Integrative prognostic models predict long-term survival after immunochemotherapy in chronic lymphocytic leukemia patients

Chemoimmunotherapy with fludarabine, cyclophosphamide and rituximab (FCR) can induce long-term remissions in patients with chronic lymphocytic leukemia. Treatment efficacy with Bruton's tyrosine kinase inhibitors was found similar to FCR in untreated chronic lymphocytic leukemia patients with a...

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Published inHaematologica (Roma) Vol. 107; no. 3; pp. 615 - 624
Main Authors Bloehdorn, Johannes, Krzykalla, Julia, Holzmann, Karlheinz, Gerhardinger, Andreas, Jebaraj, Billy Michael Chelliah, Bahlo, Jasmin, Humphrey, Kathryn, Tausch, Eugen, Robrecht, Sandra, Mertens, Daniel, Schneider, Christof, Fischer, Kirsten, Hallek, Michael, Döhner, Hartmut, Benner, Axel, Stilgenbauer, Stephan
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Abstract Chemoimmunotherapy with fludarabine, cyclophosphamide and rituximab (FCR) can induce long-term remissions in patients with chronic lymphocytic leukemia. Treatment efficacy with Bruton's tyrosine kinase inhibitors was found similar to FCR in untreated chronic lymphocytic leukemia patients with a mutated immunoglobulin heavy chain variable (IGHV) gene. In order to identify patients who specifically benefit from FCR, we developed integrative models including established prognostic parameters and gene expression profiling (GEP). GEP was conducted on n=337 CLL8 trial samples, "core" probe sets were summarized on gene levels and RMA normalized. Prognostic models were built using penalized Cox proportional hazards models with the smoothly clipped absolute deviation penalty. We identified a prognostic signature of less than a dozen genes, which substituted for established prognostic factors, including TP53 and IGHV gene mutation status. Independent prognostic impact was confirmed for treatment, β2-microglobulin and del(17p) regarding overall survival and for treatment, del(11q), del(17p) and SF3B1 mutation for progression-free survival. The combination of independent prognostic and GEP variables performed equal to models including only established non-GEP variables. GEP variables showed higher prognostic accuracy for patients with long progression-free survival compared to categorical variables like the IGHV gene mutation status and reliably predicted overall survival in CLL8 and an independent cohort. GEP-based prognostic models can help to identify patients who specifically benefit from FCR treatment. The CLL8 trial is registered under EUDRACT-2004- 004938-14 and clinicaltrials gov. Identifier: NCT00281918.
AbstractList Chemoimmunotherapy with fludarabine, cyclophosphamide and rituximab (FCR) can induce long-term remissions in patients with chronic lymphocytic leukemia. Treatment efficacy with Bruton's tyrosine kinase inhibitors was found similar to FCR in untreated chronic lymphocytic leukemia patients with a mutated immunoglobulin heavy chain variable (IGHV) gene. In order to identify patients who specifically benefit from FCR, we developed integrative models including established prognostic parameters and gene expression profiling (GEP). GEP was conducted on n=337 CLL8 trial samples, "core" probe sets were summarized on gene levels and RMA normalized. Prognostic models were built using penalized Cox proportional hazards models with the smoothly clipped absolute deviation penalty. We identified a prognostic signature of less than a dozen genes, which substituted for established prognostic factors, including TP53 and IGHV gene mutation status. Independent prognostic impact was confirmed for treatment, β2-microglobulin and del(17p) regarding overall survival and for treatment, del(11q), del(17p) and SF3B1 mutation for progression-free survival. The combination of independent prognostic and GEP variables performed equal to models including only established non-GEP variables. GEP variables showed higher prognostic accuracy for patients with long progression-free survival compared to categorical variables like the IGHV gene mutation status and reliably predicted overall survival in CLL8 and an independent cohort. GEP-based prognostic models can help to identify patients who specifically benefit from FCR treatment. The CLL8 trial is registered under EUDRACT-2004- 004938-14 and clinicaltrials gov. Identifier: NCT00281918.
Chemoimmunotherapy with fludarabine, cyclophosphamide and rituximab (FCR) can induce long-term remissions in patients with chronic lymphocytic leukemia. Treatment efficacy with Bruton's tyrosine kinase inhibitors was found similar to FCR in untreated chronic lymphocytic leukemia patients with a mutated immunoglobulin heavy chain variable (IGHV) gene. In order to identify patients who specifically benefit from FCR, we developed integrative models including established prognostic parameters and gene expression profiling (GEP). GEP was conducted on n=337 CLL8 trial samples, “core” probe sets were summarized on gene levels and RMA normalized. Prognostic models were built using penalized Cox proportional hazards models with the smoothly clipped absolute deviation penalty. We identified a prognostic signature of less than a dozen genes, which substituted for established prognostic factors, including TP53 and IGHV gene mutation status. Independent prognostic impact was confirmed for treatment, β2-microglobulin and del(17p) regarding overall survival and for treatment, del(11q), del(17p) and SF3B1 mutation for progression-free survival. The combination of independent prognostic and GEP variables performed equal to models including only established non-GEP variables. GEP variables showed higher prognostic accuracy for patients with long progression-free survival compared to categorical variables like the IGHV gene mutation status and reliably predicted overall survival in CLL8 and an independent cohort. GEP-based prognostic models can help to identify patients who specifically benefit from FCR treatment. The CLL8 trial is registered under EUDRACT-2004-004938-14 and clinicaltrials gov. Identifier: NCT00281918.
Author Bahlo, Jasmin
Fischer, Kirsten
Stilgenbauer, Stephan
Hallek, Michael
Döhner, Hartmut
Holzmann, Karlheinz
Tausch, Eugen
Mertens, Daniel
Benner, Axel
Bloehdorn, Johannes
Humphrey, Kathryn
Schneider, Christof
Krzykalla, Julia
Jebaraj, Billy Michael Chelliah
Robrecht, Sandra
Gerhardinger, Andreas
AuthorAffiliation 2 Division of Biostatistics, German Cancer Research Center , Heidelberg, Germany
1 Department of Internal Medicine III, University of Ulm , Ulm, Germany
6 German Cancer Research Center (DKFZ) , Heidelberg, Germany
4 Department I for Internal Medicine and Center for Integrated Oncology, University of Cologne , Cologne, Germany
5 Clinical Development Oncology, Roche Products Ltd , Welwyn Garden City, UK
3 Genomics Core Facility, University of Ulm , Ulm, Germany
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Cites_doi 10.18637/jss.v045.i03
10.1073/pnas.1413374111
10.1038/ng.2443
10.1084/jem.194.11.1625
10.1182/blood.V94.6.1848.418k05_1848_1854
10.1182/blood-2018-120779
10.1038/leu.2011.125
10.1200/JCO.2005.12.051
10.1182/blood-2011-09-379966
10.1182/blood-2015-06-651125
10.1186/s13059-015-0694-1
10.1016/S1470-2045(16)30019-5
10.1084/jem.194.11.1639
10.1056/NEJM200012283432602
10.1056/NEJMoa040857
10.1182/blood-2014-01-546150
10.1056/NEJMoa1315226
10.1016/j.leukres.2015.05.005
10.1182/bloodadvances.2019000237
10.1182/blood-2010-09-304881
10.1056/NEJMoa1215637
10.1200/JCO.2016.68.2856
10.1016/S1470-2045(16)30029-8
10.1182/blood.V94.6.1840
10.1016/S1470-2045(18)30788-5
10.1002/bimj.201300222
10.1056/NEJMoa1513257
10.1198/016214501753382273
10.18637/jss.v050.i11
10.1038/ng.3488
10.1056/NEJMoa1812836
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The authors declare that there are no conflicts of interest to disclose that interfered with the experiments and presentation of data.
Disclosures
Contributions
JB, AB and SS conceptualized study; JB performed expression profiling; JB, JK and AB analyzed data. Data were gathered by all authors. JB wrote the paper with input from JK, AB and SS and all authors reviewed the manuscript.
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  doi: 10.1038/ng.2443
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  doi: 10.1084/jem.194.11.1625
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  doi: 10.1182/blood.V94.6.1848.418k05_1848_1854
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  doi: 10.1182/blood-2018-120779
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  doi: 10.1038/leu.2011.125
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  doi: 10.1200/JCO.2005.12.051
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  doi: 10.1186/s13059-015-0694-1
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  doi: 10.1016/S1470-2045(16)30019-5
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  doi: 10.1056/NEJMoa040857
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  doi: 10.1056/NEJMoa1315226
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  doi: 10.1016/j.leukres.2015.05.005
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  doi: 10.1056/NEJMoa1215637
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  doi: 10.1200/JCO.2016.68.2856
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  doi: 10.1016/S1470-2045(16)30029-8
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  doi: 10.1182/blood.V94.6.1840
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  doi: 10.1016/S1470-2045(18)30788-5
– ident: 33725
  doi: 10.1002/bimj.201300222
– ident: 33717
  doi: 10.1056/NEJMoa1513257
– ident: 33724
  doi: 10.1198/016214501753382273
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  doi: 10.18637/jss.v050.i11
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  doi: 10.1038/ng.3488
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  doi: 10.1056/NEJMoa1812836
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Snippet Chemoimmunotherapy with fludarabine, cyclophosphamide and rituximab (FCR) can induce long-term remissions in patients with chronic lymphocytic leukemia....
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SubjectTerms Antineoplastic Combined Chemotherapy Protocols - therapeutic use
Cyclophosphamide - therapeutic use
Humans
Leukemia, Lymphocytic, Chronic, B-Cell - diagnosis
Leukemia, Lymphocytic, Chronic, B-Cell - drug therapy
Leukemia, Lymphocytic, Chronic, B-Cell - genetics
Mutation
Prognosis
Rituximab - therapeutic use
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Title Integrative prognostic models predict long-term survival after immunochemotherapy in chronic lymphocytic leukemia patients
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