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Language impairment in adults with end-stage liver disease: application of natural language processing towards patient-generated health records
Dickerson, Lindsay K; Rouhizadeh, Masoud; Korotkaya, Yelena; Bowring, Mary Grace; Massie, Allan B; McAdams-Demarco, Mara A; Segev, Dorry L; Cannon, Alicia; Guerrerio, Anthony L; Chen, Po-Hung; Philosophe, Benjamin N; Mogul, Douglas B
End-stage liver disease (ESLD) is associated with cognitive impairment ranging from subtle alterations in attention to overt hepatic encephalopathy that resolves after transplant. Natural language processing (NLP) may provide a useful method to assess cognitive status in this population. We identified 81 liver transplant recipients with ESLD (4/2013-2/2018) who sent at least one patient-to-provider electronic message pre-transplant and post-transplant, and matched them 1:1 to "healthy" controls-who had similar disease, but had not been evaluated for liver transplant-by age, gender, race/ethnicity, and liver disease. Messages written by patients pre-transplant and post-transplant and controls was compared across 19 NLP measures using paired Wilcoxon signed-rank tests. While there was no difference overall in word length, patients with Model for End-Stage Liver Disease Score (MELD) ≥ 30 (n = 31) had decreased word length in pre-transplant messages (3.95 [interquartile range (IQR) 3.79, 4.14]) compared to post-transplant (4.13 [3.96, 4.28], p = 0.01) and controls (4.2 [4.0, 4.4], p = 0.01); there was no difference between post-transplant and controls (p = 0.4). Patients with MELD ≥ 30 had fewer 6+ letter words in pre-transplant messages (19.5% [16.4, 25.9] compared to post-transplant (23.4% [20.0, 26.7] p = 0.02) and controls (25.0% [19.2, 29.4]; p = 0.01). Overall, patients had increased sentence length pre-transplant (12.0 [9.8, 13.7]) compared to post-transplant (11.0 [9.2, 13.3]; p = 0.046); the same was seen for MELD ≥ 30 (12.3 [9.8, 13.7] pre-transplant vs. 10.8 [9.6, 13.0] post-transplant; p = 0.050). Application of NLP to patient-generated messages identified language differences-longer sentences with shorter words-that resolved after transplant. NLP may provide opportunities to detect cognitive impairment in ESLD.
PMCID:6828779
PMID: 31701020
ISSN: 2398-6352
CID: 5129722
Post-Transplant Cancer Following Live Donor HLA-Incompatible Kidney Transplantation [Meeting Abstract]
Motter, Jennifer; Jackson, Kyle; Kucirka, Lauren; Massie, Allan; Garonzik-Wang, Jacqueline; Bae, Sunjae; Luo, Xun; Orandi, Babak; Muzaale, Abimereki; Coresh, Josef; Segev, Dorry
ISI:000457809000063
ISSN: 1600-6135
CID: 5520772
TRENDS IN MORTALITY AND SURVIVAL BENEFIT OF DECEASED-DONOR KIDNEY TRANSPLANTATION IN BRAZIL [Meeting Abstract]
Massie, Allan; Henderson, Macey; Saha, Amrita; Colares, Vinicius; Bastos, Juliana; de Miranda, Marcelo Perosa; Segev, Dorry; Ferreira, Gustavo
ISI:000491488702070
ISSN: 0934-0874
CID: 5480752
BARRIERS TO LISTING AND DISPARITIES IN ACCESS TO KIDNEY TRANSPLANTATION IN BRAZIL [Meeting Abstract]
Saha, Amrita; Yu, Yifan; Colares, Vinicius; Tassi, Juliana; Segev, Dorry; Henderson, Macey; Massie, Allan; Ferreira, Gustavo
ISI:000491488703148
ISSN: 0934-0874
CID: 5480762
mKidney: A novel mobile health application to improve follow-up and post-donation care management in living kidney donors. [Meeting Abstract]
Henderson, Macey; Waldram, Madeleine M.; Thomas, Alvin G.; Levan, Michael; Massie, Allan B.; Bingaman, Adam W.; Segev, Dorry L.
ISI:000509690900046
ISSN: 0041-1337
CID: 5480872
Mobile directly observed therapy for immunosuppression adherence in adult kidney transplant recipients: A pilot randomized controlled trial. [Meeting Abstract]
Henderson, Macey; Saha, Amrita; Langlee, Julie; Lees, Laura; Helfer, David; Waldram, Madeleine M.; Love, Arthur; Rivera, Francisco; Massie, Allan B.; Segev, Dorry L.; Brennan, Daniel C.
ISI:000509690900067
ISSN: 0041-1337
CID: 5480882
Do financial incentives improve patient compliance with living donor follow-up? An analysis of a pilot randomized controlled trial. [Meeting Abstract]
Henderson, Macey; Waldram, Madeleine M.; DiBrito, Sandra R.; Thomas, Alvin G.; Al Ammary, Fawaz; Ottman, Shane; Bannon, Jaclyn; Brennan, Daniel C.; Massie, Allan B.; Segev, Dorry L.; Wang, Jacqueline M. Garonzik
ISI:000509690900096
ISSN: 0041-1337
CID: 5480892
Center-Level Variation in HLA-Incompatible Living Donor Kidney Transplantation Outcomes. [Meeting Abstract]
Jackson, K.; Long, J.; Covarrubias, K.; Motter, J.; Bowring, M.; Chen, J.; Waldram, M.; Orandi, B.; Desai, N.; Massie, A.; Segev, D.; Garonzik-Wang, J.
ISI:000474897601453
ISSN: 1600-6135
CID: 5520812
Outcomes after Incompatible Living Donor Kidney Transplantation in Older Recipients. [Meeting Abstract]
Long, J.; Jackson, K.; Motter, J.; Bae, S.; Massie, A.; Waldram, M.; Covarrubias, K.; Chen, J.; Orandi, B.; Desai, N.; Segev, D.; Garonzik-Wang, J.
ISI:000474897602643
ISSN: 1600-6135
CID: 5520832
Pediatric Heart and Lung Graft Loss during the "High-Risk Age Window" [Meeting Abstract]
Long, J.; Motter, J.; Jackson, K. R.; Kosztowski, M.; Orandi, B.; Luo, X.; Van Arendonk, K.; Massie, A.; Bush, E.; Higgins, R. S.; Segev, D. L.; Garonzik-Wang, J. M.
ISI:000474897603286
ISSN: 1600-6135
CID: 5520852