RESUMEN
Eradicating leukemia requires a deep understanding of the interaction between leukemic cells and their protective microenvironment. The CXCL12/CXCR4 axis has been postulated as a critical pathway dictating leukemia stem cell (LSC) chemoresistance in AML due to its role in controlling cellular egress from the marrow. Nevertheless, the cellular source of CXCL12 in the acute myeloid leukemia (AML) microenvironment and the mechanism by which CXCL12 exerts its protective role in vivo remain unresolved. Here, we show that CXCL12 produced by Prx1+ mesenchymal cells but not by mature osteolineage cells provide the necessary cues for the maintenance of LSCs in the marrow of an MLL::AF9-induced AML model. Prx1+ cells promote survival of LSCs by modulating energy metabolism and the REDOX balance in LSCs. Deletion of Cxcl12 leads to the accumulation of reactive oxygen species and DNA damage in LSCs, impairing their ability to perpetuate leukemia in transplantation experiments, a defect that can be attenuated by antioxidant therapy. Importantly, our data suggest that this phenomenon appears to be conserved in human patients. Hence, we have identified Prx1+ mesenchymal cells as an integral part of the complex niche-AML metabolic intertwining, pointing towards CXCL12/CXCR4 as a target to eradicate parenchymal LSCs in AML.
Asunto(s)
Médula Ósea , Leucemia Mieloide Aguda , Médula Ósea/metabolismo , Metabolismo Energético , Humanos , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/metabolismo , Células Madre Neoplásicas/metabolismo , Oxidación-Reducción , Microambiente TumoralRESUMEN
Stem cells determine homeostasis and repair of many tissues and are increasingly recognized as functionally heterogeneous. To define the extent of-and molecular basis for-heterogeneity, we overlaid functional, transcriptional, and epigenetic attributes of hematopoietic stem cells (HSCs) at a clonal level using endogenous fluorescent tagging. Endogenous HSC had clone-specific functional attributes over time in vivo. The intra-clonal behaviors were highly stereotypic, conserved under the stress of transplantation, inflammation, and genotoxic injury, and associated with distinctive transcriptional, DNA methylation, and chromatin accessibility patterns. Further, HSC function corresponded to epigenetic configuration but not always to transcriptional state. Therefore, hematopoiesis under homeostatic and stress conditions represents the integrated action of highly heterogeneous clones of HSC with epigenetically scripted behaviors. This high degree of epigenetically driven cell autonomy among HSCs implies that refinement of the concepts of stem cell plasticity and of the stem cell niche is warranted.
Asunto(s)
Epigenómica , Células Madre Hematopoyéticas/citología , Animales , Linaje de la Célula , Células Clonales/citología , Fluorescencia , Hematopoyesis , Inflamación/patología , Ratones , Transcripción GenéticaRESUMEN
While much research has examined the use of glucose and glutamine by tumor cells, many cancers instead prefer to metabolize fats. Despite the pervasiveness of this phenotype, knowledge of pathways that drive fatty acid oxidation (FAO) in cancer is limited. Prolyl hydroxylase domain proteins hydroxylate substrate proline residues and have been linked to fuel switching. Here, we reveal that PHD3 rapidly triggers repression of FAO in response to nutrient abundance via hydroxylation of acetyl-coA carboxylase 2 (ACC2). We find that PHD3 expression is strongly decreased in subsets of cancer including acute myeloid leukemia (AML) and is linked to a reliance on fat catabolism regardless of external nutrient cues. Overexpressing PHD3 limits FAO via regulation of ACC2 and consequently impedes leukemia cell proliferation. Thus, loss of PHD3 enables greater utilization of fatty acids but may also serve as a metabolic and therapeutic liability by indicating cancer cell susceptibility to FAO inhibition.
Asunto(s)
Acetil-CoA Carboxilasa/metabolismo , Ácidos Grasos/metabolismo , Regulación Neoplásica de la Expresión Génica , Prolina Dioxigenasas del Factor Inducible por Hipoxia/metabolismo , Leucemia Mieloide Aguda/metabolismo , Prolina/metabolismo , Acetil-CoA Carboxilasa/antagonistas & inhibidores , Acetil-CoA Carboxilasa/química , Acetil-CoA Carboxilasa/genética , Secuencia de Aminoácidos , Animales , Línea Celular Tumoral , Células HEK293 , Humanos , Hidroxilación , Prolina Dioxigenasas del Factor Inducible por Hipoxia/química , Prolina Dioxigenasas del Factor Inducible por Hipoxia/genética , Células K562 , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/mortalidad , Leucemia Mieloide Aguda/patología , Masculino , Redes y Vías Metabólicas/genética , Ratones , Ratones Endogámicos NOD , Modelos Moleculares , Trasplante de Neoplasias , Oxidación-Reducción , Prolina/química , ARN Interferente Pequeño/genética , ARN Interferente Pequeño/metabolismo , Transducción de Señal , Homología Estructural de Proteína , Análisis de SupervivenciaRESUMEN
Novel therapeutic approaches are urgently required for multiple myeloma (MM). We used a phenotypic screening approach using co-cultures of MM cells with bone marrow stromal cells to identify compounds that overcome stromal resistance. One such compound, BRD9876, displayed selectivity over normal hematopoietic progenitors and was discovered to be an unusual ATP non-competitive kinesin-5 (Eg5) inhibitor. A novel mutation caused resistance, suggesting a binding site distinct from known Eg5 inhibitors, and BRD9876 inhibited only microtubule-bound Eg5. Eg5 phosphorylation, which increases microtubule binding, uniquely enhanced BRD9876 activity. MM cells have greater phosphorylated Eg5 than hematopoietic cells, consistent with increased vulnerability specifically to BRD9876's mode of action. Thus, differences in Eg5-microtubule binding between malignant and normal blood cells may be exploited to treat multiple myeloma. Additional steps are required for further therapeutic development, but our results indicate that unbiased chemical biology approaches can identify therapeutic strategies unanticipated by prior knowledge of protein targets.
RESUMEN
The glycosyltransferase gene, Ext1, is essential for heparan sulfate production. Induced deletion of Ext1 selectively in Mx1-expressing bone marrow (BM) stromal cells, a known population of skeletal stem/progenitor cells, in adult mice resulted in marked changes in hematopoietic stem and progenitor cell (HSPC) localization. HSPC egressed from BM to spleen after Ext1 deletion. This was associated with altered signaling in the stromal cells and with reduced vascular cell adhesion molecule 1 production by them. Further, pharmacologic inhibition of heparan sulfate mobilized qualitatively more potent and quantitatively more HSPC from the BM than granulocyte colony-stimulating factor alone, including in a setting of granulocyte colony-stimulating factor resistance. The reduced presence of endogenous HSPC after Ext1 deletion was associated with engraftment of transfused HSPC without any toxic conditioning of the host. Therefore, inhibiting heparan sulfate production may provide a means for avoiding the toxicities of radiation or chemotherapy in HSPC transplantation for nonmalignant conditions.
Asunto(s)
Movilización de Célula Madre Hematopoyética/métodos , Trasplante de Células Madre Hematopoyéticas/métodos , Heparitina Sulfato/biosíntesis , N-Acetilglucosaminiltransferasas/metabolismo , Células del Estroma/metabolismo , Acondicionamiento Pretrasplante , Animales , Anticoagulantes/farmacología , Unión Competitiva/inmunología , Diabetes Mellitus Experimental/inmunología , Diabetes Mellitus Experimental/metabolismo , Factor Estimulante de Colonias de Granulocitos/farmacología , Proteínas Fluorescentes Verdes/genética , Heparina/farmacología , Heparitina Sulfato/inmunología , Masculino , Ratones Endogámicos C57BL , Ratones Transgénicos , N-Acetilglucosaminiltransferasas/inmunología , Transducción de Señal/efectos de los fármacos , Transducción de Señal/inmunología , Células del Estroma/inmunología , Molécula 1 de Adhesión Celular Vascular/inmunología , Molécula 1 de Adhesión Celular Vascular/metabolismoRESUMEN
Anemia of inflammation develops in settings of chronic inflammatory, infectious, or neoplastic disease. In this highly prevalent form of anemia, inflammatory cytokines, including IL-6, stimulate hepatic expression of hepcidin, which negatively regulates iron bioavailability by inactivating ferroportin. Hepcidin is transcriptionally regulated by IL-6 and bone morphogenetic protein (BMP) signaling. We hypothesized that inhibiting BMP signaling can reduce hepcidin expression and ameliorate hypoferremia and anemia associated with inflammation. In human hepatoma cells, IL-6-induced hepcidin expression, an effect that was inhibited by treatment with a BMP type I receptor inhibitor, LDN-193189, or BMP ligand antagonists noggin and ALK3-Fc. In zebrafish, the induction of hepcidin expression by transgenic expression of IL-6 was also reduced by LDN-193189. In mice, treatment with IL-6 or turpentine increased hepcidin expression and reduced serum iron, effects that were inhibited by LDN-193189 or ALK3-Fc. Chronic turpentine treatment led to microcytic anemia, which was prevented by concurrent administration of LDN-193189 or attenuated when LDN-193189 was administered after anemia was established. Our studies support the concept that BMP and IL-6 act together to regulate iron homeostasis and suggest that inhibition of BMP signaling may be an effective strategy for the treatment of anemia of inflammation.
Asunto(s)
Anemia/etiología , Anemia/prevención & control , Proteínas Morfogenéticas Óseas/antagonistas & inhibidores , Inflamación/complicaciones , Animales , Péptidos Catiónicos Antimicrobianos/metabolismo , Receptores de Proteínas Morfogenéticas Óseas de Tipo 1/antagonistas & inhibidores , Proteínas Portadoras/farmacología , Células Madre Hematopoyéticas/efectos de los fármacos , Células Hep G2 , Hepcidinas , Humanos , Interleucina-6/farmacología , Ratones , Ratones Endogámicos C57BL , Pirazoles/farmacología , Pirimidinas/farmacología , Proteínas Recombinantes/farmacología , Transducción de Señal/efectos de los fármacos , Trementina/toxicidad , Pez Cebra , Proteínas de Pez Cebra/metabolismoRESUMEN
Haematopoietic stem cells (HSCs) can convert between growth states that have marked differences in bioenergetic needs. Although often quiescent in adults, these cells become proliferative upon physiological demand. Balancing HSC energetics in response to nutrient availability and growth state is poorly understood, yet essential for the dynamism of the haematopoietic system. Here we show that the Lkb1 tumour suppressor is critical for the maintenance of energy homeostasis in haematopoietic cells. Lkb1 inactivation in adult mice causes loss of HSC quiescence followed by rapid depletion of all haematopoietic subpopulations. Lkb1-deficient bone marrow cells exhibit mitochondrial defects, alterations in lipid and nucleotide metabolism, and depletion of cellular ATP. The haematopoietic effects are largely independent of Lkb1 regulation of AMP-activated protein kinase (AMPK) and mammalian target of rapamycin (mTOR) signalling. Instead, these data define a central role for Lkb1 in restricting HSC entry into cell cycle and in broadly maintaining energy homeostasis in haematopoietic cells through a novel metabolic checkpoint.
Asunto(s)
Metabolismo Energético , Células Madre Hematopoyéticas/citología , Células Madre Hematopoyéticas/metabolismo , Proteínas Serina-Treonina Quinasas/metabolismo , Proteínas Quinasas Activadas por AMP/metabolismo , Adenosina Trifosfato/metabolismo , Animales , Apoptosis , Autofagia , Médula Ósea/metabolismo , Médula Ósea/patología , Ciclo Celular , Proliferación Celular , Supervivencia Celular , Activación Enzimática , Femenino , Hematopoyesis , Células Madre Hematopoyéticas/patología , Homeostasis , Metabolismo de los Lípidos , Masculino , Diana Mecanicista del Complejo 1 de la Rapamicina , Potencial de la Membrana Mitocondrial , Ratones , Ratones Endogámicos C57BL , Mitocondrias/metabolismo , Mitocondrias/patología , Complejos Multiproteicos , Proteínas Serina-Treonina Quinasas/deficiencia , Proteínas Serina-Treonina Quinasas/genética , Proteínas/antagonistas & inhibidores , Proteínas/metabolismo , Serina-Treonina Quinasas TOR/metabolismo , Proteínas Supresoras de Tumor/deficiencia , Proteínas Supresoras de Tumor/genética , Proteínas Supresoras de Tumor/metabolismoRESUMEN
Homing is the phenomenon whereby transplanted hematopoietic cells are able to travel to and engraft or establish residence in the bone marrow. Various chemomkines and receptors are involved in the homing of hematopoietic stem cells. This paper outlines the classic homing protocol used in hematopoietic stem cell studies. In general this involves isolating the cell population whose homing needs to be investigated, staining this population with a dye of interest and injecting these cells into the blood stream of a recipient animal. The recipient animal is then sacrificed at a pre-determined time after injection and the bone marrow evaluated for the percentage or absolute number of cells which are positive for the dye of interest. In one of the most common experimental schemes, the homing efficiency of hematopoietic cells from two genetically distinct animals (a wild type animal and the corresponding knock-out) is compared. This article describes the hematopoietic cell homing protocol in the framework of such as experiment.
Asunto(s)
Células de la Médula Ósea/citología , Células Madre Hematopoyéticas/citología , Animales , Movimiento Celular/fisiología , Citometría de Flujo/métodos , Trasplante de Células Madre Hematopoyéticas , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , Coloración y Etiquetado/métodosRESUMEN
In the search for novel genes involved in the paclitaxel resistance phenotype, prior studies of gene expression in paclitaxel-resistant cell lines and their paired drug-sensitive parental lines using high-density Affymetrix GeneChip arrays identified guanylate-binding protein 1 (GBP1) gene as an overexpressed transcript. The GBP1 gene encodes a large GTPase that is induced by interferon gamma (IFN-gamma) in a variety of eukaryotic cells. In this report we characterize GBP1 and demonstrate that GBP1 expression is consistently upregulated in 7 of 8 paclitaxel or doxorubicin-resistant human cancer cell lines as compared to its expression in the relevant drug-sensitive parental lines. Analysis of GBP1 expression using the Cancer Profiling Array showed that GBP1 is ubiquitously expressed with no significant difference in expression levels between normal and tumor tissue. Parallel analysis of the Cancer Cell Line Profiling Array determined that GBP1 expression in a majority of cell lines derived from human tumors of different tissue origin was induced to variable levels following exposure to multiple stress agents including paclitaxel and doxorubicin. Importantly, stable expression of a GBP1 transgene in the paclitaxel-sensitive ovarian cancer cell line OVCAR8 was sufficient to confer moderate paclitaxel resistance. Our data suggest that increased expression of the GBP1 gene may play an important role in the development of multi-drug resistance (MDR).
Asunto(s)
Antineoplásicos Fitogénicos/farmacología , Resistencia a Antineoplásicos/genética , Proteínas de Unión al GTP/genética , Regulación Neoplásica de la Expresión Génica/efectos de los fármacos , Paclitaxel/farmacología , Línea Celular Tumoral , Perfilación de la Expresión Génica , Humanos , Análisis de Secuencia por Matrices de Oligonucleótidos , Regulación hacia ArribaRESUMEN
PURPOSE: To identify genes involved in the paclitaxel resistance phenotype. METHODS: High-density Affymetrix HG-U95Av2 microarrays were used to quantify gene expression in the resulting cell lines, SKOV-3TR, OVCAR8TR and MCF-7TR, and their drug-sensitive parental lines, SKOV-3, OVCAR8 and MCF-7. RESULTS: Three paclitaxel-resistant human ovarian and breast cancer cell lines were established. We identified 790 (SKOV-3TR), 689 (OVCAR8TR) and 964 (MCF-7TR) transcripts that were more than twofold overexpressed relative to their expression in the corresponding parental cell line. A comparison of these transcripts identified eight genes that were significantly overexpressed in all three drug-resistant daughter cell lines. These genes included MDR1, a gene often implicated in both in vitro and in vivo resistance to multiple chemotherapeutics, including paclitaxel. The remaining seven genes have not been previously associated with resistance to paclitaxel in human cancer. Furthermore, we identified 815 (SKOV-3TR), 430 (OVCAR8TR) and 332 (MCF-7TR) transcripts that were more than twofold decreased relative to their expression in the corresponding parental cell line. Comparison of these transcripts identified three genes that were significantly underexpressed in all three drug-resistant cell lines, none of which have been previously associated with paclitaxel resistance. CONCLUSIONS: Our results confirm that the paclitaxel resistance phenotype is associated with a large number of transcriptional changes. In addition, acquired paclitaxel resistance was associated with distinct transcriptional changes in each of the cell lines studied, suggesting that paclitaxel resistance is a complex phenotype that can arise through multiple mechanisms.
Asunto(s)
Antineoplásicos Fitogénicos/farmacología , Neoplasias de la Mama/tratamiento farmacológico , Neoplasias de la Mama/genética , Resistencia a Antineoplásicos/genética , Neoplasias Ováricas/tratamiento farmacológico , Neoplasias Ováricas/genética , Paclitaxel/farmacología , Femenino , Genes MDR , Humanos , Análisis de Secuencia por Matrices de Oligonucleótidos , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Células Tumorales CultivadasRESUMEN
OBJECTIVES: Cytogenetic evaluation of product of conception (POC) is essential to determine the cause of pregnancy loss and aid the prenatal diagnosis of subsequent pregnancies. The purpose of this study is twofold. (1) To profile cytogenetic abnormalities, their relationship with maternal and gestational age and analyze sex ratios in our case series of 2052 consecutive samples of POC referred to the Baystate Medical Center, Laboratory Genetics between January 1992 and January 1999. (2) To present a comprehensive review of such data published in the last 15 years, in order to study temporal differences in the above parameters and make this information readily available for cytogeneticists and genetic counselors. MATERIALS AND METHODS: Data was entered and analyzed in Epi Info version 6.0 using the Z-test, chi-square test of significance and linear correlation coefficient. RESULTS AND CONCLUSIONS: The profile of cytogenetic abnormalities detected in POC has not changes significantly over time. The mean maternal age in our study (overall and for trisomies) was higher than that reported previously, which is consistent with the noted trend of increasing age at pregnancy in recent years. Our study provides evidence that abnormal karyotypes are aborted earlier and that tetraploidies have the least survival amongst all abnormalities. The higher mean gestational age for trisomic abortions in our study, as compared with previously reported figures, can be attributed to the increasing practice of active maternal screening with subsequent therapeutic abortions. Analysis of sex ratios may reaffirm a female specific developmental disadvantage in early stages of pregnancy.
Asunto(s)
Aberraciones Cromosómicas , Cigoto/metabolismo , Cigoto/patología , Adulto , Análisis Citogenético , Pérdida del Embrión/epidemiología , Pérdida del Embrión/patología , Femenino , Edad Gestacional , Humanos , Masculino , Edad Materna , Persona de Mediana Edad , Embarazo , Razón de Masculinidad , Técnicas de Cultivo de Tejidos , Trisomía/genética , Trisomía/patologíaRESUMEN
Previous studies directed at identifying paclitaxel resistance genes in a paclitaxel-resistant subclone of the human ovarian cancer cell line SKOV-3 identified a novel cancer testis antigen, Taxol resistance-associated gene 3 (TRAG-3). Because investigation suggested that TRAG-3, located on chromosome Xq28, does not directly participate in the paclitaxel-resistant phenotype, it was hypothesized that TRAG-3 might be linked to a neighboring gene that is directly involved in the drug-resistant phenotype, or alternatively, overexpression of TRAG-3 might be attributable to coregulation with other cancer testis antigens. To distinguish between these two hypotheses, expression of the genes that flank TRAG-3 was evaluated, namely the Centrin 2 gene and several members of the MAGE gene cluster. Northern analysis demonstrates overexpression of MAGE2 but not Centrin 2. Extension of this analysis to other neighboring and non-neighboring representative cancer testis antigens reveals overexpression of MAGE3, MAGE6, MAGE11, and MAGE12, as well as GAGE-2, GAGE-4, GAGE-5, GAGE-6, and GAGE-7 (clustered on Xp11) in SKOV-3(TR), as compared with SKOV-3. In addition, Affymetrix-based analysis of gene expression in SKOV-3 subclones with variable paclitaxel resistance demonstrates MAGE gene overexpression occurs early in the development of the paclitaxel-resistant phenotype, whereas GAGE gene overexpression occurs somewhat later. Evaluation of additional breast and ovarian cancer cell lines reveals MAGE/GAGE overexpression in both paclitaxel- and doxorubicin-resistant cell lines, whereas gemcitabine-resistant subclones of several ovarian cancer cell lines, including SKOV-3(GR), reveals no change in MAGE/GAGE expression. To determine whether MAGE gene overexpression contributes directly to the drug-resistant phenotype, MAGE2 or MAGE6, cDNA was introduced into the paclitaxel-sensitive human ovarian cancer cell line OVCAR8. 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide cytotoxicity analysis of both MAGE2 and MAGE6 transfectants demonstrates a 4-fold increase in resistance to paclitaxel and 2-fold increase in resistance to doxorubicin but not to other drugs, such as topotecan and cisplatin, through a nonmultidrug resistance-1 mechanism. MAGE2 or MAGE6 overexpression also induces a growth advantage in OVCAR8-transfected cells. These studies suggest that the in vitro acquisition of paclitaxel and doxorubicin resistance can be associated with increased expression of a variety of both neighboring and non-neighboring cancer testis antigens genes. This does not appear to be a consequence of random genetic instability or genomic amplification of the X chromosome. These antigens, because of limited expression in normal tissues, may be suitable targets for immunotherapy and novel therapeutic strategies in the treatment of chemotherapy-resistant epithelial tumors.
Asunto(s)
Antígenos de Neoplasias/biosíntesis , Cromosomas Humanos X , Desoxicitidina/análogos & derivados , Doxorrubicina/farmacología , Resistencia a Antineoplásicos , Proteínas de Neoplasias/biosíntesis , Paclitaxel/farmacología , Northern Blotting , Proteínas de Unión al Calcio , Proteínas de Ciclo Celular/biosíntesis , Línea Celular Tumoral , Análisis por Conglomerados , Cartilla de ADN , ADN Complementario/metabolismo , Desoxicitidina/farmacología , Relación Dosis-Respuesta a Droga , Femenino , Humanos , Inmunoterapia/métodos , Masculino , Familia de Multigenes , Análisis de Secuencia por Matrices de Oligonucleótidos , Oligonucleótidos/química , Fenotipo , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Análisis de Secuencia de ADN , Testículo/metabolismo , Factores de Tiempo , Transfección , GemcitabinaRESUMEN
Ovarian cancer is currently the most lethal gynecological malignancy in the United States. Although effective therapies exist, the acquisition of multidrug resistance within persisting tumor cells renders curative therapies elusive for the majority of women with ovarian cancer. In an attempt to better define the evolution of paclitaxel resistance, three SKOV-3 sublines were selected during successive rounds of exposure to increasing paclitaxel concentrations. The sublines were selected to represent early (0.003 micro M), intermediate (0.03 micro M), and late (0.3 micro M) paclitaxel resistance. RNA from these cell lines, SKOV-3(0.003TR), SKOV-3(0.03TR), and SKOV-3(0.3TR), as well as the parent cell line SKOV-3, was analyzed by cDNA array to evaluate transcript expression profiles. Arrays were performed using Affymetrix HG-U95Av2 arrays, which contain probes for approximately 9600 known human genes. Signal intensities were calculated by Microarray Suite 5.0 (Affymetrix, Santa Clara, CA). Expression patterns were analyzed by Affymetrix Data Mining Tool 3.0 with filtering of expression patterns for fold change in expression (maximum divided by minimum expression value/gene) and for variation of expression (maximum minus minimum expression value/gene). This analysis dismissed approximately 11,000 of approximately 12,000 expression patterns. The remaining approximately 1000 expression patterns were normalized and segregated into 20 partitions of a self-organizing map (SOM). The resulting SOM discriminates between genes, which are differentially expressed in early versus intermediate versus late paclitaxel resistance. For example, multidrug resistance 1 transcript expression is not elevated in SKOV-3(0.003TR) as compared with parental SKOV-3 but demonstrates elevated expression in SKOV-3(0.03TR) and SKOV-3(0.3TR). In contrast, SOM analysis demonstrates early (SKOV-3(0.003TR)) transcriptional changes in a wide variety of genes, including gene families involved in cell growth/maintenance, cell structure, signal transduction, and inflammatory response. The use of array analysis with SOMs in sublines with progressive paclitaxel resistance can successfully define an evolution of resistance. Such an analysis may be useful at defining candidate gene families involved in the early-drug resistance phenotype.