scholarly journals A Risk Scoring System for Prognosis of Multiple Myeloma

Blood ◽  
2021 ◽  
Vol 138 (Supplement 1) ◽  
pp. 4748-4748
Author(s):  
Yachun Jia ◽  
Guangyao Kong ◽  
Aili He

Abstract A Risk Scoring System for Prognosis of Multiple Myeloma Background: Multiple myeloma (MM) is the second most frequently-occurring hematologic malignancy characterized by anemia, renal damage, osteolytic lesions and hypercalcemia (Kumar, et al. 2017), without specific prognostic indicators. Protein arginine methyltransferases 3 (PRMT3) is an enzyme which participates in the progression of some malignant diseases (Xiao, et al. 2017). However, the prognostic value of PRMT3 in MM remains unclear. In this study, we developed a risk scoring system based on the expression of PRMT3 to distinguish MM cohorts with different clinical characteristics. Methods: we integrated 4 datasets from The Cancer Genome Atlas (TCGA) or gene expression omnibus (GEO) and analyzed the correlation between PRMT3 expression and R-ISS stage, diseases progression, clinical characteristics or prognosis. Furthermore, we collected a cohort of newly diagnosed MM and healthy donor samples and then performed qRT-PCR to verify the expression of PRMT3. A risk scoring system was established to point out the prognostic indicator for clinical outcome of MM. The predictive power was evaluated by using Receiver Operating Characteristic (ROC) and Kaplan-Meier survival curve. Results: By extensive data analysis, we found the expression of PRMT3 was upregulated during the progression of myeloma (Figure 1 A p=0.573, 0.028, 0.02, respectively). The expression level of PRMT3 in relapsed MM patients was higher than that in newly diagnosed MM patients (Figure 1 B p=0.02, 0.016, 0.002, respectively). Meanwhile, the expression of PRMT3 was also increased in MM patients with advanced R-ISS stage (Figure 1 C p=0.001, 0.042, respectively). Moreover, the validation in a new cohort of MM samples showed the expression of PRMT3 was higher in MM patients compared to normal controls (Figure 1 D p=0.012). MM patients with high expression of PRMT3 showed prolonged Event Free Survival (EFS) and Overall Survival (OS) (Figure 2 A&B EFS: p=0.008, OS: p=0.001). Furthermore, we found the expression of PRMT3 had a positive correlation with B2M(p=0.018), HGB (p=0.001), aspirate plasma cells (p=0.002) and bone marrow biopsy plasma cells (p=0.001 Table not shown). Meanwhile, univariate and multivariate analysis showed that B2M, LDH, ALB, MRI and PRMT3 were independent adverse prognostic factors for OS in MM patients (p<0.001, p<0.001, p=0.0044, 0.0403, 0.0312, Table not shown). Finally, we established a risk scoring system which performed remarkable predicting effectiveness among MM patients. The ROC curve showed that the risk model performed well in 3-year OS (Figure 2 C AUC=0.749). A threshold score 1.26897 was recommended to distinguish the high and low risk score groups. Patients with higher risk score had a shorter OS than those with lower risk score (median 27.45 months vs. 50.13 months, p<0.001 Figure 2 D). Conclusion: Our study identified that PRMT3 was upregulated in MM patients and that increased PRMT3 was an independent adverse prognostic factor for OS in MM. The risk scoring system based on the expression of PRMT3 provided distinct insights into the prognosis of MM patients. Figure 1 Figure 1. Disclosures No relevant conflicts of interest to declare.

Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 4501-4501
Author(s):  
Xiaoyu Zhu ◽  
Jiang Zhu ◽  
Baolin Tang ◽  
Kaidi Song ◽  
Linlin Jin ◽  
...  

Introduction Pre-engraftment syndrome (PES) is a common immune reaction prior to neutrophil engraftment after unrelated cord blood transplantation (UCBT), with a unique clinical manifestation of non-infectious fever and skin rash. The reported incidence of PES ranges from 20% to 78%. Although many researchers believe that PES is associated with a high incidence of acute graft-versus-host disease (GVHD) but not with transplant-related mortality (TRM) , relapse, or overall survival (OS), they did not stratify the risk factors of PES, and how to carry out different doses of methylprednisolone (MP) stratified intervention therapy still remains unknown. Method s First, 136 hematological malignancy patients treated with UCBT from April 2000 to February 2012 in our transplantation center were retrospectively analysis. Among them, 92 patients occurred PES. High-risk factors for 180-day TRM in PES patients were established by univariate and multivariate analysis. Then, from January 2013 to August 2016, 221 PES patients were scored according to the risk scoring system and stratified treated with different doses of MP. Finally, in order to validate the efficacy of MP stratification treatment, we conducted a prospective, open label and non-randomized clinical trial including 240 PES patients who underwent UCBT from September 2016 to December 2018. This trial is registered at www.chictr.org.cn as ChiCTR-ONC-16009013. Results The cumulative incidence of neutrophil and platelet engraftment was significantly higher in PES group than non-PES group (97.8% vs 70.5%, P<0.001; 75.0% vs 54.5%, P=0.05). In 92 PES patients, multivariate analysis showed that failed MP treatment, multiple clinical symptoms and early onset of PES were independent high risk factors affecting180-day TRM. One high risk factor was scored as 1. The 92 PES patients were divided into PES-0, PES-1,PES-2 and PES-3, and the higher the score, the higher the TRM (17.7% vs 21.9% vs 62.5% vs 100%,respectively; P<0.001), and the lower the OS (68.3% vs 56.2% vs 25.0% vs 0%, respectively; P<0.001). Then, from January 2013 to August 2016, 221 PES patients were scored as PES-0, PES-1 and PES-2 according to the following two high risk factors (multiple clinical symptoms and early onset of PES) and stratified treated with different doses of MP (0.5mg/kg/d for PES-0, 1mg/kg/d for PES-1 and 2mg/kg/d for PES-2). Compared to the previous PES patients with the same risk score, the 180-day TRM of PES-1 and PES-2 patients was significantly reduced and the OS, disease free survival (DFS), and GVHD-free and Relapse-free survival (GRFS) were significantly increased after stratified treatment. The results in the prospective trial were similar to the retrospective study. In addition, although stratified therapy could significantly improve the prognosis of PES-2 patients cohort, the cumulative incidence of acute GVHD and GRFS are still the worst compared with other risk score patients. Therefore, how to improve the outcomes of PES-2 patients remains to be further studied. Conclusion s PES after UCBT is benefit for engraftment, but should be graded according the risk scoring system. Different doses of MP stratified intervention therapy can significantly improve the prognosis of severe PES patients. The risk scoring system of PES after UCBT and MP stratification treatment are worthy of clinical application. But the cumulative incidence of acute GVHD and GRFS in severe PES patients still need to be ameliorated in the further study. Disclosures No relevant conflicts of interest to declare.


2017 ◽  
Vol 32 (5) ◽  
pp. 1427-1435 ◽  
Author(s):  
Hao Chen ◽  
Fang Yuan ◽  
Shi-Wen Chen ◽  
Yan Guo ◽  
Gan Wang ◽  
...  

Blood ◽  
2015 ◽  
Vol 126 (23) ◽  
pp. 5316-5316
Author(s):  
Andrei Garifullin ◽  
Irina Martynkevich ◽  
Sergei Voloshin ◽  
Alexei Kuvshinov ◽  
Ludmila Martynenko ◽  
...  

Abstract Background. Genetic anomalies (GA) are primary link of pathogenesis in MM. GA lead to formation of clonal plasma cells, which has different phenotype. Aim. To estimate the incidence of GA and their correlation with clonal plasma cells' phenotype in patients with ND MM. Methods. We analysed 22 patients with ND MM (median age 57 years, range 38-80; male/female - 1:1.75). Cytogenetic analysis was performed on bone marrow samples using standard GTG-method. Metaphase FISH analysis was performed according to the manufacturer's protocol using DNA probes: LSI 13(RB1)13q14, IGH/CCND1, IGH/FGFR3, LSI TP53 (17q13.1). 8-color immunophenotypic by flow cytometry using antibody to CD45, CD38, CD138, CD56, CD19, CD20, CD27 and CD117 antigenes. Results. Translocation t(11;14) was detected in 3/14 (21.4%) patients, del(13q) - 2/14 (14.3%), t(11;14) - 3/14 (21.4%), hypodyploidy - 1/20 (5%), del(17р) - 0% patients. Clonal plasma cells' phenotype CD38+CD138+CD45- was detected in 100%. Expression CD56+ was revealed in 11/22 (50%) patients, CD19+ in 9/22 (40.9%), CD117+ in 5/22 (22.7%), CD20+ in 1/22 (4.5%), CD27+ in 1/22 (4.5%). The frequency of GA didn't depend on clonal plasma cells' phenotype and was 27.3%(3/11) in CD56+ phenotype, 23.8%(5/21) - CD20-, 23.8%(5/21) - CD27-, 23.5%(4/17) - CD117-, 23%(3/13) - CD19-, 22.2%(2/9) - CD19+, 20%(1/5) - CD117+, 18.2%(2/11) - CD56-, 0%(0/1) - CD20+, 0%(0/1) - in CD27+ phenotype. Patients of standard risk group according to mSMART 2.0 with GA had CD19-negative plasma cells' phenotype vs. CD19-positive phenotype in patients of intermediate and high-risk groups (p<0.05). 3-years overall survival in standard risk group with CD19- phenotype was 92,3%, CD19+ - 77,7% (p>0.05). Conclusion . Identification of GA, which has adverse forecast, correlates with CD19+ plasma cells phenotype. The combined definition of plasma cells phenotype and GA can improve the system of risk stratification in MM. Disclosures No relevant conflicts of interest to declare.


2020 ◽  
Vol 38 (6_suppl) ◽  
pp. 51-51
Author(s):  
Jacqueline T Brown ◽  
Yuan Liu ◽  
Jennifer Ann LaFollette ◽  
Omer Kucuk ◽  
Melvin R. Moore ◽  
...  

51 Background: AA pts represented < 3% of the COU-AA-302 and PREVAIL trial cohorts that led to the approval of ABA and ENZ in the 1st line treatment of mCRPC. We characterized the clinical outcomes (CO) and developed a risk score for AA pts with mCRPC on these agents. Methods: We retrospectively reviewed 77 AA pts with mCRPC treated with 1st line ABA or ENZ at Grady Memorial Hospital from 2015-2018. The CO included median overall survival (mOS), progression-free survival (mPFS) and PSA response (PSAr) as defined by a ≥ 50% drop in PSA over the 1st 12 weeks of treatment. Cox proportional hazard model and Kaplan-Meier method were used for association with OS and PFS and logistic regression model for PSAr. The risk score was built by regression coefficient-based scoring system using OS as the 1° outcome. Covariates included grade group (GG), baseline (bl) PSA, albumin, and BMI, ECOG status, and age. Results: Median age was 60 years with median follow-up of 11.5 months (mos). 50 pts received ABA; 27 received ENZ. The overall mOS was 45.7 mos, mPFS was 12.9 mos, and PSAr was 84.4%. CO did not differ significantly for ABA vs. ENZ with a 24-month OS of 66.6% vs. 57.7% and PFS of 34.3% vs. 45%. 1 point was assigned for each of the following: GG > 3, bl PSA ≥ 108, or bl albumin ≤ 4.2. The total was classified into low (0-1), intermediate (2), and high (3) risk and associated with CO via univariate (UVA) and multivariate (MVA) analyses (Table). Conclusions: We present the efficacy of ABA and ENZ in a cohort of AA pts with mCRPC. Risk grouping using bl PSA, bl albumin and GG may predict CO in this population. These results should be validated in a larger, prospective study.[Table: see text]


2020 ◽  
Vol 4 (10) ◽  
pp. 2236-2244
Author(s):  
Patrick W. Mellors ◽  
Moritz Binder ◽  
Rhett P. Ketterling ◽  
Patricia T. Greipp ◽  
Linda B. Baughn ◽  
...  

Abstract Metaphase cytogenetic abnormalities, plasma cell proliferation index (PCPro), and gain 1q by fluorescence in situ hybridization (FISH) are associated with inferior survival in newly diagnosed multiple myeloma (MM) treated with novel agents; however, their role in risk stratification is unclear in the era of the revised International Staging System (R-ISS). The objective of this study was to determine if these predictors improve risk stratification in newly diagnosed MM when accounting for R-ISS and age. We studied a retrospective cohort of 483 patients with newly diagnosed MM treated with proteasome inhibitors and/or immunomodulators. On multivariable analysis, R-ISS, age, metaphase cytogenetic abnormalities (both in aggregate and for specific abnormalities), PCPro, and FISH gain 1q were associated with inferior progression-free (PFS) and overall survival (OS). We devised a risk scoring system based on hazard ratios from multivariable analyses and assigned patients to low-, intermediate-, and high-risk groups based on their cumulative scores. The addition of metaphase cytogenetic abnormalities, PCPro, and FISH gain 1q to a risk scoring system accounting for R-ISS and age did not improve risk discrimination of Kaplan-Meier estimates for PFS or OS. Moreover, they did not improve prognostic performance when evaluated by Uno’s censoring-adjusted C-statistic. Lastly, we performed a paired analysis of metaphase cytogenetic and interphase FISH abnormalities, which revealed the former to be insensitive for the detection of prognostic chromosomal abnormalities. Ultimately, metaphase cytogenetics lack sensitivity for important chromosomal aberrations and, along with PCPro and FISH gain 1q, do not improve risk stratification in MM when accounting for R-ISS and age.


Blood ◽  
2014 ◽  
Vol 124 (21) ◽  
pp. 3349-3349
Author(s):  
Tomoko Narita ◽  
Atsushi Inagaki ◽  
Tsutomu Kobayashi ◽  
Yoshiaki Kuroda ◽  
Toshihiro Fukushima ◽  
...  

Abstract Introduction Multiple myeloma (MM) is an incurable plasma cell neoplasm developing through long-term multistep genetic events. Biological and clinical features of the MM are known to be associated in part with relatively early genetic aberrations such as chromosomal translocations involving IGH. The t(14;16)(q32;q23) involving c-MAF oncogene locus is an important chromosomal aberration observed in approximately 5 percent of newly diagnosed MM. Various studies have suggested that MM carrying t(14;16) is associated with specific clinical characteristics. However, these studies were not definitive, since the number of the patients analyzed was relatively small. The aim of this study is to clarify the clinical features of patients with newly diagnosed MM harboring t(14;16) detected by double-color fluorescence in situ hybridization (FISH) in Japan. Methods Clinical and laboratory features of t(14;16)-positive MM diagnosed between 2002 and 2013 were collected retrospectively as a nationwide study in Japan after approval by each institutional ethical committee. The t(14;16) translocation was detected by FISH analysis using bone marrow or peripheral blood samples from all patients. Expression of surface antigens such as CD56 and CD20 was detected by flow cytometric analysis (FCM) and defined as positive when more than 20% of the CD38-positive plasma cells were positive. To compare t(14;16)-positive and t(14;16)-negative MM, we also assessed 132 patients with newly diagnosed symptomatic MM and without c-MAF mRNA expression, as confirmed by global RQ/RT-PCR using purified plasma cells (Tajima E, et al.:Haematologica 2005; 90: 559, Inagaki A et al.: Leuk Res 2013; 37: 1648) at Nagoya City University Hospital. Results In total, 37 patients carrying t(14;16)-positive MM were enrolled from 19 institutions. Median ages of the MM patients with or without t(14;16) at diagnosis were 62 and 68, respectively. Regarding the cell surface phenotype, none of the t(14;16)-positive MM cells was positive for CD56 (Fig. 1), whereas 82 of 118 (69%) t(14;16)-negative ones were positive. Positivity for CD20 antigen was more common in t(14;16)-positive MM cells (11/23, 48%) than in t(14;16)-negative ones (16/115, 14%)(p= 0.001). The proportion of patients with additional chromosome aberrations other than t(14;16), determined by G-banded karyotyping, was higher in patients with t(14;16) (16/30, 53%) than in those without (19/131 cases, 15%) (p< 0.001). Moreover, MM patients with t(14;16) showed higher frequencies of IgG subtype M protein, leukocytosis (p= 0.001), thrombocytopenia (p< 0.001) and hyperproteinemia (p= 0.001), and a lower frequency of hypercalcemia (p= 0.001), compared to those without t(14;16). Overall survival (OS) of the patients with t(14;16) was significantly shorter than that of those without t(14;16) even though the patients received one or more lines of treatment containing novel drugs such as bortezomib, thalidomide and lenalidomide (p= 0.014) (Fig. 2). Poor PS (PS ≥ 2-4), low PLT count (<100x103/ƒÊL), or high LDH levels (>1.0N) were significantly unfavorable prognostic factors for OS in patients with t(14;16)-positive MM, whereas they were not in those without t(14;16). Progression-free survival (PFS) of the patients with t(14;16) was also significantly shorter than those without t(14;16) (p= 0.002) Conclusion The t(14;16)-positive MM comprises a specific category in MM, which is featured by negativity for CD56, higher positivity for CD20 and unfavorable outcome, even in the novel drug era. Unraveling biological characteristics of this specific disease category will lead us to establish novel treatment strategies. Disclosures No relevant conflicts of interest to declare.


Neurosurgery ◽  
2017 ◽  
Vol 64 (CN_suppl_1) ◽  
pp. 250-250
Author(s):  
Hao Chen

Abstract INTRODUCTION Posttraumatic hydrocephalus (PTH) is a common complication of traumatic brain injury (TBI) and often has a high risk of clinical deterioration and worse outcomes. The incidence and risk factors for the development of PTH after decompressive craniectomy (DC) has been assessed in previous studies, but rare studies identify patients with higher risk for PTH among all TBI patients. This study aimed to develop and validate a risk scoring system to predict PTH after TBI. METHODS Demographics, injury severity, duration of coma, radiologic findings, and DC were evaluated to determine the independent predictors of PTH during hospitalization until 6 months following TBI through logistic regression analysis. A risk stratification system was created by assigning a number of points for each predictor and validated both internally and externally. The model accuracy was assessed by the area under the receiver operating characteristic curve (AUC). RESULTS >Of 526 patients in the derivation cohort, 57 (10.84%) developed PTH during 6 months follow up. Age >50 (Odd ratio [OR] = 1.91, 95% confidence interval [CI] 1.09 3.75, 4 points), duration of coma = 1 w (OR = 5.68, 95% CI 2.57 13.47, 9 points), Fisher grade III (OR = 2.19, 95% CI 1.24 4.36, 5 points) or IV (OR = 3.87, 95% CI 1.93 8.43, 7 points), bilateral DC (OR = 6.13, 95% CI 2.82 18.14, 9 points), and extra herniation after DC (OR = 2.36, 95% CI 1.46 4.92, 5 points) were independently associated with PTH. Rates of PTH for the low- (0-12 points), intermediate- (13-22 points) and high-risk (23-34 points) groups were 1.16%, 35.19% and 78.57% (P < 0.0001). The corresponding rates in the validation cohort, where 17/175 (9.71%) developed PTH, were 1.35%, 37.50% and 81.82% (P < 0.0001). The risk score model exhibited good-excellent discrimination in both cohorts, with AUC of 0.839 versus 0.894 (derivation versus validation) and good calibration (Hosmer-Lemshow P = 0.56 versus 0.68). CONCLUSION A risk scoring system based on clinical characteristics accurately predicted PTH. This model will be useful to identify patients at high risk for PTH who may be candidates for preventive interventions, and to improve their outcomes.


2018 ◽  
Vol 118 (09) ◽  
pp. 1564-1571 ◽  
Author(s):  
Céline Chauleur ◽  
Jean-Christophe Gris ◽  
Silvy Laporte ◽  
Céline Chapelle ◽  
Laurent Bertoletti ◽  
...  

Background Management of pregnant women at risk of venous thromboembolism (VTE) and placental vascular complications (PVCs) remains complex. Guidelines do not definitively specify optimal strategies. Objective Our objective was to evaluate the impact of employing risk score-driven prophylaxis strategies on VTE and PVC rates in at-risk pregnant women. Materials and Methods This study, conducted in 21 French maternity units, compared VTE and PVC rates before and after implementation of a risk scoring system to determine prophylactic strategies. Results A total of 2,085 pregnant women at risk of VTE or PVC were enrolled. Vascular events occurred in 190 (19.2%) patients before and 140 (13.0%) after implementation of risk score-driven prophylaxis (relative risk [RR] = 0.68 [0.55; 0.83]). The incidence of deep vein thrombosis during pregnancy was reduced (RR = 0.30 [0.14; 0.67]). PVC comprised mainly pre-eclampsia, occurring in 79 patients before and 42 patients after risk score implementation (RR = 0.52 [0.36; 0.75]). Post-partum haemorrhage occurred in 32 patients (3.2%) before and 48 patients (4.5%) after risk score implementation (RR = 1.38 [0.89; 2.13], p = 0.15). Conclusion Use of a simple risk scoring system, developed by experts in VTE and PVC research to guide prophylaxis, reduced the risk of thrombotic events during pregnancy without any significant increase in bleeding risk.


Blood ◽  
2018 ◽  
Vol 132 (Supplement 1) ◽  
pp. 5253-5253
Author(s):  
Yuandong Feng ◽  
Yachun Jia ◽  
Ying Shen ◽  
Hongli Chen ◽  
Yue Peng ◽  
...  

Abstract Background: Acute myeloid leukemia (AML) is the most common form of hematological malignant tumors that threatens human health. In the last decades, the rapid evolution in cytogenetics and molecular abnormalities made a breakthrough in the diagnosis and prognosis prediction of AML. However, there still has high heterogeneity among AML patients. Recently, researchers focused on long non-coding RNAs (lncRNAs), which once were addressed as products of "junk DNA", may play a key role in the initiation and progression of AML. Furthermore, a study from Ohio State's Comprehensive Cancer Center built a useful prognostic lncRNA score system for elder patients (>60 years) with cytogenetically normal AML by 48 lncRNAs [Garzon et al. PNAS 2014; 111:18679-84]. It can be expected that lncRNAs will promote the diagnosis and risk categories of AML in the near future. In this study, a risk scoring system was constructed upon 3 lncRNAs in de novo AML patients. We also sought to explore the functionality of these lncRNAs. Methods: By using Arraystar Human LncRNA Array V4.0, we obtained deregulated transcripts in AML, including 3,499 lncRNAs and 3,105 mRNAs (GSE103828). Expression patterns of all deregulated transcripts were extracted from 151 AML patients of The Cancer Genome Atlas (TCGA) RNA sequencing data. Through mathematical modeling, we identified 3 lncRNAs whose expression levels were independently associated with overall survival (OS). We then constructed a risk scoring system based on the 3 lncRNAs, age and 2008 WHO risk categories. Then the Receiver Operating Characteristic (ROC) was used to identify its test power and the best threshold score for 3-year survival status. Bone marrow samples from patients with AML and iron deficiency anemia (IDA) were collected. qRT-PCR was performed to verify the expression of lncRNAs in AML patients and IDA controls. Results: In the TCGA dataset, the area under ROC curve was 0.765, which indicated the risk scoring system has a good efficiency to predict 3-year survival status for AML patients, and the threshold score 1.639 was recommended to distinguish the high and low risk score groups (Figure A). Patients with higher risk score had a shorter OS (median 440.31 days vs. 886.16 days, p<0.001, Figure B) than those with lower risk score. To promote the practicality of the risk scoring system, we constructed Nomogram predictive modeling. The patient with 1.639 risk score was shown in the Nomogram (Figure C). We then performed qRT-PCR to verify the expression of lncRNAs and the availability of the risk scoring system. All of the 3 lncRNAs, RP11-222K16.2, LINC00899 and RP11-305O6.3, showed significantly lower expression in AML (n=46) compared to IDA controls (n=17, P<0.05), and the risk scoring system performed remarkable predicting effectiveness among AML patients (Figure D). Conclusion: We identified 3 deregulated lncRNAs in AML and constructed a risk scoring system based on the it, which provided distinct insights into the clinical and biological implications of lncRNAs expression in de novo AML patients. It may improve the risk stratification of newly-diagnosed AML patients. Further studies on the mechanisms of the lncRNAs are in process. Figure. Figure. Disclosures No relevant conflicts of interest to declare.


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