Cargando…

Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study

SIMPLE SUMMARY: To our knowledge, this is the first study to use free text from electronic healthcare records as a data source extracted with natural language processing to characterize the clinical characteristics and management of patients with chronic lymphocytic leukemia. A total of 534 included...

Descripción completa

Detalles Bibliográficos
Autores principales: Loscertales, Javier, Abrisqueta-Costa, Pau, Gutierrez, Antonio, Hernández-Rivas, José Ángel, Andreu-Lapiedra, Rafael, Mora, Alba, Leiva-Farré, Carolina, López-Roda, María Dolores, Callejo-Mellén, Ángel, Álvarez-García, Esther, García-Marco, José Antonio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10452602/
https://www.ncbi.nlm.nih.gov/pubmed/37627075
http://dx.doi.org/10.3390/cancers15164047
_version_ 1785095710612389888
author Loscertales, Javier
Abrisqueta-Costa, Pau
Gutierrez, Antonio
Hernández-Rivas, José Ángel
Andreu-Lapiedra, Rafael
Mora, Alba
Leiva-Farré, Carolina
López-Roda, María Dolores
Callejo-Mellén, Ángel
Álvarez-García, Esther
García-Marco, José Antonio
author_facet Loscertales, Javier
Abrisqueta-Costa, Pau
Gutierrez, Antonio
Hernández-Rivas, José Ángel
Andreu-Lapiedra, Rafael
Mora, Alba
Leiva-Farré, Carolina
López-Roda, María Dolores
Callejo-Mellén, Ángel
Álvarez-García, Esther
García-Marco, José Antonio
author_sort Loscertales, Javier
collection PubMed
description SIMPLE SUMMARY: To our knowledge, this is the first study to use free text from electronic healthcare records as a data source extracted with natural language processing to characterize the clinical characteristics and management of patients with chronic lymphocytic leukemia. A total of 534 included patients were stratified regarding the type of therapeutic management during the study period. Our results highlight the increased use of drugs directed to specific target therapies and the lower frequency of treatment with chemoimmunotherapy both in the first line and in relapsed/refractory settings in our sample of seven academic hospitals from 2016 to 2018. This real-world evidence study provides information on the diversity of clinical features and treatment patterns of chronic lymphocytic leukemia, evidencing the need to optimize patients’ clinical management through personalizing their therapeutic approach. ABSTRACT: The SRealCLL study aimed to obtain real-world evidence on the clinical characteristics and treatment patterns of patients with chronic lymphocytic leukemia (CLL) using natural language processing (NLP). Electronic health records (EHRs) from seven Spanish hospitals (January 2016–December 2018) were analyzed using EHRead(®) technology, based on NLP and machine learning. A total of 534 CLL patients were assessed. No treatment was detected in 270 (50.6%) patients (watch-and-wait, W&W). First-line (1L) treatment was identified in 230 (43.1%) patients and relapsed/refractory (2L) treatment was identified in 58 (10.9%). The median age ranged from 71 to 75 years, with a uniform male predominance (54.8–63.8%). The main comorbidities included hypertension (W&W: 35.6%; 1L: 38.3%; 2L: 39.7%), diabetes mellitus (W&W: 24.4%; 1L: 24.3%; 2L: 31%), cardiac arrhythmia (W&W: 16.7%; 1L: 17.8%; 2L: 17.2%), heart failure (W&W 16.3%, 1L 17.4%, 2L 17.2%), and dyslipidemia (W&W: 13.7%; 1L: 18.7%; 2L: 19.0%). The most common antineoplastic treatment was ibrutinib in 1L (64.8%) and 2L (62.1%), followed by bendamustine + rituximab (12.6%), obinutuzumab + chlorambucil (5.2%), rituximab + chlorambucil (4.8%), and idelalisib + rituximab (3.9%) in 1L and venetoclax (15.5%), idelalisib + rituximab (6.9%), bendamustine + rituximab (3.5%), and venetoclax + rituximab (3.5%) in 2L. This study expands the information available on patients with CLL in Spain, describing the diversity in patient characteristics and therapeutic approaches in clinical practice.
format Online
Article
Text
id pubmed-10452602
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-104526022023-08-26 Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study Loscertales, Javier Abrisqueta-Costa, Pau Gutierrez, Antonio Hernández-Rivas, José Ángel Andreu-Lapiedra, Rafael Mora, Alba Leiva-Farré, Carolina López-Roda, María Dolores Callejo-Mellén, Ángel Álvarez-García, Esther García-Marco, José Antonio Cancers (Basel) Article SIMPLE SUMMARY: To our knowledge, this is the first study to use free text from electronic healthcare records as a data source extracted with natural language processing to characterize the clinical characteristics and management of patients with chronic lymphocytic leukemia. A total of 534 included patients were stratified regarding the type of therapeutic management during the study period. Our results highlight the increased use of drugs directed to specific target therapies and the lower frequency of treatment with chemoimmunotherapy both in the first line and in relapsed/refractory settings in our sample of seven academic hospitals from 2016 to 2018. This real-world evidence study provides information on the diversity of clinical features and treatment patterns of chronic lymphocytic leukemia, evidencing the need to optimize patients’ clinical management through personalizing their therapeutic approach. ABSTRACT: The SRealCLL study aimed to obtain real-world evidence on the clinical characteristics and treatment patterns of patients with chronic lymphocytic leukemia (CLL) using natural language processing (NLP). Electronic health records (EHRs) from seven Spanish hospitals (January 2016–December 2018) were analyzed using EHRead(®) technology, based on NLP and machine learning. A total of 534 CLL patients were assessed. No treatment was detected in 270 (50.6%) patients (watch-and-wait, W&W). First-line (1L) treatment was identified in 230 (43.1%) patients and relapsed/refractory (2L) treatment was identified in 58 (10.9%). The median age ranged from 71 to 75 years, with a uniform male predominance (54.8–63.8%). The main comorbidities included hypertension (W&W: 35.6%; 1L: 38.3%; 2L: 39.7%), diabetes mellitus (W&W: 24.4%; 1L: 24.3%; 2L: 31%), cardiac arrhythmia (W&W: 16.7%; 1L: 17.8%; 2L: 17.2%), heart failure (W&W 16.3%, 1L 17.4%, 2L 17.2%), and dyslipidemia (W&W: 13.7%; 1L: 18.7%; 2L: 19.0%). The most common antineoplastic treatment was ibrutinib in 1L (64.8%) and 2L (62.1%), followed by bendamustine + rituximab (12.6%), obinutuzumab + chlorambucil (5.2%), rituximab + chlorambucil (4.8%), and idelalisib + rituximab (3.9%) in 1L and venetoclax (15.5%), idelalisib + rituximab (6.9%), bendamustine + rituximab (3.5%), and venetoclax + rituximab (3.5%) in 2L. This study expands the information available on patients with CLL in Spain, describing the diversity in patient characteristics and therapeutic approaches in clinical practice. MDPI 2023-08-10 /pmc/articles/PMC10452602/ /pubmed/37627075 http://dx.doi.org/10.3390/cancers15164047 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Loscertales, Javier
Abrisqueta-Costa, Pau
Gutierrez, Antonio
Hernández-Rivas, José Ángel
Andreu-Lapiedra, Rafael
Mora, Alba
Leiva-Farré, Carolina
López-Roda, María Dolores
Callejo-Mellén, Ángel
Álvarez-García, Esther
García-Marco, José Antonio
Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study
title Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study
title_full Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study
title_fullStr Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study
title_full_unstemmed Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study
title_short Real-World Evidence on the Clinical Characteristics and Management of Patients with Chronic Lymphocytic Leukemia in Spain Using Natural Language Processing: The SRealCLL Study
title_sort real-world evidence on the clinical characteristics and management of patients with chronic lymphocytic leukemia in spain using natural language processing: the srealcll study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10452602/
https://www.ncbi.nlm.nih.gov/pubmed/37627075
http://dx.doi.org/10.3390/cancers15164047
work_keys_str_mv AT loscertalesjavier realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT abrisquetacostapau realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT gutierrezantonio realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT hernandezrivasjoseangel realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT andreulapiedrarafael realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT moraalba realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT leivafarrecarolina realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT lopezrodamariadolores realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT callejomellenangel realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT alvarezgarciaesther realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy
AT garciamarcojoseantonio realworldevidenceontheclinicalcharacteristicsandmanagementofpatientswithchroniclymphocyticleukemiainspainusingnaturallanguageprocessingthesrealcllstudy