scholarly journals IGHV-associated methylation signatures more accurately predict clinical outcomes of chronic lymphocytic leukemia patients than IGHV mutation load

Haematologica ◽  
2021 ◽  
pp. 0-0
Author(s):  
Dianna Hussmann ◽  
Anna Starnawska ◽  
Louise Kristensen ◽  
Iben Daugaard ◽  
Astrid Thomsen ◽  
...  

Currently, no molecular biomarker indexes are used in standard care to make treatment decisions at diagnosis of chronic lymphocytic leukemia (CLL). We used Infinium MethylationEPIC array data from diagnostic blood samples of 114 CLL patients, and developed a patient stratification procedure based on methylation signatures associated with mutation load of the IGHV gene. This procedure allowed us to predict the time to treatment (TTT) with HR 8.34 (95% CI, 4.54-15.30), as opposed to HR 4.35 (95% CI, 2.60-7.28) for IGHV mutation status. Detailed evaluation of 17 discrepant cases between the two classification procedures showed that these cases were incorrectly classified using IGHV status. Moreover, methylation-based classification stratified patients with different overall survival (OS) (HR, 1.82; 95% CI, 1.07-3.09), which was not possible using IGHV status. Furthermore, we assessed the performance of the developed classification procedure using published HumanMethylation450 array data for 159 patients for which TTT, OS and relapse were available. Despite that 450K array methylation data did not contain all biomarkers used in our classification procedure, methylation signatures again stratified patients with significantly better accuracy than IGHV mutation load regarding all available clinical outcomes. Thus, stratification using IGHV-associated methylation signatures may provide improved prognostic power than IGHV mutation status.

Blood ◽  
2013 ◽  
Vol 122 (21) ◽  
pp. 5297-5297
Author(s):  
Daphne R. Friedman ◽  
Kathleen K. Harnden ◽  
Youwei Chen ◽  
Alicia D. Volkheimer ◽  
J. Brice Weinberg

Abstract Introduction Although chronic lymphocytic leukemia (CLL) is a generally indolent malignancy, there is a spectrum of disease aggressiveness. Clinical and molecular prognostic markers are helpful for the clinician and for the patient, in terms of disease management and life planning. Additional prognostic markers can help with further risk stratification, especially for CLL patients with “low-risk” disease. The prognostic value of absolute monocyte count (AMC) has been evaluated in various malignancies, including CLL where elevated AMC at diagnosis was shown to be associated with rapid time to first therapy (TTT), and in one series, inferior overall survival (OS). The mechanism by which elevated AMC is associated with worse treatment free survival is not known. However, CD14, which is secreted by monocytes, improves in vitro CLL cell survival, and is found at high levels in the serum of CLL patients. We hypothesized that elevated AMC at the time of CLL diagnosis is associated with inferior survival and that elevated serum CD14 is associated with high AMC and worse survival. Methods CLL patients followed at the Duke University and Durham VA Medical Centers and enrolled in an IRB approved protocol to collect clinical data and blood samples were evaluated. We selected patients for whom AMC was measured between three months prior to diagnosis to three months after diagnosis. We evaluated the correlation between AMC and TTT and OS, with AMC as a continuous and as a dichotomized variable. We also assessed the prognostic capability of AMC in relation to other clinical and molecular prognostic markers, such as Rai stage, race, interphase cytogenetics by FISH, CD38 and ZAP70 expression, and IGHV mutation status. We measured serum CD14 levels using an ELISA assay, and evaluated the correlation between CD14 levels and clinical outcomes or AMC. Cox proportional hazard models were used to evaluate time to event outcomes, Wilcoxon rank sum test and Kruskal-Wallis rank sum test were used to compare AMC to other prognostic markers, and Pearson’s correlation test was used to compare continuous variables. Results From a cohort of over 600 CLL patients, we selected 222 patients with AMC measured ± three months from the date of diagnosis. AMC ranged from 0 to 7.63 cells/mL. With a median follow up of 5.2 years (range 0.1 – 18.2), 102 patients (46%) had been treated, and 59 patients (27%) died. This was not significantly different from the entire cohort. Higher AMC was significantly correlated with shorter TTT (p = 0.002, hazard ratio 1.37, 95% CI 1.12 – 1.68) and inferior OS (p = 0.017, hazard ratio 1.39, 95% CI 1.06 – 1.83). There was no significant difference in AMC in patients stratified by Rai stage, race, interphase cytogenetics, CD38 or ZAP70 expression, or IGHV mutation status. When combined with molecular prognostic markers (IGHV mutation status, CD38 and ZAP70 expression, and interphase cytogenetics) in multivariate models, AMC retained significant prognostic power for TTT and OS. The serum soluble CD14 levels were measured in CLL patients from this cohort, with a mean CD14 level of 2.3 ug/mL. The prognostic significance of serum CD14 and correlation with AMC will be presented. Conclusions Absolute monocyte count at the time of CLL diagnosis is associated with inferior clinical outcomes – both TTT and OS. These results confirm and extend other reports evaluating the prognostic significance of circulating monocytes in CLL. Our evaluation of serum CD14, a monocyte-derived secreted protein that promotes CLL cell viability, in concert with AMC may provide a possible explanation for the associations identified in this cohort of patients. As an easily measured clinical marker, AMC can be readily used and/or combined with other prognostic markers to improve risk stratification and patient counseling at the time of diagnosis. Disclosures: No relevant conflicts of interest to declare.


Blood ◽  
2008 ◽  
Vol 111 (4) ◽  
pp. 2246-2252 ◽  
Author(s):  
Göran Roos ◽  
Alexander Kröber ◽  
Pawel Grabowski ◽  
Dirk Kienle ◽  
Andreas Bühler ◽  
...  

Telomere length is associated with mutation status of the immunoglobulin heavy chain variable (IGHV) gene and clinical course in B-cell chronic lymphocytic leukemia (B-CLL). In a B-CLL cohort of 152 patients, we analyzed telomere length, genomic aberrations, IGHV mutation status, CD38 and ZAP-70 expression to study the prognostic impact and associations among these factors. An inverse correlation existed between telomere length and IGHV homology (P < .001), CD38 (P < .001), and ZAP-70 expression (P = .01). Patients with telomere lengths below median (ie, “short telomeres”) and above median (ie, “long telomeres”) had similar incidences of genomic aberrations (74% vs 68%), 13q− (57% vs 49%), and +12q (5% vs 12%). In contrast, 13q− as a single aberration was more frequent in patients with long telomeres (51% vs 21%; P = .006), whereas 11q− (27% vs 9%; P = .014), 17p− (17% vs 0%; P < .001), and 2 or more genomic aberrations (39% vs 8%; P < .001) were more frequent in patients with short telomeres. Compared with patients with long telomeres, treatment-free survival (TFS) and overall survival (OS) was significantly shorter (P < .001 and P = .015, respectively) in the group with short telomeres, and telomere length was an independent prognostic indicator for TFS. These observations have biological and prognostic implications in B-CLL.


Blood ◽  
2009 ◽  
Vol 114 (18) ◽  
pp. 3872-3879 ◽  
Author(s):  
Rosa Visone ◽  
Laura Z. Rassenti ◽  
Angelo Veronese ◽  
Cristian Taccioli ◽  
Stefan Costinean ◽  
...  

Abstract Chromosomal abnormalities, immunoglobulin heavy chain variable–region (IGHV) gene mutation status, and ζ-associated protein 70 (ZAP-70) expression levels have independent prognostic relevance in chronic lymphocytic leukemia (CLL); however, their concordance is variable. Because deregulation of microRNAs has been linked to disease initiation and progression in CLL, we studied the value of the microRNAs as a signature for CLL patients with specific chromosomal abnormalities. We identified 32 microRNAs able to discriminate the 11q deletion, 17p deletion, trisomy 12, 13q deletion, and normal karyotype cytogenetic subgroups. The expression values of 9 among the 32 microRNAs (miR-151-3p, miR-34a, miR-29c, miR-29b, miR-155, miR-148a, miR-146a, miR-146b5p, and miR-640) were correlated with gene expression data from the same samples to assess their biologic impact on CLL. In this study we also found that IGHV unmutated, high expression of ZAP-70 protein, and low expression of the miR-223, miR-29c, miR-29b, and miR-181 family were strongly associated with disease progression in CLL cases harboring 17p deletion, whereas in those harboring trisomy 12 only high expression of the miR-181a, among the analyzed parameters, suggested more aggressive disease. Thus, the use of the microRNA-based classifications may yield clinically useful biomarkers of tumor behavior in CLL.


Blood ◽  
2010 ◽  
Vol 116 (21) ◽  
pp. 4609-4609
Author(s):  
Chun Qiao ◽  
Kourong Miao ◽  
Jianyong Li

Abstract Abstract 4609 Objective The usage, mutation status and prognostic impact of immunoglobulin heavy chain variable (IGHV) gene in Chinese patients with chronic lymphocytic leukemia (CLL) is unclear. We set out to define the characteristics of IGHV gene and its relevance to clinical and biological parameter in our patients. Methods IGHV gene mutations were detected by multiplex PCR in 202 Chinese CLL patients and the purified PCR amplification products were sequenced. IGHV somatic hypermutation status and gene usage were analyzed by IMGT/V-QUEST software. The association analysis between IGHV somatic mutation status and the clinical and biological features, including Binet staging, immunophenotype, cytogenetic aberrant, were also emphasized in this study. Results The results showed that 129 patients had mutated (M) IGHV, and the remaining 73 patients had unmutated (UM) IGHV according to the cutoff value of accordance rate 98%. The most frequent VH gene family was found to be VH3 (47.5%), followed by VH4 (34.7%), VH1 (11.4%), VH2 (2.5%), VH5(1.5%), VH7(1.5%) and VH6(0.9%) gene families, which was similar to other Asian populations. The overall survival (OS) time of UM IGHV group was significant shorter than M IGHV group (P=0.025). Significance was found in the expression of CD38 and ZAP-70 between patients with and without IGHV mutations (P<0.0001 and P=0.015, respectively). Binet staging was significantly different with IGHV mutation status (P<0.001). “Unmutated” sequences had significantly longer heavy chain complementarity-determining region 3 (HCDR3). Seven of these patients used VH1-69, which was similar to other Asia countries, but in striking contrast to those in Western countries, where VH1-69 was one of the most frequently used genes. FISH was performed in 117 cases, del(11q22) was considered as high risk factors, and 10(10/42, 23.8%) cases with UM IGHV gene. On the other hand, there were 7(7/75, 9.3%) cases with M IGHV gene (P=0.033). No significance was found in del(17p),del(13q),del(6q),add(12),IGH translocation between IGHV mutation and unmuatioan patients. A total of five stereotyped BCR were identified, IGHV3-21/IGHD3-9/IGHJ6, IGHV4-34/IGHD2-15/IGHJ6, IGHV1-3/IGHD6-19/IGHJ4, IGHV4-59/IGHD3-22/IGHJ6 and IGHV4-39/IGHD6-13/IGHJ5. Conclusions The usage of IGHV gene families indicates significant difference in Chinese CLL patients compared with Western patients, suggesting involvement of ethnic and/or environmental factors in CLL disease initiation. In the development course of CLL, BCR play an important role in the immunological recognition and selection. There are intimate relationships between mutation status of IGHV gene and prognosis. The usage of IGHV provides enlightment for the occurrence mechanism of CLL. Disclosures: No relevant conflicts of interest to declare.


Blood ◽  
2014 ◽  
Vol 124 (21) ◽  
pp. 5631-5631
Author(s):  
Benjamin M Heyman ◽  
Alicia D. Volkheimer ◽  
J. Brice Weinberg ◽  
Mark Lanasa

Abstract Background: Chronic lymphocytic leukemia (CLL) is an incurable cancer of mature B-lymphocytes that infil­trate the bone marrow, secondary lymphoid organs, and blood. Much progress has been made during the past decade in understanding the pathogenesis and prognosis in CLL. Patients with unmutated immunoglobulin gene heavy chain variable region (IGHV) genes have inferior clinical outcomes when compared to patients with mutated IGHV. While there is robust data regarding clinical outcomes in patients with single IGHV rear­range­ments in CLL, there is limited data regarding double IGHV rearrangements. Thus, we investigated the preva­lence of double IGHV rearrangements in our institutional cohort to determine molecular features and the prog­nos­tic significance of CLL cases with double IGHV rearrangements. Methods: Patients with CLL receiving care at Duke University and Durham Veterans Affairs (VA) Medical Centers were enrolled into a longitudinal cohort study between 1999 and 2014. IGHV mutation analysis was performed on DNA from all study patients. Patients were followed clinically for disease progression, need for treatment, and overall survival. The primary end points were time to treatment (TTT) or overall survival (OS). Survival curves were estimated using Kaplan-Meier method. Statistical differences were tested using propor­tional hazards tests for a clinical significance of p < 0.05. CLL cell isolation and IGHV mutational analysis were done as we have previously described (BLOOD 109:1559-1567, 2007). Statistical analysis was performed using SAS enterprise guide 5.1 and JMP Pro 11. Results: A total of 489 CLL patients were studied. Of these, 420 had one IGVH gene rearrangement (single IGHV; 86%). In 69 patients (14%), we amplified two IGHV rearrangements, indicating likely biallelic IGHV. The median TTT for the single IGHV group was 5.4 years, and the median OS for the single IGHV group was 15.3 years. For the double IGHV group, the mean TTT was 6.5 years (p = 0.44), and the median OS was 15.8 years (p = 0.73). Patients with single mutated IGHV (m) had better survival (median OS = 20.1 years) than those with single unmutated IGHV (u) (median OS = 11.3 yrs; p <0.001). There can be three possible combinations in the double IGHV group: double mutated (mm), mutated-unmutated (mu), and double unmutated (uu). The Table displays the differences in TTT and OS for the groups. In our cohort, the median TTT for those with a mutated double IGHV was longer (16.3 years) than for those with an unmutated double IGHV [median = 3.2 years; p < 0.01)]. Similarly, the median OS for those with mutated double IGHV was 33.6 years, while for those without a mutation it was 9.6 years (p < 0.01). In general, the TTT and OS were longer in those patients that had a mutated IGHV versus those without. The number of mutated genes did not make a statistical difference in the patient outcomes. Similarly, when comparing the uu and u groups, there was no statistical difference in survival. Conclusions: This is the largest single center study to date that examines double IGHV gene rearrangements and patient prognosis in CLL. The mutational status of the immunoglobulin heavy chain was a very important predictor of TTT and OS, mutated longer than ummutated. There was no significant survival difference between patients with single or double rearrangements in their IGHV chains. Our data demonstrates that the presence of at least one mutated IGHV gene confers a better prognosis for patients diagnosed with CLL. Thus, patients who have double IGHV rearrangements with at least one that is mutated, should be counseled as if they have a mutated rearrangement. Table: Statistical Analyses for Mutated and Unmutated IGHV for Time to Treatment and Overall Survival Time to Treatment TTT (years) m mu u uu p value (comparison between groups) mm 18.5 0.156 0.168 <.0001 <.0001 m 9.4 0.603 <.0001 0.0001 mu 7.9 0.061 0.007 u 3.0 0.285 uu 3.2 Overall Survival OS (years) m mu u uu p value (comparison between groups) mm 33.6 0.4899 0.623 0.007 0.016 m 20.1 0.612 <.0001 0.001 mu 20.8 0.096 0.053 u 11.3 0.099 uu 9.6 Figure 1 Figure 1. Disclosures Lanasa: MedImmune: Employment.


Blood ◽  
2008 ◽  
Vol 112 (1) ◽  
pp. 179-187 ◽  
Author(s):  
Fu Jun Li ◽  
Shouluan Ding ◽  
Jicun Pan ◽  
Mikhail A. Shakhmatov ◽  
Elena Kashentseva ◽  
...  

Abstract CD38 and ZAP-70 are both useful prognostic markers for B-cell chronic lymphocytic leukemia (CLL), but are variably discordant with IGHV mutation status. A total of 5 human Fc receptor–like molecules (FCRL1-5) have tyrosine-based immunoregulatory potential and are expressed by B-lineage subpopulations. To determine their prognostic potential in CLL, FCRL expression was compared with IGHV mutation status, CD38 and ZAP-70 expression, and clinical features from 107 patients. FCRL1, FCRL2, FCRL3, and FCRL5 were found at markedly higher levels on CLL cells bearing mutated IGHV genes than on unmutated CLL cells or CD19+ polyclonal B lymphocytes. Univariate comparisons found that similar to CD38 and ZAP-70, FCRL expression was strongly associated with IGHV mutation status; however, only FCRL2 maintained independent predictive value by multivariate logistic analysis. Strikingly, FCRL2 demonstrated 94.4% concordance with IGHV mutation compared with 76.6% for CD38 and 80.4% for ZAP-70. Compared with other indicators, FCRL2 was also superior at predicting the time to first therapy; the median treatment-free interval was 15.5 years for patients with high FCRL2 expression compared with 3.75 years for FCRL2-low patients. Our studies indicate that FCRL2 has robust predictive value for determining IGHV gene mutation status and clinical progression and thus may further improve prognostic definition in CLL.


Blood ◽  
2008 ◽  
Vol 111 (3) ◽  
pp. 1524-1533 ◽  
Author(s):  
Fiona Murray ◽  
Nikos Darzentas ◽  
Anastasia Hadzidimitriou ◽  
Gerard Tobin ◽  
Myriam Boudjogra ◽  
...  

Abstract Somatic hypermutation (SHM) features in a series of 1967 immunoglobulin heavy chain gene (IGH) rearrangements obtained from patients with chronic lymphocytic leukemia (CLL) were examined and compared with IGH sequences from non-CLL B cells available in public databases. SHM analysis was performed for all 1290 CLL sequences in this cohort with less than 100% identity to germ line. At the cohort level, SHM patterns were typical of a canonical SHM process. However, important differences emerged from the analysis of certain subgroups of CLL sequences defined by: (1) IGHV gene usage, (2) presence of stereotyped heavy chain complementarity-determining region 3 (HCDR3) sequences, and (3) mutational load. Recurrent, “stereotyped” amino acid changes occurred across the entire IGHV region in CLL subsets carrying stereotyped HCDR3 sequences, especially those expressing the IGHV3-21 and IGHV4-34 genes. These mutations are underrepresented among non-CLL sequences and thus can be considered as CLL-biased. Furthermore, it was shown that even a low level of mutations may be functionally relevant, given that stereotyped amino acid changes can be found in subsets of minimally mutated cases. The precise targeting and distinctive features of somatic hypermutation (SHM) in selected subgroups of CLL patients provide further evidence for selection by specific antigenic element(s).


2011 ◽  
Vol 29 (31) ◽  
pp. 4088-4095 ◽  
Author(s):  
William G. Wierda ◽  
Susan O'Brien ◽  
Xuemei Wang ◽  
Stefan Faderl ◽  
Alessandra Ferrajoli ◽  
...  

Purpose The clinical course for patients with chronic lymphocytic leukemia (CLL) is diverse; some patients have indolent disease, never needing treatment, whereas others have aggressive disease requiring early treatment. We continue to use criteria for active disease to initiate therapy. Multivariable analysis was performed to identify prognostic factors independently associated with time to first treatment for patients with CLL. Patients and Methods Traditional laboratory, clinical prognostic, and newer prognostic factors such as fluorescent in situ hybridization (FISH), IGHV mutation status, and ZAP-70 expression evaluated at first patient visit to MD Anderson Cancer Center were correlated by multivariable analysis with time to first treatment. This multivariable model was used to develop a nomogram—a weighted tool to calculate 2- and 4-year probability of treatment and estimate median time to first treatment. Results There were 930 previously untreated patients who had traditional and new prognostic factors evaluated; they did not have active CLL requiring initiation of treatment within 3 months of first visit and were observed for time to first treatment. The following were independently associated with shorter time to first treatment: three involved lymph node sites, increased size of cervical lymph nodes, presence of 17p deletion or 11q deletion by FISH, increased serum lactate dehydrogenase, and unmutated IGHV mutation status. Conclusion We developed a multivariable model that incorporates traditional and newer prognostic factors to identify patients at high risk for progression to treatment. This model may be useful to identify patients for early interventional trials.


Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 5468-5468
Author(s):  
Shuo Ma ◽  
Rebecca J Chan ◽  
Lin Gu ◽  
Guan Xing ◽  
Nishan Rajakumaraswamy ◽  
...  

Introduction: Idelalisib (IDELA) is the first-in-class PI3Kδ inhibitor and is approved as a monotherapy for relapsed or refractory (R/R) follicular lymphoma and in combination with rituximab for R/R chronic lymphocytic leukemia (CLL). We previously evaluated IDELA treatment interruption as a mechanism to mitigate treatment-emergent adverse events (TEAEs) and found that limited interruption with clinically appropriate re-challenging resulted in superior clinical outcomes. These findings did not comprehensively address the potential confound of interruptions inherently being associated with longer duration of therapy (DoT). Furthermore, the compound effect of IDELA dose reduction together with treatment interruption on IDELA efficacy was not assessed. Objectives: 1) To evaluate whether the benefit of IDELA interruption is retained in patients on therapy >180 days, a duration previously found to be associated with longer overall survival among patients who discontinued IDELA due to an AE; and 2) To compare clinical outcomes of patients who reduced IDELA dosing in addition to interrupting IDELA with those of patients who interrupted IDELA without additional dose reduction. Methods: Using data from Gilead-sponsored trials of patients with R/R indolent non-Hodgkin's lymphoma (iNHL) treated with IDELA monotherapy (N=125, Gopal et al., N. Engl. J. Med., 2014) or with R/R CLL treated with IDELA + anti-CD20 (N=110, Furman et al., N. Engl. J. Med., 2014; and N=173, Jones et al., Lancet Haematol., 2017), DoT, progression-free survival (PFS), and overall survival (OS) were compared between patients on IDELA therapy >180 days with vs. without interruption and between patients who experienced Interruption and Dose Reduction (IDR) vs. patients who experienced Interruption but NoDose Reduction (INoDR) at any point during IDELA treatment. Interruption was defined as missing at least one IDELA treatment day due to an AE and dose reduction could have occurred before or after the first interruption. PFS and OS were estimated using the Kaplan-Meier method and were compared using a log-rank test. Results: Sixty-nine of 125 patients with R/R iNHL (55.2%) and 222 of 283 patients with R/R CLL (78.4%) remained on IDELA therapy >180 days with 29 (42.0%) and 103 (46.4%) of them, respectively, experiencing interruption on or after day 180 (Table 1). The proportions of patients with interruption before day 180 were similar within each of these populations. Among patients on therapy >180 days, those with treatment interruption on or after 180 days had a longer median (m) DOT than patients without interruption (Table 1). Both PFS and OS were longer in CLL patients who interrupted compared to those who did not interrupt (mPFS=28.9 mos. vs. 17.3 mos. and mOS=not reached [NR] vs. 40.4 mos. for with interruption vs. without interruption, respectively, Table 1 and Figure 1). In patients with iNHL, no difference was observed in PFS or OS between patients who interrupted vs. those who did not (Table 1). Of patients who experienced at least one AE-induced interruption at any point during IDELA therapy (n=63 iNHL and n=157 CLL), 47 iNHL patients (74.6%) and 84 CLL patients (53.5%) also had dose reduction. Two iNHL patients (1.6%) and 5 CLL patients (1.8%) had IDELA dose reduction but no interruption. Both iNHL and CLL patients with IDR experienced a similar PFS compared to patients with INoDR (mPFS=16.5 mos. vs. 14.2 mos. for iNHL and 21.8 mos. vs. 22.1 mos. for CLL with IDR vs. INoDR, respectively, Table 2). However, OS was longer in both iNHL and CLL patients with IDR compared to INoDR (mOS=61.2 mos. vs. 35.3 mos. for iNHL and NR vs. 42.4 mos. for CLL, respectively, Table 2; CLL patients shown in Figure 2). Discussion: IDELA treatment interruption is not associated with rapid clinical deterioration, as observed with some B-cell receptor signaling pathway inhibitors. No clear relationship between IDELA DoT and frequency of interruption was observed. When normalized for DoT >180 days, IDELA treatment interruption retained its clinical benefit in the CLL population. When utilized together with IDELA interruption, dose reduction did not lead to inferior clinical outcomes but instead extended OS in both iNHL and CLL populations. Adherence to treatment interruption and dose reduction guidance as outlined in the IDELA USPI may optimize IDELA tolerability and efficacy for patients with iNHL and CLL. Disclosures Ma: Janssen: Consultancy, Speakers Bureau; Pharmacyclics: Consultancy, Research Funding, Speakers Bureau; Gilead: Research Funding; Abbvie: Research Funding; Juno: Research Funding; Incyte: Research Funding; Xeme: Research Funding; Beigene: Research Funding; Novartis: Research Funding; Astra Zeneca: Consultancy, Research Funding, Speakers Bureau; Kite: Consultancy; Acerta: Research Funding; Bioverativ: Consultancy; Genentech: Consultancy. Chan:Gilead Sciences, Inc.: Employment, Equity Ownership. Gu:Gilead Sciences, Inc.: Employment. Xing:Gilead Sciences, Inc.: Employment. Rajakumaraswamy:Gilead Sciences, Inc.: Employment. Ruzicka:Gilead Sciences, Inc.: Employment. Wagner-Johnston:Gilead: Membership on an entity's Board of Directors or advisory committees; ADC Therapeutics: Membership on an entity's Board of Directors or advisory committees; Jannsen: Membership on an entity's Board of Directors or advisory committees; Bayer: Membership on an entity's Board of Directors or advisory committees.


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