MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center Level
Background. Controversy exists regarding the best predictive model of liver transplant waiting list (WL) mortality. Models for end-stage liver disease–glomerular filtration rate assessment in liver disease (MELD-GRAIL) and MELD-GRAIL-Na were recently described to provide better prognostication, part...
| Published in: | Transplantation Direct |
|---|---|
| Main Authors: | , , , , , , , , |
| Format: | Article |
| Language: | English |
| Published: |
Wolters Kluwer
2022-07-01
|
| Online Access: | http://journals.lww.com/transplantationdirect/fulltext/10.1097/TXD.0000000000001346 |
| _version_ | 1852705723662729216 |
|---|---|
| author | John D. Chetwood, MBBS(Dist), DTM&H Mark V. Wells, BSc Tatiana Tsoutsman, PhD Carlo Pulitano, MD, PhD, FRACS Michael D. Crawford, MBBS, FRACS, M.Med Ken Liu, BSc(Med), FRACP Simone I. Strasser, MBBS, MD, FRACP, FAASLD Geoffrey W. McCaughan, MBBS, PhD, FRACP, FAHMS Avik Majumdar, MPHTM, PhD, FRACP |
| author_facet | John D. Chetwood, MBBS(Dist), DTM&H Mark V. Wells, BSc Tatiana Tsoutsman, PhD Carlo Pulitano, MD, PhD, FRACS Michael D. Crawford, MBBS, FRACS, M.Med Ken Liu, BSc(Med), FRACP Simone I. Strasser, MBBS, MD, FRACP, FAASLD Geoffrey W. McCaughan, MBBS, PhD, FRACP, FAHMS Avik Majumdar, MPHTM, PhD, FRACP |
| author_sort | John D. Chetwood, MBBS(Dist), DTM&H |
| collection | DOAJ |
| container_title | Transplantation Direct |
| description | Background. Controversy exists regarding the best predictive model of liver transplant waiting list (WL) mortality. Models for end-stage liver disease–glomerular filtration rate assessment in liver disease (MELD-GRAIL) and MELD-GRAIL-Na were recently described to provide better prognostication, particularly in females. We evaluated the performance of these scores compared to MELD and MELD-Na.
Methods. Consecutive patients with cirrhosis waitlisted for liver transplant from 1998 to 2017 were examined in this single-center study. The primary outcome was 90-d WL mortality. MELD, MELD-Na, MELD-GRAIL, and MELD-GRAIL-Na at the time of WL registration were compared. Model discrimination was assessed with area under the receiver operating characteristic curves and Harrell’s C-index after fitting Cox models. Model calibration was examined with Grønnesby and Borgan’s modification of the Hosmer-Lemeshow formula and by comparing predicted/observed outcomes across model strata.
Results. The study population comprised 1108 patients with a median age of 53.5 (interquartile range 48–59) y and male predominance (74.9%). All models had excellent areas under the receiver operating characteristic curves for the primary outcome (MELD 0.89, MELD-Na 0.91, MELD-GRAIL 0.89, MELD-GRAIL-Na 0.89; all comparisons P > 0.05). Youden index cutoffs for 90-d mortality were as follows: MELD, 19; MELD-Na, 22; MELD-GRAIL, 18; and MELD-GRAIL-Na, 17. Variables associated with 90-d mortality on multivariable Cox regression were sodium, bilirubin, creatinine, and international normalized ratio. There were no differences in model discrimination using Harrell’s C-index. All models were well calibrated; however, divergence between observed and predicted mortality was noted with scores ≥25.
Conclusion. There were no demonstrable differences in discrimination or calibration of GRAIL-based models compared with MELD or MELD-Na in our cohort. This suggests that GRAIL-based models may not have meaningful improvements in discriminatory ability when applied to other settings. |
| format | Article |
| id | doaj-art-ece39f33fcda46ceaabbd32b35cd8e1c |
| institution | Directory of Open Access Journals |
| issn | 2373-8731 |
| language | English |
| publishDate | 2022-07-01 |
| publisher | Wolters Kluwer |
| record_format | Article |
| spelling | doaj-art-ece39f33fcda46ceaabbd32b35cd8e1c2025-08-19T21:18:53ZengWolters KluwerTransplantation Direct2373-87312022-07-0187e134610.1097/TXD.0000000000001346202207000-00003MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center LevelJohn D. Chetwood, MBBS(Dist), DTM&H0Mark V. Wells, BSc1Tatiana Tsoutsman, PhD2Carlo Pulitano, MD, PhD, FRACS3Michael D. Crawford, MBBS, FRACS, M.Med4Ken Liu, BSc(Med), FRACP5Simone I. Strasser, MBBS, MD, FRACP, FAASLD6Geoffrey W. McCaughan, MBBS, PhD, FRACP, FAHMS7Avik Majumdar, MPHTM, PhD, FRACP81 AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, Australia.3 Australian National Liver Transplant Unit, Royal Prince Alfred Hospital, Sydney, Australia.1 AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, Australia.2 Central Clinical School, The University of Sydney, Sydney, Australia.2 Central Clinical School, The University of Sydney, Sydney, Australia.1 AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, Australia.1 AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, Australia.1 AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, Australia.1 AW Morrow Gastroenterology and Liver Centre, Royal Prince Alfred Hospital, Sydney, Australia.Background. Controversy exists regarding the best predictive model of liver transplant waiting list (WL) mortality. Models for end-stage liver disease–glomerular filtration rate assessment in liver disease (MELD-GRAIL) and MELD-GRAIL-Na were recently described to provide better prognostication, particularly in females. We evaluated the performance of these scores compared to MELD and MELD-Na. Methods. Consecutive patients with cirrhosis waitlisted for liver transplant from 1998 to 2017 were examined in this single-center study. The primary outcome was 90-d WL mortality. MELD, MELD-Na, MELD-GRAIL, and MELD-GRAIL-Na at the time of WL registration were compared. Model discrimination was assessed with area under the receiver operating characteristic curves and Harrell’s C-index after fitting Cox models. Model calibration was examined with Grønnesby and Borgan’s modification of the Hosmer-Lemeshow formula and by comparing predicted/observed outcomes across model strata. Results. The study population comprised 1108 patients with a median age of 53.5 (interquartile range 48–59) y and male predominance (74.9%). All models had excellent areas under the receiver operating characteristic curves for the primary outcome (MELD 0.89, MELD-Na 0.91, MELD-GRAIL 0.89, MELD-GRAIL-Na 0.89; all comparisons P > 0.05). Youden index cutoffs for 90-d mortality were as follows: MELD, 19; MELD-Na, 22; MELD-GRAIL, 18; and MELD-GRAIL-Na, 17. Variables associated with 90-d mortality on multivariable Cox regression were sodium, bilirubin, creatinine, and international normalized ratio. There were no differences in model discrimination using Harrell’s C-index. All models were well calibrated; however, divergence between observed and predicted mortality was noted with scores ≥25. Conclusion. There were no demonstrable differences in discrimination or calibration of GRAIL-based models compared with MELD or MELD-Na in our cohort. This suggests that GRAIL-based models may not have meaningful improvements in discriminatory ability when applied to other settings.http://journals.lww.com/transplantationdirect/fulltext/10.1097/TXD.0000000000001346 |
| spellingShingle | John D. Chetwood, MBBS(Dist), DTM&H Mark V. Wells, BSc Tatiana Tsoutsman, PhD Carlo Pulitano, MD, PhD, FRACS Michael D. Crawford, MBBS, FRACS, M.Med Ken Liu, BSc(Med), FRACP Simone I. Strasser, MBBS, MD, FRACP, FAASLD Geoffrey W. McCaughan, MBBS, PhD, FRACP, FAHMS Avik Majumdar, MPHTM, PhD, FRACP MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center Level |
| title | MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center Level |
| title_full | MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center Level |
| title_fullStr | MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center Level |
| title_full_unstemmed | MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center Level |
| title_short | MELD-GRAIL and MELD-GRAIL-Na Are Not Superior to MELD or MELD-Na in Predicting Liver Transplant Waiting List Mortality at a Single-center Level |
| title_sort | meld grail and meld grail na are not superior to meld or meld na in predicting liver transplant waiting list mortality at a single center level |
| url | http://journals.lww.com/transplantationdirect/fulltext/10.1097/TXD.0000000000001346 |
| work_keys_str_mv | AT johndchetwoodmbbsdistdtmh meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT markvwellsbsc meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT tatianatsoutsmanphd meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT carlopulitanomdphdfracs meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT michaeldcrawfordmbbsfracsmmed meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT kenliubscmedfracp meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT simoneistrassermbbsmdfracpfaasld meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT geoffreywmccaughanmbbsphdfracpfahms meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel AT avikmajumdarmphtmphdfracp meldgrailandmeldgrailnaarenotsuperiortomeldormeldnainpredictinglivertransplantwaitinglistmortalityatasinglecenterlevel |
