asian           Black           Other


                     2
                     1
                                                                                                                                                                 transplant across centres.
                     0
                      0.0            0.5                   1.0                  1.5                   2.0                  2.5                   3.0                                                 The chance of transplant declines as the                                                                            Asian, Black and other minority ethnic patients
                                                                    Relative chance of transplant

  *p-value for testing hypothesis of no significant differences across centres in the chance of transplant within three years of registration after
                                                                                                                                                                                                     number of previous grafts increases.                                                                                have a reduced chance of transplant compared
  adjusting for patient and centre level factors
                                                                                                                                                                                                                                                                                                                         to White patients.


 Summary
 • The chance of transplant declines as the level of sensitisation (%PRA), the matchability                                                                                                                                       • There is an increased chance of transplant for patients registered at centres with a higher
   points score, the number of previous grafts and the age at registration all increase.                                                                                                                                            balance of exchange and a larger number of deceased adult donors.
 • Blood group B patients have a reduced chance of transplant compared to other blood                                                                                                                                             • There are reduced chances of transplant for patients registered at centres with higher
   groups and female patients have a lower chance of transplant than male patients.                                                                                                                                                 offer refusal rates and larger waiting lists. The chance of transplant declines as the
                                                                                                                                                                                                                                    number of waiting list patients relative to the number of local cadaveric donors increases.
 • Asian, Black and other ethnic minority patients have a reduced chance of transplant
   compared to White patients and patients who are homozygous at the HLA-DR locus have                                                                                                                                            • There were statistically significant differences in the chance of transplant across centres
   a reduced chance of transplant compared to those who are heterozygous.                                                                                                                                                           after adjusting for the patient and centre level factors investigated.

						
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