Deletions of Immunoglobulin heavy chain and T cell receptor gene regions are uniquely associated with lymphoid blast transformation of chronic myeloid leukemia
© Nacheva et al; licensee BioMed Central Ltd. 2010
Received: 7 August 2009
Accepted: 18 January 2010
Published: 18 January 2010
Chronic myelogenous leukemia (CML) results from the neoplastic transformation of a haematopoietic stem cell. The hallmark genetic abnormality of CML is a chimeric BCR/ABL1 fusion gene resulting from the Philadelphia chromosome rearrangement t(9;22)(q34;q11). Clinical and laboratory studies indicate that the BCR/ABL1 fusion protein is essential for initiation, maintenance and progression of CML, yet the event(s) driving the transformation from chronic phase to blast phase are poorly understood.
Here we report multiple genome aberrations in a collection of 78 CML and 14 control samples by oligonucleotide array comparative genomic hybridization. We found a unique signature of genome deletions within the immunoglobulin heavy chain (IGH) and T cell receptor regions (TCR), frequently accompanied by concomitant loss of sequences within the short arm regions of chromosomes 7 and 9, including IKZF1, HOXA7, CDKN2A/2B, MLLT3, IFNA/B, RNF38, PAX5, JMJD2C and PDCD1LG2 genes.
None of these genome losses were detected in any of the CML samples with myeloid transformation, chronic phase or controls, indicating that their presence is obligatory for the development of a malignant clone with a lymphoid phenotype. Notably, the coincidental deletions at IGH and TCR regions appear to precede the loss of IKZF1 and/or p16 genes in CML indicating a possible involvement of RAG in these deletions.
The BCR/ABL1 fusion, housed in the Philadelphia chromosome and resulting from t(9;22)(q34;q11) or variants, is the hallmark of chronic myeloid leukemia (CML) and the most frequent recurrent genetic aberration in B lymphoid leukemia in adults [1, 2]. The BCR/ABL1 fusion gene encodes a constitutively active tyrosine kinase that is necessary and thought sufficient to drive malignant transformation. The natural history of the disease follows progression from a relatively benign chronic phase, through accelerated phase into terminal blast crisis. This course of events can be diverted or aborted by nearly curative therapies, such as tyrosine kinase inhibitors, transplantation and occasionally interferon  The staging of CML is based on clinical and pathologic features, including bone marrow and peripheral blood count, cytogenetic evolution and response to therapy rather than biological criteria. Although at present the molecular mechanisms that contribute to the development of the blast crisis are largely unknown, it is well established that the Ph bearing cells acquire additional genetic changes during disease progression [3, 4]. There is evidence that the BCR/ABL1 fusion product not only regulates numerous proteins involved in apoptosis, proliferation and cell-cell interactions but also is a driving force behind the acquisition of additional genomic changes through regulation of the nucleotide excision/mismatch repair systems and promoting unfaithful restoration of double strand breaks . This activity could lead to the formation of mutations within the BCR/ABL1 kinase and accumulation of additional genetic lesions, including point mutations, gene amplifications, genome loss and chromosome translocations that are believed to drive the malignant process [6, 7]. Mutations or abnormal expression of CDKN2A/2B, EVI-1, RB, MYC and p53 a mong others have been reported in CML (reviewed in Radich ). Gene expression profiling studies have identified a relatively large number of additional genes that are differentially expressed in patients at advanced stages of the disease but no consistent pattern has as yet been established (for review see Guintas-Cardama, 2009 ). While recurrent genome gains at a chromosomal level, such as +8, +19, +Ph and/or iso17q, are associated with disease progression, the occurrence of translocations is infrequent. The identification of cryptic deletions at der(9)t(9;22) fuelled expectations that submicroscopic lesions may mark disease evolution . Indeed genome wide searches using array comparative genomic hybridization (aCGH) by us and others clearly demonstrated the accumulation of genome imbalances in advanced stages of the disease [10, 11]. As the neoplastic transformation is occurring early in a haematopoietic stem cell, the resulting blast crisis (BC) in CML could be myeloid (BCM), lymphoid (BCL), or indeed mixed (BCmix). Lymphoid BC occurs in about a third of the CML patients  . Previous studies have shown that the BCL is characterized by the loss of IKZF1 in the majority of the BCR/ABL1 positive ALL cases and loss of CDKN2A/B in approximately half of the CML/BCL patients . These losses were rarely present in non-BCL patients .
Here we report an analysis by oligonucleotide array comparative genomic hybridization (aCGH) showing the detection of universal deletions within both the immunoglobulin heavy chain and T cell receptor loci exclusively present in lymphoid blast crisis CML. These deletions are accompanied in a sub-set of cases by concomitant genome loss of regions within chromosomes 7 and 9, including the IKZF1 and CDKN2A genes, which appear to be associated with variety of structural chromosome changes - from cryptic interstitial deletions to unbalanced rearrangements resulting in short arm or whole chromosome loss.
The fluorescence ratio (FR) standard deviation (SD) for each of the 92 samples analysed with the 105 K array, ranged from 0.057 - 0.187 with a median value of 0.092. In a preliminary analysis of recurrent events, we detected a set of 1,262 loci in the BC cohort with a FR outside a threshold of ±4 SD that were seen in two adjacent probes in at least 3 samples. 410 loci corresponded to known genes after correction for copy number variations (CNV) identified by Redon et al . These genes were found to be associated with Focal adhesion, MAPK signalling and Cell cycle control and their distribution across the genome is shown in Additional file 1: Figure S1.
(i) Significance Analysis of Microarrays (SAM) identifies concomitant genome losses associated with lymphoid blast transformation
We chose SAM to carry out a 2-class analysis based on myeloid and lymphoid BC CML for 74 samples - 60 CML and 14 control samples (Additional file 2: Table S1). Altogether 435 loci were found with a FDR = 0. We plotted the "expected" versus "actual" values of delta, the metric that quantifies the difference between the two classes and selected for further detailed consideration the top 22 that displayed an enhanced value of delta (Additional file 3: Figure S2). The heat map in Figure 1 illustrates the results of a hierarchical cluster analysis of these probes. The complete set of the 435 significant probes with reference to location, genome assignment and scores are given in the supplementary data (Additional file 4: Table S2). Among the known genes covered by these genome loci are IKZF1, HOXA7, CDKN2A/2B, MLLT3, IFNA/B, RNF38, PAX5, JMJD2C and PDCD1LG2.
(ii) Verification of the 105 K array results
A comparison of the location of the IGH probes found as significant for the BCL samples with their corresponding VDJ segments within the IGH@ locus (IMGT database) is shown in Additional file 7: Figure S5. The probe at chr14:105.41 is located between the IGH J1P and IGH D1-26 loci, while the chr14:105.48 probe - maps between IGH V4-4 and IGH V(II)-1-1. This suggests that the observed deletions in the BCL samples are likely to result from an early VD joining that precedes any rearrangements the IGH@ region (Additional file 7: Figure S5). Likewise, the probes found deleted within the TCRG were located at the V and J segments and could reflect a recurrent rearrangement. There are three probes in the 105 K array covering the TCR A/D region and they actually map within the TCR D sequences as follows: probe chr14:21.98 is located between TRDD2 and TRDD3, chr14:21.99 is located between TRDJ1 and TRDJ4 and chr14:22.00 is located between TRDC and TRDV3 (Additional file 8: Figure S6).
(iii) G banding and molecular karyotype differ
While the array profile of the 12 samples with lymphoid/or mixed lineage immunophenotype share the concomitant loss of loci harboured by chromosomes 7, 9 and 14, their karyotypes show no recurring pattern. Aberrations ranged from a single Ph chromosome abnormality (4/12) to multiple structural and numerical aberrations of chromosomes 7 and 9 (3/12)(Additional file 9: Table S3). Only two samples (Case 156 and 200) showed chromosome 14q32 aberrations. 4/12 samples registered deletions of chromosomes 7 and 9 consistent with their aCGH profiles. In the samples with segmental deletions losses of the short arm varied in size from 5 to 20 Mb, whilst chromosomes 7 and/or 9 are monozygous (Additional file 10: Figure S7). In cases 156, 163 (mixed lineage) and 181, the IKZNF1 locus was diploid whilst loci within TARP and TCRG at 7p14.1; TCRA at 14q11.2 and IGH at 14q32.33 were all deleted (Figure 2, Additional file 11: Figure S8). Case 181, which by G banding had a Ph chromosome as the sole karyotypic abnormality, was shown by array to be monozygous for the short arm of chromosome 7 with a break within 7p12.2 flanking IKZNF1 (which remains intact) together with a loss of the 9pter-p13.1 including the loci from the concomitant deletion (Additional file 11: Figure S8). Discrepancies between the genome profile and the chromosome findings were also recorded in Case 163 where array analysis showed a genome gain of almost the whole long arm of chromosome 17 and extra copy of an ~8 Mb region at 21q22.12 containing some of the Down Syndrome Critical regions, ERG and ETS2 among other known genes (Additional file 11: Figure S8).
(iv) Evolution of the concomitant genome loss in BCL
Although the frequency and size of the copy number aberrations varied greatly, samples from both accelerated and blast stage CML showed substantially larger numbers of genome imbalances than chronic phase. These aberration frequencies obtained at a resolution of 33 K by oligonucleotide aCGH are broadly in agreement with earlier investigations of CML samples using BAC [10, 11] and SNP array CGH .
Altogether 435 loci were identified as significantly different in lymphoid and myeloid BC samples. All loci were located on the short arms of chromosomes 7 & 9, with the exception of 4 from chromosomes 14, 2 from chromosome 2 and a single chromosome 22 probe. Most of the probes mapped to known genes and a number were in regions associated with immune response. We show that deletion of certain regions within TCR (alpha/delta and gamma) (11/12) and IGH (12/12), are almost universal while being accompanied by deletions within IKZF1 (10/12) and, to a lesser extent, CDKN2A and sequences within several other genes in the short arm regions of chromosomes 7 and 9 (7/12). These genome losses were not seen in any of 31 CP, 6 accelerated and 12 BCM samples or controls. Furthermore, they were present in a BCL sample (Case 199) when DNA from the patient's CP was used as reference for the aCGH analysis, thus proving their secondary origin.
A recent genome wide single nucleotide polymorphism (SNP) array analysis of Ph positive samples - 43 ALL (paediatrics and adults) and 23 CML (11 CP, 9 BCM and 3 BCL)  - revealed the presence of three common deletions affecting the IKZF1, PAX5 and CDKN2A loci. These deletions, confirmed by FISH and qPCR, also detected in 2 out of 3 CML BCL samples, were not always co-existent. How the reduced activity of IKZF1 and PAX5 genes, that play a key role in regulating B lineage commitment, collaborates with BCR/ABL1 to induce Ph(+) ALL remains unclear [14, 16]. The frequency of the genome loss described by Mullighan et al., in the Ph(+) ALL, is in overall agreement with our findings in CML lymphoid blast crisis. In particular, CDKN2A deletions are 53.5% in Ph(+)ALL . 58.3% in CML/BCL and PAX5 loss is seen in 51.% of Ph(+)ALL vs. 58.3% in CML/BCL, while deletions of IKZNF1 are seen in 20 of 22 adults with Ph(+)ALL (90.9%)  and our aCGH analysis at 1 K resolution detected loss in 10/12 CML/BCL samples (83.3%). In contrast with the Ph(+) ALL results, we found that the loss of IKZF1 always precedes the deletions of CDKN2A and that losses of RNF38 were always accompanied by loss of the 9p13-p23.1 region that houses, among others, CDKN2A, IFNA, RNF38, PAX5 and MLLT3. In addition, we demonstrated by FISH the presence of clonal evolution leading to the concomitant 7p/9p loss as seen in less than half of patients (5/12 samples) (see typical aCGH profiles in Additional file 10: Figure S7). Importantly, the cell clone bearing the concomitant loss in the studied cases was dominant and hence, detectable by aCGH.
No imbalances of IGH and/or TCR loci were reported in Ph(+) ALL study by Mullighan et al  either alone or in combination with IKZF1, CDKN2A or PAX5. Substantial parts of the IGH and TCR regions are known to show copy number variations (CNVs) in disease free individuals http://projects.tcag.ca/variation, but whereas CNVs are characterised by amplifications and deletions of a specific locus within the sample population, we found a set of probes in the IGH and TCR regions to be universally deleted in exclusively lymphoid BC samples, thus showing features typical of secondary genomic aberrations. That they are not somatic aberrations is illustrated by Case 199, where identical features emerged when the BCL sample was hybridised against patient's DNA from the CP. These deletions characteristic of lymphoid BC were also identified in the 2 samples with mixed immunophenotype (Figure 1).
There are two possible explanations for the origin of these deletions. Either they represent genome losses associated with cross lineage rearrangements known to occur in both ALL and AML, or they represent a bona fide event with oncogenic potential. IGH/TCR rearrangement patterns are widely used to monitor minimal residual disease (MDR) in a range of haematological malignancies, the levels of which significantly correlate with clinical outcome . The immunophenotype data for five of our 12 CML/BC samples that carry concomitant 7p/9p loss (cases 184, 192, 193, 195 & 200, Additional file 12: Table S4) are consistent with early B cell origin of the blast cells (TdT+, CD10+, CD19+, CD22+, CD7 neg, so it could be that the recurrent loss of the TCR G/D region in B cells with legitimate IGH rearrangements represents the lineage infidelity as reported previously in blast phase CML [18–21]. However, the similarity of the deletions within both immunoglobulin genes in BCL does not comply with the notion that IGH and TCR configurations are unique (clonal by origin and patient specific). The common deleted regions could indicate a preferential VDJ rearrangement in the clone that ultimately becomes dominant in the BCL patients. Such preferential VDJ usage has been reported before with a preference for the VH4 family segment in about 35% of children with B-ALL . In our case the deletions in IGH and TCR loci possibly reflect the clonal origin of the malignancy and the stage at which the additional chromosomal aberrations that we observed were initiated. Further work needs to be done to relate these possibilities to the waterfall of changes that characterise blast crisis.
So, how does the loss of a relatively small ~100 Kb region from IGH and TCR contribute to the development of the lymphoid blast transformation? RAG1 and RAG2 (RAG) are the key components of the V(D)J recombinase machinery that catalyses the somatic gene rearrangements of antigen receptor genes during lymphocyte development. B cell progenitors undergo a development program involving ordered IGH gene rearrangements conducted by the RAG enzyme system. Recent evidence suggests that BCR/ABL1 induces expression of activation-induced cytidine deaminase (AID), found exclusively in early B cells. It participates in the class switch recombination and has been shown to lead to single strand breaks in IGH regions in Ph(+)ALL . Therefore, it would appear that the deregulation of AID silencing by transcriptional or epigenetic factors is the key event in compromising the V(D)J recombination/RAG impairment. This could lead to the TCR rearrangements in B cells, which have already undergone IGH rearrangements and are expressing the CD10, CD19 and CD22 antigens. Thus genome losses identified in the BCL samples represent the consequence of cross lineage rearrangement i.e. DJ joining occurring in early B cells and aberrant incomplete recombination in the TCR complex.
This view is supported by Mullighan et al  who showed that the mechanism responsible for IKZF1 deletions in Ph(+) ALL appears to involve aberrant RAG mediated recombination as heptamer signal sequences were found internal to the deletion breakpoints. Similarly, CDKN2A loss was linked to RAG activity in lymphoid leukemia [24, 25]. Furthermore, the impairment of the RAG system in Ph positive cells could be a direct consequence of the genetic damage caused by BCR/ABL1 [5, 23] either through inflicting direct damage via reactive oxygen species or by compromised DNA repair [4, 7]. It is also possible that the reduced/abolished expression of c-ABL  could further contribute to the impaired V(D)J recombination . In summary, a chain of events initiated by BCR/ABL1 impairs the RAG enzyme system. The compromised V(D)J recombinase machinery is thus instrumental in creating, by means of cross lineage rearrangements, clonal populations of B-cell progenitors carrying IGH and TCR deletions.
We have observed a signature of deletions that is uniquely present in our lymphoid samples. The top 22 most significant loci are restricted to four chromosome regions, namely 7p12-14, 9p21-24, 14q11.2 and 14q32.33. Their common appearance points at an event that is orchestrating the cascade of aberrations leading to the lymphoid BC. Given the high frequency of IGH and TCRG loci deletions we speculate that the evolution into lymphoid blast crisis is initiated by abnormal RAG mediated NHEJ. It appears we are edging nearer to identifying the key aberrations responsible for blast transformation at least in a proportion of the CML patients.
Anonymous bone marrow (BM) archival samples
from chronic myeloid leukemia (CML) patients were collected from 5 European hospitals. Altogether 92 samples were analysed of which 78 were from CML patients, 31 in chronic phase, 10 in lymphoid blast crisis, 15 in myeloid blast crisis, 2 mixed lineage acute phase, 7 unclassified and 6 accelerated phase (Additional file 2: Table S1). In addition, paired chronic and blast phase samples were available for 7 patients, of which two were classified as lymphoid blast crisis. As controls peripheral blood mononuclear cell (PBMC) samples from 11 patients with cardiovascular disease (Approval from Ethical Committee of St Anna Hospital in Sofia, Bulgaria, No 54/28.02.2005) and 3 healthy individuals (Ethical approval by NRES at Royal Free Hospital and Medical School, Ref 09/Ho720/97) were used. Cytogenetic data were available for 25 chronic and 27 blast crisis patients (Additional File 4: Table S2). Presence of the BCR/ABL1 fusion gene was confirmed in all samples by qPCR and/or FISH (D-FISH probe, Vysis, USA). Immunophenotyping data was available for 5 lymphoid blast phase samples (Additional file 12: Table S4).
Array CGH and bioinformatics analysis
was performed with the Agilent 105 K oligonucleotide arrays (Wilmington, DE, USA) following the manufacturer's protocol. 500 ng genomic test DNA was extracted from either peripheral blood or BM samples. Sex mismatched pooled DNA from PBMC of 6 - 8 disease free individuals (Promega, UK) was used as reference in all but the seven CML patients where the matched CP and BC samples were hybridized against each other. Anonymous DNA samples from PBMC of patients with cardiovascular disease and healthy individuals were used as controls. The dye swapped arrays were scanned at 5 μm resolution and the resulting data analyzed using GenePix v6 software http://www.moleculardynamics.com and MIDAS v2.19 http://www.tigr.org. We chose to analyse the results on the basis of the fluorescence ratio (FR) calculated as the normalized ratio of test to reference DNA, using the simple ratio rather than the logarithmic ratio. We used an iterative method to calculate a standard deviation undistorted by outliers for the purposes of establishing a preliminary measure of aberration complexity threshold. The emergence of high throughput technology such as microarrays raises a fundamental statistical issue relating to testing hundreds of hypotheses thus rendering the standard P value meaningless . Instead, the False Discovery Rate (FDR) concept is becoming the key statistical assessment tool replacing the P value. Tusher et al  described such a method, Significance Analysis of Microarrays (SAM) and the implementation due to Chu et al  has been incorporated by TIGR into their suite of 'MeV' routines. SAM uses permutations of the repeated measurements to estimate the FDR, the percentage of genes identified by chance. We used SAM with a FRD = 0 for the supervised analysis of the myeloid and lymphoid blast crisis, chronic and control samples. Firstly, after removing data for the sex chromosomes, we constructed a table defining the FR for each locus and assigned classes e.g. blast crisis (BC), chronic phase (CP) and Control; Lymphoid or Myeloid; Male or Female. We chose a two class unpaired test using myeloid vs. lymphoid immunophenotype, and applied SAM to ask if there were any probes that were uniquely associated with either blast cell lineage. All genome addresses are derived from build 35 (March 2006) of the Human Genome.
A Customized oligonucleotide array CGH
comprising 8 × 15 k probe sets per slide was manufactured by Agilent to our specification and used to verify the losses identified by the standard whole genome 105 K array. Oligonucleotide probes from Agilent were selected to cover regions at ~1 k intervals except from genome locations where the presence of repetitive sequences disallowed the design of reliable probes. The arrays were scanned, features extracted and the data analysed using an Agilent scanner and DNA Analytics software. High-resolution graphics were generated using Mathematica® http://www.wolfram.com.
was carried out for further verification of the aCGH results to identify the genome aberrations at a cellular level using Bacterial Artificial Chromosomes (BAC) clones obtained from the BACPAC Resources Center (Children's Hospital Oakland Research Institute, Oakland, CA, USA), the Sanger Centre (Cambridge, U) and Invitrogen (Paisley, UK) following protocols in routine use . Where possible a minimum of 100 interphase and 50 metaphase cells were screened with a dual colour dual FISH assay using BAC/fosmid probes selected for optimal coverage of the regions of I KZF1, CDKN2A, MLLT3, PAX5, PDCD1LG2 and JMJD2C genes. The size of the FISH probes used was in the range of 200 - 400 Kb.
The anonymous archival DNA/chromosome suspension samples used in this study were kindly donated by Prof Dr N Cross (Salisbury, UK), Dr A Aventin and Dr F Sole (Barcelona, Spain), Dr D Muhlematter (Lausanne, Swiss), Prof Dr Ch Nachev and Dr M Apostolova (Sofia, Bulgaria) and Royal Free Hospital (London, UK). This work has been support by LRF grant No. 05098, Jean Coubrough Charitable Trust Project to Dr E Nacheva and Grant No G2/2004 of the National Science Fund of Bulgaria to Dr M Apostolova.
- Melo JV, Barnes DJ: Chronic myeloid leukaemia as a model of disease evolution in human cancer. Nat Rev Cancer. 2007, 7 (6): 441-453. 10.1038/nrc2147.PubMedView ArticleGoogle Scholar
- Look AT: Oncogenic Transcription Factors in theHuman Acute Leukemias. Science. 1997, 278: 5340-1059. 10.1126/science.278.5340.1059.View ArticleGoogle Scholar
- Radich JP: The Biology of CML Blast Crisis. Hematology/the Education Program of the American Society of Hematology American Society of Hematology Education Program. 2007, 2007: 384-391.View ArticleGoogle Scholar
- Quintás-Cardama A, Cortes J: Molecular biology of bcr-abl1-positive chronic myeloid leukemia. Blood. 2009, 113 (8): 1619-1630. 10.1182/blood-2008-03-144790.PubMed CentralPubMedView ArticleGoogle Scholar
- Skorski T: BCR/ABL, DNA damage and DNA repair: implications for new treatment concepts. Leukemia & Lymphoma. 2008, 49 (4): 610-614.View ArticleGoogle Scholar
- Koptyra M, Cramer K, Slupianek A, Richardson C, Skorski T: BCR/ABL promotes accumulation of chromosomal aberrations induced by oxidative and genotoxic stress. Leukemia. 2008, 22 (10): 1969-1972. 10.1038/leu.2008.78.PubMedView ArticleGoogle Scholar
- Dierov J, Sanchez P, Burke B, Padilla-Nash H, Putt M, Ried T, Carroll M: BCR/ABL induces chromosomal instability after genotoxic stress and alters the cell death threshold. Leukemia. 2009, 23 (2): 279-286. 10.1038/leu.2008.308.PubMed CentralPubMedView ArticleGoogle Scholar
- Johansson B, Fioretos T, Mitelman F: Cytogenetic and molecular genetic evolution of chronic myeloid leukemia. Acta Haematol. 2002, 107 (2): 76-94. 10.1159/000046636.PubMedView ArticleGoogle Scholar
- Sinclair PB, Nacheva EP, Leversha M, Telford N, Chang J, Reid A, Bench A, Champion K, Huntly B, Green AR: Large deletions at the t(9;22) breakpoint are common and may identify a poor-prognosis subgroup of patients with chronic myeloid leukemia. Blood. 2000, 95 (3): 738-743.PubMedGoogle Scholar
- Hosoya N, Sanada M, Nannya Y, Nakazaki K, Wang L, Hangaishi A, Kurokawa M, Chiba S, Ogawa S: Genomewide screening of DNA copy number changes in chronic myelogenous leukemia with the use of high-resolution array-based comparative genomic hybridization. Genes Chromosomes Cancer. 2006, 45 (5): 482-494. 10.1002/gcc.20303.PubMedView ArticleGoogle Scholar
- Brazma D, Grace C, Howard J, Melo JV, Holyoke T, Apperley JF, Nacheva EP: Genomic profile of chronic myelogenous leukemia: Imbalances associated with disease progression. Genes Chromosomes Cancer. 2007, 46 (11): 1039-1050. 10.1002/gcc.20487.PubMedView ArticleGoogle Scholar
- Ilaria RL: Pathobiology of lymphoid and myeloid blast crisis and management issues. Hematology/the Education Program of the American Society of Hematology American Society of Hematology Education Program. 2005, 188-194.Google Scholar
- Sill H, Goldman JM, Cross NC: Homozygous deletions of the p16 tumor-suppressor gene are associated with lymphoid transformation of chronic myeloid leukemia. Blood. 1995, 85 (8): 2013-2016.PubMedGoogle Scholar
- Mullighan CG, Miller CB, Radtke I, Phillips LA, Dalton J, Ma J, White D, Hughes TP, Le Beau MM, Pui CH, Relling MV, Shurtleff SA, Downing JR: BCR-ABL1 lymphoblastic leukaemia is characterized by the deletion of Ikaros. Nature. 2008, 453 (7191): 110-114. 10.1038/nature06866.PubMedView ArticleGoogle Scholar
- Redon R, Ishikawa S, Fitch KR, Feuk L, Perry GH, Andrews TD, Fiegler H, Shapero MH, Carson AR, Chen W, Cho EK, Dallaire S, Freeman JL, González JR, Gratacòs M, Huang J, Kalaitzopoulos D, Komura D, MacDonald JR, Marshall CR, Mei R, Montgomery L, Nishimura K, Okamura K, Shen F, Somerville MJ, Tchinda J, Valsesia A, Woodwark C, Yang F, Zhang J: Global variation in copy number in the human genome. Nature. 2006, 444 (7118): 444-454. 10.1038/nature05329.PubMed CentralPubMedView ArticleGoogle Scholar
- Mullighan CG, Downing JR: Genome-wide profiling of genetic alterations in acute lymphoblastic leukemia: recent insights and future directions. Leukemia. 2009, 23 (7): 1209-1218. 10.1038/leu.2009.18.PubMedView ArticleGoogle Scholar
- Velden van der VH, Hochhaus A, Cazzaniga G, Szczepanski T, Gabert J, van Dongen JJ: Detection of minimal residual disease in hematologic malignancies by real-time quantitative PCR: principles, approaches, and laboratory aspects. Leukemia. 2003, 17 (6): 1013-1034. 10.1038/sj.leu.2402922.PubMedView ArticleGoogle Scholar
- Kerim S, Stul M, Mecucci C, Vandenberghe E, Cuneo A, Dal Cin P, Michaux JL, Louwagie A, Cassiman JJ, Berghe Van den H: Rearrangement of immunoglobulin and TCR genes in lymphoid blast crisis of Ph(+) chronic myeloid leukaemia. Br J Haematol. 1990, 74 (4): 414-419. 10.1111/j.1365-2141.1990.tb06328.x.PubMedView ArticleGoogle Scholar
- Ohyashiki JH, Ohyashiki K, Tauchi T, Saito M, Nakazawa S, Kimura N, Toyama K: Immunoglobulin and T cell receptor gene rearrangements in Philadelphia chromosome-positive leukemia: a different involvement pattern in blast crisis and acute leukemia. Leukemia. 1990, 4 (8): 572-579.PubMedGoogle Scholar
- Murakami T, Ohyashiki K, Ohyashiki JH, Kawakubo K, Tauchi T, Nakazawa S, Kimura N, Toyama K: Cytogenetic and immunogenotypic alterations of blast crisis cells in chronic myelogenous leukemia independently linked to immunophenotypic expression. Cancer Genet Cytogenet. 1994, 72 (1): 48-54. 10.1016/0165-4608(94)90109-0.PubMedView ArticleGoogle Scholar
- di Celle PF, Carbone A, Lo Coco F, Guerrasio A, Diverio D, Rosso C, Lopez M, Saglio G: Identical utilization of T-cell receptor gene regions in B-lymphoid blast crisis of chronic myeloid leukemia and B-precursor acute lymphoblastic leukemia. Leukemia. 1991, 5 (5): 366-372.PubMedGoogle Scholar
- Li A, Rue M, Zhou J, Wang H, Goldwasser MA, Neuberg D, Dalton V, Zuckerman D, Lyons C, Silverman LB, Sallan SE, Gribben JG, Dana-Farber Cancer Institute ALL Consortium: Utilization of Ig heavy chain variable diversity, and joining gene segments in children with B-lineage acute lymphoblastic leukemia: implications for the mechanisms of VDJ recombination and for pathogenesis. Blood. 2004, 103 (12): 4602-4609. 10.1182/blood-2003-11-3857.PubMedView ArticleGoogle Scholar
- Feldhahn N, Henke N, Melchior K, Duy C, Soh B, Klein F, Von Levetzow G, Giebel B, Li A, Hofmann W, Jumaa H, Muschen M: Activation-induced cytidine deaminase acts as a mutator in BCR-ABL1-transformed acute lymphoblastic leukemia cells. Journal of Experimental Medicine. 2007, 204 (5): 1157-1166. 10.1084/jem.20062662.PubMed CentralPubMedView ArticleGoogle Scholar
- Kitagawa Y, Inoue K, Sasaki S, Hayashi Y, Matsuo Y, Lieber MR, Mizoguchi H, Yokota J, Kohno T: Prevalent involvement of illegitimate V(D)J recombination in chromosome 9p21 deletions in lymphoid leukemia. J Biol Chem. 2002, 277 (48): 46289-46297. 10.1074/jbc.M208353200.PubMedView ArticleGoogle Scholar
- Kohno T, Yokota J: Molecular processes of chromosome 9p21 deletions causing inactivation of the p16 tumor suppressor gene in human cancer: deduction from structural analysis of breakpoints for deletions. DNA Repair (Amst). 2006, 5 (9-10): 1273-1281. 10.1016/j.dnarep.2006.05.021.View ArticleGoogle Scholar
- Håkansson P, Segal D, Lassen C, Gullberg U, Morse HC, Fioretos T, Meltzer PS: Identification of genes differentially regulated by the P210 BCR/ABL1 fusion oncogene using cDNA microarrays. Experimental Hematology. 2004, 32 (5): 476-482. 10.1016/j.exphem.2004.02.012.PubMedView ArticleGoogle Scholar
- Lam QL, Lo CK, Zheng BJ, Ko KH, Osmond DG, Wu GE, Rottapel R, Lu L: Impaired V(D)J recombination and increased apoptosis among B cell precursors in the bone marrow of c-Abl-deficient mice. International Immunology. 2007, 19 (3): 267-276. 10.1093/intimm/dxl143.PubMedView ArticleGoogle Scholar
- Gusnanto A, Calza S, Pawitan Y: Identification of differentially expressed genes and false discovery rate in microarray studies. Curr Opin Lipidol. 2007, 18 (2): 187-193. 10.1097/MOL.0b013e3280895d6f.PubMedView ArticleGoogle Scholar
- Tusher VG, Tibshirani R, Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci USA. 2001, 98 (9): 5116-5121. 10.1073/pnas.091062498.PubMed CentralPubMedView ArticleGoogle Scholar
- Chu G, B Narasimhan, R Tibshirani, V Tusher: SAM "Significance Analysis of Microarrays" Users Guide and Technical Document. 2002, [http://www-stat.stanford.edu/~tibs/SAM/]Google Scholar
- Virgili A, Brazma D, Reid AG, Howard-Reeves J, Valganon M, Chanalaris A, De Melo VA, Marin D, Apperley JF, Grace C, Nacheva EP: FISH mapping of Philadelphia negative BCR/ABL1 positive CML. Mol Cytogenet. 2008, 1: 1-1059. 10.1186/1755-8166-1-14.View ArticleGoogle Scholar