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When a heat map was plotted for the most significant genes, patients were divided into two branches, one containing the majority of the cases carrying the translocation (Figure S3). Thus, predicting the presence of t(11;14) was possible with 88% sensitivity and 98% specificity. Patients with del (17p) showed a marked upregulation of SKP2 and TBRG4 genes whereas in the set of patients with t(14;16), CCND2 and MAF were prominently upregulated. However, these genes were not enough specific to classify these cytogenetic groups. Considering patients by cytogenetic risk groups (Fonseca et?al, 2009), the most significantly upregulated genes in the high risk cytogenetic subset were: FGFR3 (P? http://www.selleckchem.com/products/pexidartinib-plx3397.html WHSC1 (P? http://www.selleckchem.com/products/bmn-673.html however this resulted in an unacceptable reduction of sensitivity and specificity. http://www.selleck.cn/products/nlg919.html To assess the relationship between GEP and the most relevant disease characteristics, we evaluated the expression level for each gene in different groups of patients by dividing them according to the level of ��2-microglobulin (B2M: �� or >3��5?mg/l), haemoglobin (Hb: �� vs. >95?g/l), albumin (�� vs. >35?g/l), lactate dehydrogenase (LDH: normal vs. abnormal) and International Staging System (ISS: I or II vs. III). Overall, 23 genes were significantly deregulated (Table?1). Patients with a low ISS stage (I or II) showed upregulation of the ALDH2, ATF4, CCND3, CDKN1A, CDKN1B, CDKN2D, and FAM49A genes, while KIF11 was downregulated. More specifically, non-anaemic patients (Hb >95?g/l) had high levels of CCND3, CDKN1A, and CDKN1B, whereas patients with low B2M serum levels had a low level of expression of AIM2 and TBRG4. Considering the classic prognostic factors, haemoglobin level, B2M level and ISS risk group and cytogenetics were the most significant variables influencing TTP in the Kaplan�CMeier univariate analyses (Table?2). The same factors and LDH serum levels were predictors of OS (Table?2). Chromosome 1q amplification was also strongly associated with short TTP (P?=?0��004) and OS (P?