scholarly journals Significance of Preoperative Systemic Immune Score for Stage I Gastric Cancer Patients

2018 ◽  
Vol 2018 ◽  
pp. 1-10 ◽  
Author(s):  
Jun Lu ◽  
Long-long Cao ◽  
Ping Li ◽  
Jian-wei Xie ◽  
Jia-bin Wang ◽  
...  

Background. Determining preferences regarding the benefits of adjuvant chemotherapy (AC) for stage I GC is critical. Methods. We retrospectively reviewed 1069 patients with pathologically confirmed stage I GC who underwent R0 gastrectomy between 2006 and 2014. Univariate and multivariate survival analyses were conducted. Systemic inflammation factors were used to develop a scoring system for predicting AC benefits. Results. With a median follow-up of 47 months (range 3–113 months), the 5-year overall survival (OS) rate was 90.5%. The patient score was 1 for either a pretreatment hypoalbuminemia or elevated derived neutrophil-lymphocyte ratio (dNLR) and was 0 otherwise. The SIS served as an independent prognostic factor for reduced OS. AC was delivered to 13.5% (144/1069) of all patients. Compared to surgery alone, AC had no significant effect on survival in both the entire cohort and the IA/IB subgroup. However, in the high-risk group (SIS = 2), patients with AC had a significantly better OS than those undergoing surgery alone. Conclusions. Patients with SIS = 2 may benefit from AC and thus may be considered candidates for adjuvant treatment. However, to confirm our findings, future prospective studies are warranted.

2014 ◽  
Vol 32 (3_suppl) ◽  
pp. 29-29
Author(s):  
Akihiro Suzuki ◽  
Ryotaro Takano ◽  
Osamu Takahashi ◽  
Takashi Taketa ◽  
Yuhsuke Shimodaira ◽  
...  

29 Background: The neutrophil-lymphocyte ratio (NLR) is related to inflammatory status of patients with some cancers. We hypothesize that preoperative NLR is associated with clinical outcomes in patients with gastric adenocarcinoma. Methods: We identified 458 gastric cancer patients who had curative gastrectomy at our institute between 2000 and 2009. All patients had baseline staging including blood test, CT scan and an endoscopic biopsy. Multiple statistical methods were used to analyze clinical outcomes. Results: Most patients were men and most had stage I. The median follow-up time was 74.8 months (95% C.I; 69.5-80.2). The estimated overall survival (OS) and recurrence-free survival (RFS) rate at 5 years were 76.1 +/- 2.1% and 78.6 +/- 2.2%, respectively. We divided 2 groups by NLR that cut off point was 4. In the stage I patients, the median OS and RFS of high and low NLR patients were not different (p=0.63, p=0.92, respectively). However, in stage II, III and IV patients, RFS of those were significantly different (p=0.027). In multivariate analyses, age (p<0.001) and baseline stage (p<0.001) was an independent prognosis factor for OS, and high NLR (p=0.005) and baseline stage (p<0.001) was an independent risk factor for RFS. High NLR had tendency to be associated with poor OS (p=0.069) in multivariate analysis. Conclusions: A high preoperative NLR may be a useful biomarker to predict a poor prognosis patient with gastric cancer before surgery.


PeerJ ◽  
2021 ◽  
Vol 9 ◽  
pp. e10749
Author(s):  
Tao Yang ◽  
Lizheng Hao ◽  
Renyun Cui ◽  
Huanyu Liu ◽  
Jian Chen ◽  
...  

Background The immunological tumour microenvironment (TME) has occupied a very important position in the beginning and progression of non-small cell lung cancer (NSCLC). Prognosis of lung adenocarcinoma (LUAD) remains poor for the local progression and widely metastases at the time of clinical diagnosis. Our objective is to identify a potential signature model to improve prognosis of LUAD. Methods With the aim to identify a novel immune prognostic signature associated with overall survival (OS), we analysed LUADs extracted from The Cancer Genome Atlas (TCGA). Immune scores and stromal scores of TCGA-LUAD were downloaded from Estimation of STromal and Immune cells in MAlignant Tumour tissues Expression using data (ESTIMATE). LASSO COX regression was applied to build the prediction model. Then, the prognostic gene signature was validated in the GSE68465 dataset. Results The data from TCGA datasets showed patients in stage I and stage II had higher stromal scores than patients in stage IV (P < 0.05), and for immune score patients in stage I were higher than patients in stage III and stage IV (P < 0.05). The improved overall survivals were observed in high stromal score and immune score groups. Patients in the high-risk group exhibited the inferior OS (P = 2.501e − 05). By validating the 397 LUAD patients from GSE68465, we observed a better OS in the low-risk group compared to the high-risk group, which is consistent with the results from the TCGA cohort. Nomogram results showed that practical and predicted survival coincided very well, especially for 3-year survival. Conclusion We obtained an 11 immune score related gene signature model as an independent element to effectively classify LUADs into different risk groups, which might provide a support for precision treatments. Moreover, immune score may play a potential valuable sole for estimating OS in LUADs.


2021 ◽  
Author(s):  
xiaolong Liu ◽  
Zhen Ma ◽  
Lei Zhang ◽  
Yang Yu ◽  
Maswikiti Ewetse Paul ◽  
...  

Abstract Background Gastric cancer(GC) treated with fluorouracil and cisplatin can cause chemotherapy resistance, which is one of the most common postoperative clinical complications and leads to in poor prognosis. Methods The purpose of this study is to investigate the susceptibility of patients with GC after postoperative chemotherapy based on autophagy-related genes (ATGs). Under the background of TCGA database, for patients with GC undergoing and during chemotherapy,gene expression data was integrated and analyzed. Prognostic genes were screened based on univariate and various analysis regression models. Subjects were divided into two groups: high-risk group and low-risk group. Univariate and various analytical regression models were used to screen for prognostic genes. Median risk score was used for analysis. OS and DFS were evaluated by the product limit estimation method. Subject curve analysis is used to determine the accuracy of the forecast. We also have performed appropriate analysis and conducted some detailed assessments in our work. The differential expression of ATGs was mainly associated with chemotherapy resistance.Results After chemotherapy administration, we have screened 9 ATGs outcomes in the subjects and DFS and OS were precisely predicted by the model of GEO and TCGA databases.Conclusions 9 genes were established as prognostic markers to predict the relationship between ATGs and GC chemotherapy susceptibility, suggesting a better individualized treatment in clinical practice.


Circulation ◽  
2015 ◽  
Vol 132 (suppl_3) ◽  
Author(s):  
Yoshitaka Ito ◽  
Kazuhiro Naito ◽  
Katsuhisa Waseda ◽  
Hiroaki Takashima ◽  
Akiyoshi Kurita ◽  
...  

Background: While anticoagulant therapy is standard management for atrial fibrillation (Af), dual antiplatelet therapy (DAPT) is needed after stent implantation for coronary artery disease. HAS-BLED score estimates risk of major bleeding for patients on anticoagulation to assess risk-benefit in Af care. However, it is little known about usefulness of HAS-BLED score in Af patient treated with coronary stents requiring DAPT or DAPT plus warfarin (triple therapy: TT). The aim of this study was to evaluate the role of HAS-BLED score on major bleeding in Af patients undergoing DAPT or TT. Methods: A total of 837 consecutive patients were received PCI in our hospital from Jan. 2007 to Dec. 2010, and 66 patients had Af or paroxysmal Af at the time of PCI. Clinical events including major bleeding (cerebral or gastrointestinal bleeding) were investigated up to 3 years. Patients were divided into 2 groups based on HAS-BLED score (High-risk group: HAS-BLED score≥4, n=19 and Low-risk group: HAS-BLED score<4, n=47). DAPT therapy was required for a minimum 12 months after stent implantation and warfarin was prescribed based on physicians’ discretion. Management/change of antiplatelet and anticoagulant therapy during follow-up periods were also up to physicians’ discretion. Results: Baseline characteristics were not different between High-risk and Low-risk group except for age. Overall incidence of major bleeding was observed in 8 cases (12.1%) at 3 years follow-up. Major bleeding event was significantly higher in High-risk group compared with Low-risk group (31.6% vs. 4.3%, p=0.002). However, management of DAPT and TT was not different between the 2 groups. Among component of HAS-BLED score, renal dysfunction and bleeding contributed with increased number of the score. Conclusion: High-risk group was more frequently observed major bleeding events compared with Low-risk group in patients with Af following DES implantation regardless of antiplatelet/anticoagulant therapy.


2016 ◽  
Vol 2 (3_suppl) ◽  
pp. 75s-75s
Author(s):  
Sandra Luna-Fineman ◽  
Soad L. Alabi ◽  
Mauricio E. Castellanos ◽  
Yessika Gamboa ◽  
Ligia Fu ◽  
...  

Abstract 57a Purpose: A significant percentage of patients in Central America present with buphthalmos, carrying a high risk of globe rupture and orbital contamination. In 2007, AHOPCA introduced chemotherapy before enucleation in children with buphthalmos. Methods: Patients with advanced intraocular disease were considered standard-risk and underwent enucleation. Those with diffuse invasion of choroid, postlaminar optic nerve, or anterior chamber invasion received 4-6 cycles of adjuvant chemotherapy (vincristine, carboplatin, etoposide). Patients with buphthalmos or perceived to be at risk for abandonment were considered high-risk, given 2-3 cycles of chemotherapy before enucleation to compete 6 cycles regardless of pathology. All cases were discussed via online meetings. Results: From 2007 to 2014, 396 patients were enrolled; 240 had IRSS stage I (174 unilateral). 143 had upfront enucleation, 95 had pre-enucleation chemotherapy, 1 is pending enucleation and 1 abandoned before enucleation. The standard-risk group 69 had risk pathology and 76 had no risk factors; 125 had no events, 5 abandoned 11 relapsed/progressed and 2 died of toxicity. Of 95 high-risk group, 8 abandoned, 20 relapse/progressive, 6 had toxic deaths and 61 are alive at last follow-up (median time of 4 years). Of high risk group, 55 were unilateral, 82% are alive. At 7 years OS (abandonment-censored) was 95±0.02 and 79±0.04 for standard-risk and high-risk (p=0.008). Conclusion: AHOPCA addressed advanced intraocular disease with an innovative approach. In eyes with buphthalmos and patients with risk of abandonment, neo-adjuvant chemotherapy is effective, when followed by post-enucleation chemotherapy. This approach avoids ocular rupture and intensified therapy, and reduces refusal/abandonment rate. AUTHORS' DISCLOSURES OF POTENTIAL CONFLICTS OF INTEREST: No COIs from the authors.


EP Europace ◽  
1999 ◽  
Vol 1 (1) ◽  
pp. 35-39 ◽  
Author(s):  
L. Gianfranchi ◽  
M. Brignole ◽  
C. Menozzi ◽  
G. Lolli ◽  
N. Bottoni

Abstract We evaluated the rate of progression of permanent atrial fibrillation (AF) and identified clinical factors that predict this event in 63 consecutive patients who had undergone AV junctional ablation and DDDR pacemaker implantation for drug-refractory paroxysmal atrial fibrillation/flutter. Immediately after ablation, anti-arrhythmic drugs were discontinued in all cases. Permanent AF was con-sidered to have developed if AF was present on two consecutive 6-monthly examinations with no interim documented sinus rhythm. During a mean follow-up of 23±16 months, 22 (35%) of the 63 patients developed permanent AF. The actuarial estimate of progression of permanent AF was 22%, 40% and 56%, respectively, 1, 2 and 3 years after ablation. Age and underlying heart disease were independent predictors of progression of permanent AF. Only one (6%) of 16 patients with idiopathic AF had permanent AF (low risk group). Among the 47 patients with structural heart disease, permanent AF developed in 18 (62%) of the 29 who were aged >75 years or had >12 arrhythmic episodes per year and a symptom duration >4 years (high risk group), but only in three (17%) of the remaining 18 patients who did not (intermediate risk group). In conclusion, during a 3-year follow-up period, about half of the patients with a history of drug-refractory paroxysmal AF did not develop permanent AF after AV junctional ablation and dual-chamber pacemaker implantation, even in the absence of anti-arrhythmic drug therapy. Moreover, subgroups of patients whose risk of permanent AF progression differed were identified on the basis of simple baseline clinical variables. The results of this study form the necessary background for the correct management of patients after AV junction ablation and for the planning of future trials in this field.


Blood ◽  
2009 ◽  
Vol 114 (22) ◽  
pp. 846-846
Author(s):  
Vikram Mathews ◽  
Biju George ◽  
Kavitha M Lakshmi ◽  
Auro Viswabandya ◽  
Ezhilarasi Chendamarai ◽  
...  

Abstract Abstract 846 We had previously reported a well tolerated regimen using single agent arsenic trioxide (ATO) (Blood 2006:107; 2627) leading to durable remissions in patients with newly diagnosed acute promyelocytic leukemia (APL). Briefly, the regimen consisted of ATO (10mg/day for adults and 0.15mg/kg/day for pediatric patients) for up to 60 days in induction; this was followed by a 28 day consolidation after a 4 week break. Four weeks after completion of consolidation, patients received ATO for 10 days/month for 6 months. A concern with the previous report was the relatively short duration of follow up. Here we report the long term follow-up data of the same cohort. As previously reported, 72 newly diagnosed cases of APL were enrolled. 62 patients (86.1%) achieved hematological remission. The remaining died prior to achieving remission. There were no primary induction failures. Twenty two (30.6%) of these patients were considered good risk group (WBC count at diagnosis <5×109/L and a platelet count >20×109/L), the rest were considered high risk. Since publication of the last report an additional 7 patients have relapsed to give a total of 13 relapses, 2 were in the good risk group and the remaining 11 in the high risk group. The relapses in the good risk group were salvaged with an autologous SCT and have durable continued second remissions. The median time to relapse was 1.5 years. Five (38.52%) of these relapses occurred beyond 2 years and included both relapses in the good risk group. At a median follow-up of 58 months the 5-year Kaplan-Meier overall survival (OS), event free survival (EFS) and disease free survival (DFS) of the entire cohort was 74.22±5.26%, 68.93±5.52% and 80.00±5.17% respectively. The 5-year OS and EFS of the good risk and high risk group was 100±00% vs. 63.30±6.9% and 90.00±6.71% vs. 59.66±6.99% respectively. Beyond induction, all deaths followed relapse of disease. There were no second malignancies reported. Besides the previously reported toxicities, which were mild and transient in most cases, there were no new toxicities that were reported on continued follow up of these cases. Since completion of therapy, in spite of counseling and advising against pregnancy, 3 males and 4 females in the reproductive age group have had 8 normal children. No abortions, still births or fetal defects were reported among patients in the reproductive age group in this cohort. Hair and nail samples from 5 cases that had completed maintenance therapy more than 24 months earlier have been collected for analysis, the results of which are awaited. At our center the cost of administering this regimen is a quarter of that of a conventional ATRA plus anthracycline based regimen. Additionally, after the initial induction therapy the rest of the treatment did not require hospital admission nor did it result in any Grade III/IV hematological toxicity. Single agent ATO based regimen as reported previously is well tolerated, results in durable remissions and does not have any significant late side effects. In the good risk group it is associated with excellent clinical outcomes while in the high risk group additional interventions are probably required to reduce the risk of late relapses. In a resource constrained environment it is probably the best option. Disclosures: No relevant conflicts of interest to declare.


Blood ◽  
2016 ◽  
Vol 128 (22) ◽  
pp. 534-534
Author(s):  
Natasha Catherine Edwin ◽  
Jesse Keller ◽  
Suhong Luo ◽  
Kenneth R Carson ◽  
Brian F. Gage ◽  
...  

Abstract Background Patients with multiple myeloma (MM) have a 9-fold increased risk of developing venous thromboembolism (VTE). Current guidelines recommend pharmacologic thromboprophylaxis in patients with MM receiving an immunomodulatory agent in the presence of additional VTE risk factors (NCCN 2015, ASCO 2014, ACCP 2012). However, putative risk factors vary across guidelines and no validated VTE risk tool exists for MM. Khorana et al. developed a VTE risk score in patients with solid organ malignancies and lymphoma (Blood, 2008). We sought to apply the Khorana et al. score in a population with MM. Methods We identified patients diagnosed with MM within the Veterans Health Administration (VHA) between September 1, 1999 and December 31, 2009 using the International Classification of Diseases (ICD)-03 code 9732/3. We followed the cohort through October 2014. To eliminate patients with monoclonal gammopathy of undetermined significance and smoldering myeloma, we excluded patients who did not receive MM-directed therapy within 6 months of diagnosis. We also excluded patients who did not have data for hemoglobin (HGB), platelet (PLT) count, white blood count (WBC), height and weight, as these are all variables included in the Khorana et al. risk model. Height and weight were assessed within one month of diagnosis and used to calculate body mass index (BMI). We measured HGB, PLT count, and WBC count prior to treatment initiation: within two months of MM diagnosis. A previously validated algorithm, using a combination of ICD-9 code for VTE plus pharmacologic treatment for VTE or IVC filter placement, identified patients with incident VTE after MM diagnosis (Thromb Res, 2015). The study was approved by the Saint Louis VHA Medical Center and Washington University School of Medicine institutional review boards. We calculated VTE risk using the Khorana et al. score: We assigned 1 point each for: PLT ≥ 350,000/μl, HGB < 10 g/dl, WBC > 11,000/μl, and BMI ≥ 35 kg/m2. Patients with 0 points were at low-risk, 1-2 points were considered intermediate-risk and ≥3 points were termed high-risk for VTE. We assessed the relationship between risk-group and development of VTE using logistic regression at 3- and 6-months. We tested model discrimination using the area under the receiver operating characteristic curve (concordance statistic, c) with a c-statistic range of 0.5 (no discriminative ability) to 1.0 (perfect discriminative ability). Results We identified 1,520 patients with MM: 16 were high-risk, 802 intermediate-risk, and 702 low-risk for VTE using the scoring system in the Khorana et al. score. At 3-months of follow-up, a total of 76 patients developed VTE: 27 in the low-risk group, 48 in the intermediate-risk group, and 1 in the high-risk group. At 6-months of follow-up there were 103 incident VTEs: 41 in the low-risk group, 61 in the intermediate-risk group, and 1 in the high-risk group. There was no significant difference between risk of VTE in the high- or intermediate-risk groups versus the low-risk group (Table 1). The c-statistic was 0.56 at 3-months and 0.53 at 6-months (Figure 1). Conclusion Previously, the Khorana score was developed and validated to predict VTE in patients with solid tumors. It was not a strong predictor of VTE risk in MM. There is a need for development of a risk prediction model in patients with MM. Figure 1. Figure 1. Disclosures Carson: American Cancer Society: Research Funding. Gage:National Heart, Lung and Blood Institute: Research Funding. Kuderer:Janssen Scientific Affairs, LLC: Consultancy, Honoraria. Sanfilippo:National Heart, Lung and Blood Institute: Research Funding.


2019 ◽  
Vol 2 (2) ◽  
pp. 91-95
Author(s):  
Ioan-Mihai Japie ◽  
Dragoș Rădulescu ◽  
Adrian Bădilă ◽  
Alexandru Papuc ◽  
Traian Ciobanu ◽  
...  

AbstractIntroduction: In order to diagnose and stage malignant bone tumors, the pathologic examination of harvested pieces with immunohistochemistry test is necessary; they also provide information regarding the prognosis on a medium to long term. Among tissular biomarkers with potential predictive value, a raised Ki-67 protein level is used to determine the risk of local recurrence or metastasis.Material and method: This study was performed on 50 patients with primary malignant bone tumors admitted in the Traumatology and Orthopedy Department of University Emergency Hospital, Bucharest. Patients repartition according to diagnosis was the following: 21 patients with osteosarcoma, 18 patients with chondrosarcoma, 6 patients with Ewing sarcoma, 3 patients with malignant fibrous histiocytoma, and 2 with fibrosarcoma. The follow-up period was between 12 and 72 months with a mean of 26 months.Results: Patients were aged between 18 and 77 years old, with a mean age of 41,36. There were 22 women and 28 men. No sex or age difference was notable for the tumor outcome. After calculating the Ki-67 LI, 36 patients were included in the high-risk group (Ki-67 LI > 25%), while 14 had a low risk for metastasis and local relapse (Ki-67 < 25%). The low-risk patients had chondrosarcoma (8 patients), osteosarcoma (5 patients), and fibrosarcoma (1 patient). During the follow-up, 8 patients, all belonging to the high risk group, developed metastasis, while 5 patients developed local recurrences; 4 patients who relapsed belonged to the high risk group and 1 to the low risk group. Metastases developed in 3 patients with osteosarcoma, 2 with Ewing sarcoma, 2 with chondrosarcoma and 1 patient with fibrosarcoma. Most metastases occurred within one year after surgery. The other fibrosarcoma patient developed local recurrence after 6 months, while the other local recurrences occurred in osteosarcoma patients (2 cases) and 1 in a Ewing sarcoma patient and chondrosarcoma patient.Conclusions: Our study concluded that while Ki-67 LI values are useful in determining the aggressivity of primary malignant bone tumors, it should always be used in conjunction with the clinical, imaging and anatomopathological diagnosis methods in order to accurately predict the patients’ outcome.


Blood ◽  
2018 ◽  
Vol 132 (Supplement 1) ◽  
pp. 186-186 ◽  
Author(s):  
Inhye E. Ahn ◽  
Xin Tian ◽  
Maher Albitar ◽  
Sarah E. M. Herman ◽  
Erika M. Cook ◽  
...  

Abstract Introduction: We previously reported a prognostic scoring system in CLL using pre-treatment factors in patients treated with ibrutinib [Ahn et al, 2016 ASH Annual Meeting]. Here we present long-term follow-up results and validation of the prognostic models in a large independent cohort of patients. We also determine the incidence of resistance-conferring mutations in BTK and PLCG2 genes in different clinical risk groups. Methods and Patients: The discovery cohort comprised 84 CLL patients on a phase II study with either TP53 aberration (deletion 17p or TP53 mutation) or age ≥65 years (NCT01500733). The validation cohort comprised 607 patients pooled from four phase II and III studies for ibrutinib in treatment-naïve or relapsed/refractory CLL (NCT01105247; NCT01578707; NCT01722487; NCT01744691). All patients received single-agent ibrutinib 420mg once daily. We used Cox regression models to identify independent predictors of PFS, Kaplan-Meier method to estimate probabilities of PFS, log-rank test to compare PFS, and Cochran-Armitage trend test to compare the incidence of mutation among subgroups. We used R version 3.5.0 or SAS® version 9.3 for statistical analyses. For biomarker correlation, we tested cellular DNA or cell-free DNA collected from patients in the discovery cohort with the targeted sequencing of BTK and PLCG2 genes. Result: At a median follow-up of 5.2 years, 28 (33.3%) of 84 patients in the discovery cohort progressed or died. 52 (61.9%) patients had treatment-naïve CLL. Independent factors of PFS on univariate analysis were; TP53 aberration, prior treatment, and β-2 microglobulin (B2M) >4mg/L (P<0.05 for all tests). Unmutated IGHV and advanced Rai stage (III/IV) showed a trend toward inferior outcome without reaching statistical significance. Because higher levels of B2M were associated with relapsed/refractory CLL, we performed two multivariate Cox regression models to assess B2M and prior treatment status separately. Risk groups were determined by the presence of TP53 aberration, advanced Rai stage, and B2M >4mg/L for Model 1, and TP53 aberration, advanced Rai stage, and relapsed/refractory CLL for Model 2 (Table 1). The high-risk group had all three adverse risk factors; the intermediate-risk group had two risk factors; and the low-risk group, none or one. The median PFS of the high-risk group was 38.9 months for Model 1 and 38.4 months for Model 2, and was significantly shorter than those of intermediate and low-risk groups. In the validation cohort, 254 (41.8%) of 607 patients progressed or died at a median follow-up of 4.2 years. 167 (27.5%) patients had treatment-naïve CLL. Both models showed statistically significant differences in PFS by risk groups (Table 1). For the high-risk group, 4-year PFS was 30.2% in Model 1 and 30.5% in Model 2, which were inferior to those of intermediate (53.4 and 52.4%) and low-risk groups (68.7 and 73.7%). Model 1 classified 20% of patients and Model 2 classified 28% of patients to the high-risk group. BTK and PLCG2 mutations are common genetic drivers of ibrutinib resistance in CLL. To determine whether the incidence of these mutations correlates with prognostic risk groups, we performed targeted sequencing of BTK and PLCG2 of samples collected from patients in the discovery cohort. We used cell-free DNA for patients who received long-term ibrutinib (≥3 years) and had low circulating tumor burden, and cellular DNA, for samples collected within 3 years on ibrutinib or at progression. Of 84 patients, 69 (82.1%) were tested at least once, and 37 (44.0%) were tested at least twice. The frequency of testing was similar across the risk groups by two models (P>0.05). The cumulative incidences of mutations at 5 years in the low-, intermediate-, and high-risk groups were: 21.4%, 44.8% and 50%, respectively, by Model 1 (P=0.02); and 22.6%, 41.4% and 66.7%, respectively, by Model 2 (P=0.01). Conclusion: We developed and validated prognostic models to predict the risk of disease progression or death in CLL patients treated with ibrutinib. Risk groups classified by three commonly available pre-treatment factors showed statistically significant differences in PFS. The clinically-defined high-risk disease was linked to higher propensity to develop clonal evolution with BTK and/or PLCG2 mutations, which heralded ibrutinib resistance. Disclosures Albitar: Neogenomics Laboratories: Employment. Ma:Neogenomics Laboratories: Employment. Ipe:Pharmacyclics, an AbbVie Company: Employment, Other: Travel; AbbVie: Equity Ownership. Tsao:Pharmacyclics LLC, an AbbVie Company: Employment. Cheng:Pharmacyclics LLC, an AbbVie Company: Employment. Dean:CTI BioPharma Corp.: Employment, Equity Ownership; Pharmacyclics LLC, an AbbVie Company: Employment, Equity Ownership. Wiestner:Pharmacyclics LLC, an AbbVie Company: Research Funding.


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