- Open Access
Identification of secondary targets of N-containing bisphosphonates in mammalian cells via parallel competition analysis of the barcoded yeast deletion collection
Genome Biologyvolume 10, Article number: R93 (2009)
Nitrogen-containing bisphosphonates are the elected drugs for the treatment of diseases in which excessive bone resorption occurs, for example, osteoporosis and cancer-induced bone diseases. The only known target of nitrogen-containing bisphosphonates is farnesyl pyrophosphate synthase, which ensures prenylation of prosurvival proteins, such as Ras. However, it is likely that the action of nitrogen-containing bisphosphonates involves additional unknown mechanisms. To identify novel targets of nitrogen-containing bisphosphonates, we used a genome-wide high-throughput screening in which 5,936 Saccharomyces cerevisiae heterozygote barcoded mutants were grown competitively in the presence of sub-lethal doses of three nitrogen-containing bisphosphonates (risedronate, alendronate and ibandronate). Strains carrying deletions in genes encoding potential drug targets show a variation of the intensity of their corresponding barcodes on the hybridization array over the time.
With this approach, we identified novel targets of nitrogen-containing bisphosphonates, such as tubulin cofactor B and ASK/DBF4 (Activator of S-phase kinase). The up-regulation of tubulin cofactor B may explain some previously unknown effects of nitrogen-containing bisphosphonates on microtubule dynamics and organization. As nitrogen-containing bisphosphonates induce extensive DNA damage, we also document the role of DBF4 as a key player in nitrogen-containing bisphosphonate-induced cytotoxicity, thus explaining the effects on the cell-cycle.
The dataset obtained from the yeast screen was validated in a mammalian system, allowing the discovery of new biological processes involved in the cellular response to nitrogen-containing bisphosphonates and opening up opportunities for development of new anticancer drugs.
We exploited the molecular tools available for Saccharomyces cerevisiae to investigate potential targets of the nitrogen-containing bisphosphonates (N-BPs) alendronate (ALE), ibandronate (IBA) and risedronate (RIS). N-BPs are pyrophosphate analogs used to treat osteoporosis and, at high doses, cancer-induced bone disease . The primary target of N-BPs is farnesyl pyrophosphate synthase (FPPS), whose inhibition prevents protein prenylation [2, 3]. In vitro studies conducted on tumor cell lines suggest that N-BPs are able to exert a broad spectrum of actions, including inhibition of invasion, and promotion of cell cycle arrest . However, little is known about the molecular mechanisms underlying these effects. In this context, we performed a large-scale competition experiment with different yeast mutants in the presence of sub-lethal doses of N-BPs to unravel their secondary cellular targets and to understand the molecular changes occurring in cells exposed to such compounds.
The yeast experimental system consists of a collection of 5,936 heterozygote deletant strains encompassing all yeast's open reading frames (ORFs) [4, 5]. Each mutant carries two molecular barcodes (TAGs), which are 20-bp unique sequences acting as strain identifiers. The mutants are grown together in competition under different selective pressures, and the molecular TAGs are discriminated on a hybridization array. The strains carrying deletions in genes that are crucial for the yeast growth in the given conditions will loose the competition, scored by a progressively lower intensity of their barcodes on the array over the time. This approach has been successfully used to functionally characterize all yeast ORFs [4, 5], to identify human genes involved in mitochondrial diseases  and to identify drug targets [4, 7–9]. Moreover, genes that are quantitatively important in different environments, so that, when one allele is missing, the resulting phenotype is either severely compromised (haploinsufficient) or slightly favored (haploproficient), can be detected [10–13]. In our experiment, the haploinsufficient and haploproficient phenotypes detected in the presence of the N-BPs reveal alleles whose gene products are affected by the specific condition and, therefore, likely to be drug targets. With this approach we confirmed FPPS as the main in vivo target of N-BPs action and we identified additional biological processes affected by N-BPs, such as vacuolar acidification, microtubule dynamics, and DNA replication, underlying the complex cellular effects that bisphosphonates have on cells.
The wild type S. cerevisiae strain BY4743 was tested for its response to ALE, IBA and RIS in order to select a sub-lethal dose to use with the collection of deletion mutants. RIS and IBA were powerful growth inhibitors, whereas ALE had a much weaker effect on the yeast cells (Figure S1 in Additional data file 1). Competition experiments with 5,936 hemizygous yeast mutants were carried out in the presence of each drug. Strains showing a significant change in their growth rate were identified. The significance threshold was chosen to give a false discovery rate of q < 0.001 for the haploinsufficient strains, and of q < 0.01 for the haploproficient ones since only a smaller number of strains displayed an increase in growth rate (see Materials and methods; Additional data files 2, 3, 4 and 5). Some strains (197 for RIS, 250 for ALE and 283 for IBA) were so compromised by N-BPs that they disappeared from the population after 10 to 12 generations (Additional data file 2). These strains are referred to as quick disappearing (QD) and, for such mutants, there are no 'growth rate difference' values.
Lists of strains showing haploinsufficient and haploproficient profiles in the presence of the drugs are shown in Additional data file 2 and Additional data file 3, respectively. From these lists we subsequently removed the strains that carried a mutation in a dubious ORF (according to the Saccharomyces Genome Database ), those known to harbor erroneous TAGs  and those showing a slow growing phenotype on a minimal medium (according to the Saccharomyces Genome Database), since their haploinsufficiency could depend on the nutrient limiting-medium rather than on the specific drug. Lists of haploinsufficient and haploproficient strains after the filtering process are given in Additional data files 4 and 5, respectively. About 45% of the haploinsufficient strains (including the QD) overlapped across the three conditions (Figure 1) and there is a common fingerprint when strain growth rates are compared between the three conditions (Figure S2 of the Additional data file 1).
The highest numbers of haploinsufficient and haploproficient genes were scored in the presence of IBA. The sensitivity and reliability of the 'barcode' method were demonstrated by the severe haploinsufficiency, in the presence of RIS and IBA, of the gene YJL167W, which encodes the yeast farnesyl pyrophosphate synthetase Erg20p, the only known molecular target of N-BPs in humans . Interestingly, ALE, which had only a very weak effect on S. cerevisiae (Figure S1 in Additional data file 1), does not seem to compromise the growth rate of a YJL167W hemizygous mutant, suggesting that its interaction with FPPS is limited or inefficient in yeast. Gene Ontology analysis applied to the data showed enrichment in categories such as chromatin remodeling and, more generally, DNA packaging. A detailed analysis of their human orthologs revealed the presence of several genes encoding components of a complex that responds to DNA damage , including SMARCB1 (yeast YLR321C), MCM5 (yeast YLR274W), MCM6 (yeast YGL201C) and DBF4 (yeast YDR052C). In particular, DBF4 was found to be haploproficient in the presence of IBA. This was confirmed by growing separately both a hemizygote DBF4 mutant and the wild-type strain in the presence and absence of IBA. The results showed that the DBF4 mutant presents a quantitatively significant increase in final biomass (P < 6.4 × 10-6; Additional data file 6), suggesting that such a hemizygous mutant can partially counterbalance the N-BP's toxicity.
Among the strains showing a marked haploinsufficient profile in the presence of the three drugs, we found genes related to proton pumps, which were suggested as N-BP targets before the discovery of FPPS's involvement . Several regulators of the plasma membrane H+-ATPase pump PMA1 (encoded by YGL008C (PMA1)) were highly haploinsufficient: YDR033W (MRH1; of unknown function), QD in all three conditions, may be involved in PMA1 regulation according to its similarity to HSP30 ; YBL069W (AST1), which plays a role in targeting Pma1p to the membrane , is also haploinsufficient in all three conditions; and YCR024C-A (PMP1), which encodes a regulatory subunit of PMA1 , is severely haploinsufficient in the presence of IBA. No human ortholog of MRH1 has been found, although this does not exclude the possibility of a functional homolog that could represent a new effector of N-BPs. Several proteins whose functions are linked to microtubules were also significantly affected by the treatments. The strains hemizygous for ATG11 (YPR049C), ATG14 (YLR295C) and ATG15 (YCR068W), whose gene products are involved in autophagy and vacuolar processing, display a haploinsufficient profile in at least one of the drug conditions used. Moreover, the deletion mutant for ATG4 (YNL223W), haploinsufficient in the presence of RIS, encodes a mediator for the attachment of autophagosomes to microtubules via its interaction with Tub1p and Tub2p and has a human homolog, ATG4B. The hemizygous mutants for alpha-tubulin (TUB3), ADP ribosylation factor (ARF1) and alpha-tubulin folding protein (ALF1) also show clear haploinsufficient profiles. In particular, the growth disadvantage of ALF1 mutant (YNL148C), homologous to the mammalian tubulin cofactor B gene (TBCB), was confirmed by growing individually both the hemizygote mutant and the wild-type strain in the presence of IBA (quantitatively significant decrease of final biomass yield, P < 0.0043; Additional data file 6).
About 135 strains were haploproficient (q < 0.01), and the most marked phenotypes were those related to the internalization of molecules. For example, RAV1 (YJR033C) encodes one of the subunits of the RAVE complex responsible for the assembly of the yeast V-ATPase and vacuolar acidification. These data indicate that a defect in either the assembly of the RAVE complex or in the acidification of the vesicles confers an advantage to the cell in the presence of N-BPs (its human homolog encodes DmX-like 1 protein). Overall, our data strongly suggest the involvement of other effectors, besides FPPS, in N-BP-induced toxicity. The human homologs of the haploinsufficient and haploproficient genes were studied in human cell lines to see whether they display similar functions. In particular, since we could identify DNA damage and cytoskeleton dynamics as the novel processes affected by N-BP treatment, we focused our attention on genes that constitute fundamental nodes in these processes.
N-BPs induce DNA damage, modulate DBF4expression and trafficking and induce cell cycle arrest
N-BP-induced toxicity in S. cerevisiae suggested the possible involvement of a group of human gene orthologs to those involved in yeast fitness variation and connected to DNA damage: SMARCB1, MCM5, MCM6 and DBF4. Since evidence of DNA damage upon N-BP treatment has been reported after treatment with zoledronic acid [22, 23], we chose to evaluate the formation of DNA double strand breaks in the presence of ALE, IBA and RIS by measuring the phosphorylation status of the histone variant H2A.x (that is, γH2A.x) . Immunofluorescence microscopy, performed on MCF-7 cells using a specific antibody directed against γH2A.x revealed the formation of positive double strand break foci after treatment with the three N-BPs for 72 h at 10-4 M (Figure 2). The percentage of cells presenting γH2Ax foci, evaluated by counting the foci-positive cells on six different fields in three different experiments was 83 ± 15, 75 ± 14, 75 ± 9, and 98 ± 4 in ALE, RIS, IBA and etoposide treated cells, respectively.
DBF4 is a well known S-phase checkpoint effector , and the DBF4-Cdc7 complex is crucial for the initiation of the DNA replication by activating the minichromosome maintenance (MCM) protein. Both DBF4-Cdc7 and MCM proteins are phosphorylated by the protein kinases ATM and ATR . Cells that are hemizygous for DBF4 are severely haploinsufficient; however, this study shows that such a disadvantage is compensated for by the presence of N-BPs, suggesting the occurrence of epistatic interactions involving the DBF4 gene. Since DBF4 protein accumulates in the nuclei of G1-, S-, and M-phase-arrested cells , we decided to follow its localization upon N-BP stimulation via immunoblot analysis of nuclear and cytoplasmic extracts of MCF-7 cells. Upon stimulation with ALE, RIS and IBA, DBF4 protein accumulates within the nuclear compartment (Figure 3a). These data have also been confirmed by immunofluorescence experiments through confocal analysis, where the presence of DBF4 in the nuclei of cells treated with N-BPs is particularly evident in the merged picture (Figure 3b). Interestingly, DBF4 appeared to have a molecular weight of about 118 kDa, instead of the nominal 77 kDa, suggesting that a hyperphosphorylated form of the protein was present in the cell. This has been confirmed by phosphatase treatment experiments (data not shown). Flow cytometry analysis after 72 h of 10-4 M N-BP treatment showed that the drugs were able to block the cell cycle of MCF-7 cells in the S-phase (Figure S3a in Additional data file 1). In particular, the number of cycling cells in the S-phase increased from 16% to 21% for IBA, to 28% for RIS and to 38% for ALE. This observation was concomitant with a reduction of cells in the G0/G1 phase: 78% in control cells versus 75%, 64% and 60% in IBA, RIS and ALE treated cells, respectively. Moreover, the same treatment led to an increase in the amount of dead cells in the sub-G0/G1 phase from 13% to 17%, 49% and 58% for IBA, RIS and ALE, respectively (Figure S3b in Additional data file 1). Notably, the three drugs showed different potency, with ALE being the more active both in cell-cycle arrest and in the induction of cellular death.
DBF4down-regulation leads to protection from N-BP toxicity in MCF-7 cells
As the DBF4 hemizygous yeast strain showed a haploproficient behavior, the role of its mammalian ortholog DBF4 in the MCF-7 system was studied by reproducing the conditions present in the yeast fitness assay. DBF4 protein levels were down-regulated to about 50% of the normal expression by using small interfering RNA (siRNA; Figure 4a). The clonogenic assay showed that mock and control siRNA-transfected MCF-7 cells, when treated with ALE, displayed a significant reduction in colony formation in comparison with the untreated ones. In contrast, colony formation in DBF4-downregulated cells was similar to that of the untreated control, suggesting protection from the ALE-induced toxicity (Figure 4b).
N-BP effects on microtubules organization and dynamics
A group of genes associated with microtubule dynamics showed a haploinsufficient profile in yeast in the presence of N-BPs. Among these was ALF1, a homolog of the mammalian tubulin cofactor B (TBCB) gene, which encodes the α-tubulin folding protein. It has been demonstrated that changes in TBCB levels have a strong effect on microtubule growth. In particular, a recent paper reported that overexpression of TBCB can lead to microtubule depolymerization in growing neurites . We therefore evaluated if N-BPs were able to modify TBCB protein levels in MCF-7 cells. Western blots were performed on total protein extracts from cells treated with high doses of N-BPs (10-4 M) for 24, 48 and 72 h, using a specific antibody directed against TBCB. All three N-BPs used were able to increase TBCB protein levels and each showed a peculiar trend of induction, with ALE peaking at 48 h after stimulation, and RIS and IBA at 24 h after stimulation (Figure 5a). Electron microscopy on MCF-7 cells showed a marked effect of N-BPs on protrusions and lamellipodia/filopodia, where the parallel organization of the microtubules was replaced by a totally irregular one (Figure 5b). Under basal conditions, the MCF-7 cell cytoplasm showed a system of regularly arranged microtubules running parallel to each other, with close bundle formation at the level of lamellipodial protrusions (Figure 5b, top panels). After ALE treatment, dramatic tubulin involvement was evident since microtubules were markedly reduced in number and showed structural alterations such as irregularly wavy course and abrupt breakdowns (Figure 5b, top right). In addition, the concurrent presence of a lot of filamentous structures together with decoration by colloidal gold particles detectable after anti-tubulin antibody immunogold labeling (Figure 5b, bottom right) was visible. This completely new finding could be correlated to the effect that N-BPs have on TBCB. Preliminary experiments with nocodazole  suggested that N-BPs may affect microtubule dynamics (data not shown).
N-BP treatment inhibits cell migration
Based on the finding that N-BPs may have an effect on tubulin dynamics, which is involved in many essential functions, including cell movement, we wondered whether N-BP treatment could disturb cell migration. As shown by the time-lapse microscopy analyses (Figure S4 in Additional data file 1), while IBA seemed to have only a slight effect, both ALE and, to higher extent, RIS blocked the migration of MCF-7 cells.
DBF4 and TBCB are differently rescued by geranylgeranyl pyrophosphate
The main mechanism of action through which N-BPs block osteoclast-mediated bone resorption is via FPPS inhibition of the mevalonate pathway . It has been previously shown that these drugs inhibit the growth of various cancer cell lines through a similar mechanism [29, 30]. To assess the contribution of FPPS inhibition on the increase of DBF4 and TBCB protein levels, we performed rescue experiments with geranylgeranyl pyrophosphate (GGPP) in MCF-7 cells. Cells were grown with 10-4 M ALE for 48 h and the accumulation of unprenylated Rap1A was used as a marker for the inhibition of the pathway . ALE induced an increase in the accumulation of unprenylated Rap1A that was reversed by simultaneous addition of 25 μM GGPP (Figure 6). Interestingly, while the ALE-induced increase of DBF4 was reversed by simultaneous addition of 25 μM of GGPP, the increase in TBCB remained unaffected by GGPP treatment, suggesting that different pathways are involved in the N-BP-induced upregulation of DBF4 (mevalonate-dependent) and TBCB (mevalonate-independent).
N-BPs are potent inhibitors of osteoclast-mediated bone resorption and are used to relieve bone pain and to prevent skeletal complications in bone metastasis, most common in breast and prostate cancer . Furthermore, several in vitro and in vivo studies have reported the ability of N-BPs to exert a direct anti-tumor effect on cancer cell lines . The actions of N-BPs on tumor cell lines include the promotion of apoptosis and the inhibition of cellular adhesion and invasion [29, 30, 32]. However, besides the established inhibition of protein prenylation , little is known about other potential mechanisms involved in N-BP-induced toxicity. In recent years, with the emerging field of chemogenomics, several large scale efforts have been made to efficiently identify new therapeutic targets. In this work we used the 'haploinsufficiency profiling approach', pioneered in yeast by Giaever and co-workers , in order to identify secondary targets of N-BPs. S. cerevisiae is very versatile and easily managed and several high-throughput tools are in place for this it . Moreover, over 30% of human genes involved in diseases have a homolog in yeast , making it an ideal experimental system to open new promising perspectives for translational medicine. We carried out a series of competition experiments with a barcoded collection of 5,936 hemizygous mutants [4, 5] in the presence of ALE, IBA and RIS in order to identify potential drug targets and gain insight into the molecular changes occurring in cells exposed to such drugs.
Interestingly, from our study it emerged that several different molecular players contribute to N-BP-induced toxicity, suggesting that, besides FPPS, which is the primary enzymatic target and was confirmed by our analysis, there are other molecules whose functions or expression levels are altered by the treatment. Moreover, these effectors could help in defining the exact mechanisms at the root of the different degrees of potency observed with each N-BP. Notably, some of the targets we found have already been proposed as molecules affected by N-BPs. First, in the presence of all three drugs, the most compromised yeast strains in the competition experiment were the hemizygous mutants for MRH1 and AST1, which are related to ATPase-proton pumps. MRH1, as a homolog of HSP30, has a putative function in the regulation of the expression of the plasma membrane H+-ATPase pump, PMA1 , while AST1 is responsible for its correct targeting onto the cell membrane . Furthermore, the product of PMP1, a small single-span membrane protein that regulates the H+-ATPase pump , was also haploinsufficient with IBA. Interestingly, the PMA1 hemizygous mutant itself shows no significant haploinsufficient phenotype, suggesting that the regulation of this gene, rather than its genome copy number, is responsible for the pharmacological effects of the N-BPs. Other genes emerged as a consequence of their involvement in N-BP uptake or internalization. As an example, we found that the RAV1 hemizygous mutant strain is haploproficient when grown in the presence of N-BPs. RAV1 belongs to the RAVE complex, which is responsible for vacuolar acidification via the V-ATPase. Recent experiments in osteoclast cell lines have shown that N-BPs are internalized via endocytosis and that endosomal acidification is required for their translocation into the cytoplasm . Our data support this hypothesis; in fact, a deficiency in the acidification of the endocytic vesicles preventing the release of the N-BPs into the cytosol would confer a growth advantage on the cell in the presence of the drugs.
The 'barcode' technology allowed us to identify two novel biological processes that appeared to be particularly affected by the treatments: DNA damage and cytoskeleton dynamics. DNA damage has been suggested in earlier studies as the cause of the activation of ATM and ATR after zoledronic acid stimulation, but clear evidence was still missing for other N-BPs with different side chains [22, 23]. We have demonstrated for the first time that, in MCF-7 cells, IBA, RIS and ALE are able to cause a significant accumulation of double strand breaks. Among the DNA damage-related genes that emerged from our analysis, we found that encoding the regulatory subunit of the DBF4-Cdc7 complex, which is involved in DNA replication. In our mammalian model, DNA damage is followed by DBF4 phosphorylation and nuclear translocation, events that we hypothesized to be the triggers of cell cycle arrest observed in S-phase. Moreover, DBF4 seems to be a key player in the mechanisms of N-BPs toxicity, since its downregulation protected the cells from the anti-proliferative effect exerted by the N-BPs. In general, this finding opens the possibility that reverting to a haploproficient phenotype may constitute a mechanism by which cells become resistant to N-BPs. The second detected mechanism related to the N-BPs' effects is microtubules dynamics. In particular, we identified ALF1, a regulator of alpha-tubulin folding, whose human homolog is TBCB, as the most interesting gene. In MCF-7 cells, we observed a significant upregulation of TBCB protein levels after N-BP treatment and the simultaneous loss of microtubule architecture in sites of active microtubule assembly, such as protrusions. Therefore, TBCB upregulation represents a novel mechanism through which N-BPs could affect cellular viability, and further experiments will be performed to define the effects of N-BPs on microtubule-related processes, such as mitotic spindle formation and vesicular transport.
This study has exploited the heterozygous yeast mutant collection for mode-of-action discovery of secondary targets of N-BPs, the elected drugs for the treatment of bone resorption and cancer-induced bone diseases [1, 34]. In particular, this work allowed the discovery of two novel biological processes involved in the cytotoxic effects of the N-BPs, DNA damage and microtubule assembly, and, thanks to the 'barcode' approach, these could be linked directly to the responsible genes, DBF4 and TBCB. In this case, a strong conservation between yeast and mammalian targets was seen, since their involvement was confirmed also in our human breast cancer cell line, MCF-7, used as a mammalian model. Neither DBF4 nor TBCB have been described before as N-BP targets, and these findings may open up new opportunities for the development of new compounds with antitumor activity.
Materials and methods
All the chemicals were from Sigma Aldrich Co. (Milan, Italy) unless otherwise specified. The GGPP was from American Radiochemicals Inc. (St Louis, MO, USA), and the bisphosphonates were provided by Procter and Gamble Pharmaceuticals (Cincinnati, OH, USA).
Yeast strains and cell lines
The yeast strains used in this work are BY4741 (MATa, his3Δ1, leu2Δ0, met15Δ0, ura3Δ0), and BY4742 (MATα, his3Δ1, leu2Δ0, lys2Δ0, ura3Δ0) and BY4743 (MATa/MATα his3Δ1/his3Δ1 leu2Δ0/leu2Δ0 met15Δ0/MET15 LYS2/lys2Δ0 ura3Δ0/ura3Δ0). The hemizygous deletion collection, in the diploid BY4743 background, was obtained from the Saccharomyces Deletion Consortium .
The human breast adenocarcinoma MCF-7 cell line was obtained from the ATCC collection (Manassas, VA, USA), and cultured in DMEM. All the yeast media, YPD, SD and F1, were prepared as described previously [10, 36, 37]. The hemizygous deletion pool was created manually by growing the strains in YPD with 15% (v/v) glycerol using 96-well plates, at 30°C until they reached a stationary phase (48 h). Using a multi-channel pipette, the mutant strains were combined together in a sterile Petri dish, before being transferred to a 50 ml Falcon tube. The pool was stored at -80°C in 1 ml aliquots.
To determine the sub-lethal concentrations of the N-BPs, different concentrations of RIS, ALE and IBA were added to cultures of BY4741 and BY4743 grown in F1 medium.
An aliquot (107 cells) of the hemizygote pool was inoculated into flasks containing 20 ml of YPD medium and allowed to grow in batch for 18 h at 30°C, with shaking at 170 rpm. The cells were then diluted to an OD600 of 0.005 in 10 ml of F1 medium containing 5 × 10-4 M RIS, 5 × 10-3 M ALE or 5 × 10-4 M IBA. To maintain exponential growth, the cells were allowed to grow for six generations before being diluted back to an OD600 of 0.02 in fresh F1 medium containing the drugs. Samples of the cultures were taken throughout the experiment, in particular at the beginning of the competition, just before adding the drugs (generation 0) and after 10 to 12 and 17 to 20 generations.
Hybridization and statistical analysis
The DNA was extracted from the samples using a DNA tissue kit (Qiagen, Crawly, West Sussex, UK). The concentration of the genomic DNA was determined using a Nanodrop (Agilent, West Lothian, UK) device. The amplifications of the tags and the hybridization protocol were carried out as described . The arrays were normalized by median centering intensity values from tags corresponding to mutants, as described . Briefly, log-ratios were calculated between the initial time point, G0, and subsequent time points, G10 and G20. This aimed to eliminate tag-specific biases and further normalized the data. Growth rates were estimated by robust linear regression on the normalized log-ratios. Type I error rates (P-values) were estimated by model-based resampling with suitably re-scaled residuals. False discovery rates (q-values) were estimated according to Benjamini and Hochberg . A q-value lower <0.001 was set as threshold for a growth rate difference to be considered statistically significant for haploinsufficient genes, while q < 0.01 was set as the threshold for haploproficient genes. Gene Ontology analysis was carried out using GOMINER on filtered lists of genes .
Growth of selected strains on a microplate reader
The strains YDR052C (DBF4) and YNL148C (ALF1) were re-tested singularly. Accurate growth measurements of the selected single mutants and the wild-ype parent (BY4743) in both the presence and absence of IBA were produced using a Microplate Reader (FLUOstar OPTIMA, BMG Labtech, Offenburg, Germany). The optical density measurement at 600 nm was taken every 2 minutes for a 24 h period. The maximum growth rate and final biomass yield were calculated according to Warringer and Blomberg . Three biological replicates, each comprising three semi-technical replicates, were carried out for each mutant strain tested. Two way ANOVA was carried out for each deletion strain to determine if there was a significant interaction between the drug and the deletion strain when compared to the effect of the drug on the parental background.
Cell cycle analysis
Subconfluent MCF-7 cultures (ATCC), grown in DMEM supplemented with 5% fetal bovine serum (Euroclone Ltd., Torquay, UK), 0.1 mM non-essential amino acids and 1 mM sodium pyruvate, were incubated in the presence or absence of 10-4 M N-BPs for 72 h and harvested as reported in . Cell cycle distribution was examined by flow cytometry, and data were analyzed with Cell Quest™ and ModFit LT (FACScan, Becton Dickinson, Franklin Lakes, NJ, USA).
Preparation of protein extracts and western blot analysis
Cell nuclear extracts were prepared as described previously  and analyzed for protein content (Bio-Rad Protein Assay, Bio-Rad Laboratories, Muenchen, Germany). To prepare total protein extracts, cells were lysed in a mild buffer (1% NP-40, 150 mM NaCl, 10 mM Tris, 2 mM EDTA, pH 7.2); the suspension was then incubated at 4°C for 20 minutes and then subjected to centrifugation for 20 minutes at 12,000 ×g; the supernatant was collected and transferred to a new tube as total extract.
The cellular extracts were electrophoresed and then transferred to nitrocellulose membranes as previously described . Blots were incubated with the following polyclonal antibodies: rabbit anti-Dbf4 (Santa Cruz Biotechnology Inc., Santa Cruz, CA, USA), rabbit anti-actin (Sigma), goat anti-Rap1A (C-17 - epitope mapping at the C-terminus of Rap 1A of human origin), and rabbit anti-Rap1 (121 - epitope mapping near the C-terminus of Rap 1 of human origin) (Santa Cruz Biotechnology), and anti-TBCB, a generous gift of JC Zabala, Universidad de Cantabria, Santander, Spain. The blots were then incubated with the corresponding peroxidase-conjugated anti-serum (Sigma). The bands were quantified as reported in .
Immunofluorescence and confocal microscopy studies
For γH2A.x detection, cells were seeded on slides and the next day treated with 50 μM etoposide for 24 h (positive control), 10-4 M N-BPs for 72 h or phosphate-buffered saline (control). Cells were then fixed, blocked and permeabilized as reported in  and incubated with the monoclonal antibody anti-γH2A.x (clone JBW301, Upstate, Lake Placid, NY, USA) for 2 h. After washing, they were incubated with the secondary antibody Alexa Fluor 488-conjugated (Molecular Probes Inc., Eugene, OR, USA) for 90 minutes. Nuclei were visualized by 1 μg/ml propidium iodide counterstaining.
For DBF4 detection, cells were treated without or with 10-4 M N-BPs for 72 or 48 h, respectively. Cells were processed as described with polyclonal anti-Dbf4 antibody for 2 h. After washing, the cells were incubated with the secondary antibody Alexa Fluor 488-conjugated (Molecular Probes) for 90 minutes. Nuclei staining was performed as described above. The microscope slides were mounted and visualized through a Leica TCS SP laser-scanning confocal microscope .
Cells were cultured until reaching confluence, synchronized for 24 h in the absence of serum, than a wound was created by scraping the monolayer with a single-edge razor blade. The cells were then treated or not with 10-4 M N-BPs. Cell migration was followed for the next 48 h (Leica AF6000 LX), taking phase-contrast photographs every 4 h.
Electron microscopy and immunogold labeling
Subconfluent cultures of MCF-7 cells were incubated in the presence or absence of 10-4 M ALE for 72 h. Cells were fixed in 4% glutaraldehyde in 0.1 M phosphate buffer, post-fixed with 2% OsO4 dissolved in the same buffer, and embedded in Epon 812 resin. Thin sections were collected on copper grids with 2 × 1 mm slots and contrasted with uranyl acetate and lead citrate. Observations were made using a Philips CM12 STEM transmission electron microscope. For immunogold labeling of tubulin, cells were fixed in neutral buffered 4% paraformaldehyde, dehydrated in graded ethanol and embedded in LR-White resin. Thin sections were collected on nickel grids, blocked with 5% normal goat serum, and incubated with 1:2,000 diluted mouse anti-tubulin monoclonal antibody, followed by diluted 18 nm gold-conjugated anti-mouse secondary antibody (Jackson ImmunoResearch Labs, Inc., Newmarket, England). After washing, sections were contrasted with uranyl acetate and lead citrate. As negative control, primary antibody was replaced with serum.
RNA interference and clonogenic assay
Dbf4 expression was silenced by using the siGENOME duplex pool (Dbf4 catalog number MQ-004165-01) as reported  in MCF-7 cells. Control cells were transfected with control oligos (luciferase GL2 duplex, catalog number D001100-01-20). All the oligos were from Dharmacon Research Inc. (Lafayette, CO, USA). Transfection mixture was removed after 5 h and replaced with fresh medium containing 10-6 M alendronate. After 48 h, cells were collected and counted and Dbf4 protein levels assessed by western blotting. For the Clonogenic Assay, 1,000 cells were plated in a 60 cm2 petri dish in triplicate; after 10 days, the colonies were stained with crystal violet (10% w/v in ethanol 70%; Sigma) and counted using ImageQuant TL v2003.03 (GE Healthcare, Little Chalfont, Buckinghamshire, UK) with 50 cells being the requirement for scoring as a colony. Relative levels of cell survival were calculated by comparison with control without drug.
Additional data files
The following additional data are available with the online version of this paper: Figures S1, S2, S3 and S4 (Additional data file 1). A table listing haploinsufficient strains (q < 0.001; Additional data file 2). A table listing haploproficient strains (q < 0.01; Additional data file 3). A table listing haploinsufficient and QD strains after removal of bad tags (Additional data file 4). A table listing haploproficient strains after removal of bad tags (Additional data file 5). A table showing growth data and two-way ANOVA of the wild-type (WT) strain and the hemizygote mutants DBF4 (A) and ALF1 (B) in the presence and absence of the drug ibandronate (IBA) (Additional data file 6).
Dulbecco's modified Eagle's medium
farnesyl pyrophosphate synthase
open reading frame
small interfering RNA
tubulin cofactor B.
Clezardin P, Ebetino FH, Fournier PG: Bisphosphonates and cancer-induced bone disease: beyond their antiresorptive activity. Cancer Res. 2005, 65: 4971-4974. 10.1158/0008-5472.CAN-05-0264.
Rondeau JM, Bitsch F, Bourgier E, Geiser M, Hemmig R, Kroemer M, Lehmann S, Ramage P, Rieffel S, Strauss A, Green JR, Jahnke W: Structural basis for the exceptional in vivo efficacy of bisphosphonate drugs. Chem Med Chem. 2006, 1: 267-273.
Kavanagh KL, Guo K, Dunford JE, Wu X, Knapp S, Ebetino FH, Rogers MJ, Russell RG, Oppermann U: The molecular mechanism of nitrogen-containing bisphosphonates as antiosteoporosis drugs. Proc Natl Acad Sci USA. 2006, 103: 7829-7834. 10.1073/pnas.0601643103.
Winzeler EA, Shoemaker DD, Astromoff A, Liang H, Anderson K, Andre B, Bangham R, Benito R, Boeke JD, Bussey H, Chu AM, Connelly C, Davis K, Dietrich F, Dow SW, El BM, Foury F, Friend SH, Gentalen E, Giaever G, Hegemann JH, Jones T, Laub M, Liao H, Liebundguth N, Lockhart DJ, Lucau-Danila A, Lussier M, M'Rabet N, Menard P, et al: Functional characterization of the S. cerevisiae genome by gene deletion and parallel analysis. Science. 1999, 285: 901-906. 10.1126/science.285.5429.901.
Giaever G, Chu AM, Ni L, Connelly C, Riles L, Veronneau S, Dow S, Lucau-Danila A, Anderson K, Andre B, Arkin AP, Astromoff A, El-Bakkoury M, Bangham R, Benito R, Brachat S, Campanaro S, Curtiss M, Davis K, Deutschbauer A, Entian KD, Flaherty P, Foury F, Garfinkel DJ, Gerstein M, Gotte D, Guldener U, Hegemann JH, Hempel S, Herman Z, et al: Functional profiling of the Saccharomyces cerevisiae genome. Nature. 2002, 418: 387-391. 10.1038/nature00935.
Steinmetz LM, Scharfe C, Deutschbauer AM, Mokranjac D, Herman ZS, Jones T, Chu AM, Giaever G, Prokisch H, Oefner PJ, Davis RW: Systematic screen for human disease genes in yeast. Nat Genet. 2002, 31: 400-404.
Giaever G, Shoemaker DD, Jones TW, Liang H, Winzeler EA, Astromoff A, Davis RW: Genomic profiling of drug sensitivities via induced haploinsufficiency. Nat Genet. 1999, 21: 278-283. 10.1038/6791.
Giaever G, Flaherty P, Kumm J, Proctor M, Nislow C, Jaramillo DF, Chu AM, Jordan MI, Arkin AP, Davis RW: Chemogenomic profiling: identifying the functional interactions of small molecules in yeast. Proc Natl Acad Sci USA. 2004, 101: 793-798. 10.1073/pnas.0307490100.
Lum PY, Armour CD, Stepaniants SB, Cavet G, Wolf MK, Butler JS, Hinshaw JC, Garnier P, Prestwich GD, Leonardson A, Garrett-Engele P, Rush CM, Bard M, Schimmack G, Phillips JW, Roberts CJ, Shoemaker DD: Discovering modes of action for therapeutic compounds using a genome-wide screen of yeast heterozygotes. Cell. 2004, 116: 121-137. 10.1016/S0092-8674(03)01035-3.
Delneri D, Hoyle DC, Gkargkas K, Cross EJ, Rash B, Zeef L, Leong HS, Davey HM, Hayes A, Kell DB, Griffith GW, Oliver SG: Identification and characterization of high-flux-control genes of yeast through competition analyses in continuous cultures. Nat Genet. 2008, 40: 113-117. 10.1038/ng.2007.49.
Holland S, Lodwig E, Sideri T, Reader T, Clarke I, Gkargkas K, Hoyle DC, Delneri D, Oliver SG, Avery SV: Application of the comprehensive set of heterozygous yeast deletion mutants to elucidate the molecular basis of cellular chromium toxicity. Genome Biol. 2007, 8: R268-10.1186/gb-2007-8-12-r268.
Zakrzewska A, Boorsma A, Delneri D, Brul S, Oliver SG, Klis FM: Cellular processes and pathways that protect Saccharomyces cerevisiae cells against the plasma membrane-perturbing compound chitosan. Eukaryot Cell. 2007, 6: 600-608. 10.1128/EC.00355-06.
Deutschbauer AM, Jaramillo DF, Proctor M, Kumm J, Hillenmeyer ME, Davis RW, Kumm J, Hillenmeyer ME, Davis RW, Nislow C, Giaever G: Mechanisms of haploinsufficiency revealed by genome-wide profiling in yeast. Genetics. 2005, 169: 1915-1925. 10.1534/genetics.104.036871.
Saccharomyces Genome Database. [http://www.yeastgenome.org/]
Eason RG, Pourmand N, Tongprasit W, Herman ZS, Anthony K, Jejelowo O, Davis RW, Stolc V: Characterization of synthetic DNA bar codes in Saccharomyces cerevisiae gene-deletion strains. Proc Natl Acad Sci USA. 2004, 101: 11046-11051. 10.1073/pnas.0403672101.
Luckman SP, Hughes DE, Coxon FP, Graham R, Russell G, Rogers MJ: Nitrogen-containing bisphosphonates inhibit the mevalonate pathway and prevent post-translational prenylation of GTP-binding proteins, including Ras. J Bone Miner Res. 1998, 13: 581-589. 10.1359/jbmr.19188.8.131.521.
Matsuoka S, Ballif BA, Smogorzewska A, McDonald ER, Hurov KE, Luo J, Bakalarski CE, Zhao Z, Solimini N, Lerenthal Y, Shiloh Y, Gygi SP, Elledge SJ: ATM and ATR substrate analysis reveals extensive protein networks responsive to DNA damage. Science. 2007, 316: 1160-1166. 10.1126/science.1140321.
Rodan GA, Fleisch HA: Bisphosphonates: mechanisms of action. J Clin Invest. 1996, 97: 2692-2696. 10.1172/JCI118722.
Wu K, Dawe JH, Aris JP: Expression and subcellular localization of a membrane protein related to Hsp30p in Saccharomyces cerevisiae. Biochim Biophys Acta. 2000, 1463: 477-482. 10.1016/S0005-2736(99)00255-2.
Chang A, Fink GR: Targeting of the yeast plasma membrane [H+]ATPase: a novel gene AST1 prevents mislocalization of mutant ATPase to the vacuole. J Cell Biol. 1995, 128: 39-49. 10.1083/jcb.128.1.39.
Navarre C, Ghislain M, Leterme S, Ferroud C, Dufour JP, Goffeau A: Purification and complete sequence of a small proteolipid associated with the plasma membrane H(+)-ATPase of Saccharomyces cerevisiae. J Biol Chem. 1992, 267: 6425-6428.
Ory B, Blanchard F, Battaglia S, Gouin F, Redini F, Heymann D: Zoledronic acid activates the DNA S-phase checkpoint and induces osteosarcoma cell death characterized by apoptosis-inducing factor and endonuclease-G translocation independently of p53 and retinoblastoma status. Mol Pharmacol. 2007, 71: 333-343. 10.1124/mol.106.028837.
Iguchi T, Miyakawa Y, Saito K, Nakabayashi C, Nakanishi M, Saya H, Ikeda Y, Kizaki M: Zoledronate-induced S phase arrest and apoptosis accompanied by DNA damage and activation of the ATM/Chk1/cdc25 pathway in human osteosarcoma cells. Int J Oncol. 2007, 31: 285-291.
Rogakou EP, Pilch DR, Orr AH, Ivanova VS, Bonner WM: DNA double-stranded breaks induce histone H2AX phosphorylation on serine 139. J Biol Chem. 1998, 273: 5858-5868. 10.1074/jbc.273.10.5858.
Cheng L, Collyer T, Hardy CF: Cell cycle regulation of DNA replication initiator factor Dbf4p. Mol Cell Biol. 1999, 19: 4270-4278.
Lopez-Fanarraga M, Carranza G, Bellido J, Kortazar D, Villegas JC, Zabala JC: Tubulin cofactor B plays a role in the neuronal growth cone. J Neurochem. 2007, 100: 1680-1687.
Vasquez RJ, Howell B, Yvon AM, Wadsworth P, Cassimeris L: Nanomolar concentrations of nocodazole alter microtubule dynamic instability in vivo and in vitro. Mol Biol Cell. 1997, 8: 973-985.
van BE, Pieterman E, Cohen L, Lowik C, Papapoulos S: Farnesyl pyrophosphate synthase is the molecular target of nitrogen-containing bisphosphonates. Biochem Biophys Res Commun. 1999, 264: 108-111. 10.1006/bbrc.1999.1499.
Green JR: Antitumor effects of bisphosphonates. Cancer. 2003, 97 (Suppl 3): 840-847. 10.1002/cncr.11128.
Body JJ: Breast cancer: bisphosphonate therapy for metastatic bone disease. Clin Cancer Res. 2006, 12: 6258s-6263s. 10.1158/1078-0432.CCR-06-0840.
Thompson K, Rogers MJ, Coxon FP, Crockett JC: Cytosolic entry of bisphosphonate drugs requires acidification of vesicles after fluid-phase endocytosis. Mol Pharmacol. 2006, 69: 1624-1632. 10.1124/mol.105.020776.
Sasaki A, Boyce BF, Story B, Wright KR, Chapman M, Boyce R, Mundy GR, Yoneda T: Bisphosphonate risedronate reduces metastatic human breast cancer burden in bone in nude mice. Cancer Res. 1995, 55: 3551-3557.
Foury F: Human genetic diseases: a cross talk between man and yeast. Gene. 1997, 195: 1-10. 10.1016/S0378-1119(97)00140-6.
Papapoulos SE, Eekhoff EM, Zwinderman AH: Acquired resistance to bisphosphonates in Paget's disease of bone. J Bone Miner Res. 2006, 21 (Suppl 2): P88-P91. 10.1359/jbmr.06s216.
Saccharomyces Genome Deletion Project. [http://www-sequence.stanford.edu/group/yeast_deletion_project/deletions3.html]
Sherman F, Stewart JW, Jackson M, Gilmore RA, Parker JH: Mutants of yeast defective in iso-1-cytochrome c. Genetics. 1974, 77: 255-284.
Baganz F, Hayes A, Farquhar R, Butler PR, Gardner DC, Oliver SG: Quantitative analysis of yeast gene function using competition experiments in continuous culture. Yeast. 1998, 14: 1417-1427. 10.1002/(SICI)1097-0061(199811)14:15<1417::AID-YEA334>3.0.CO;2-N.
Hochberg Y, Benjamini Y: More powerful procedures for multiple significance testing. Stat Med. 1990, 9: 811-818. 10.1002/sim.4780090710.
Zeeberg BR, Feng W, Wang G, Wang MD, Fojo AT, Sunshine M, Narasimhan S, Kane DW, Reinhold WC, Lababidi S, Bussey KJ, Riss J, Barrett JC, Weinstein JN: GoMiner: a resource for biological interpretation of genomic and proteomic data. Genome Biol. 2003, 4: R28-10.1186/gb-2003-4-4-r28.
Warringer J, Blomberg A: Automated screening in environmental arrays allows analysis of quantitative phenotypic profiles in Saccharomyces cerevisiae. Yeast. 2003, 20: 53-67. 10.1002/yea.931.
Vascotto C, Fantini D, Romanello M, Cesaratto L, Deganuto M, Leonardi A, Radicella JP, Kelley MR, D'Ambrosio C, Scaloni A, Quadrifoglio F, Tell G: APE1/Ref-1 interacts with NPM 1 within nucleoli and plays a role in the rRNA quality control process. Mol Cell Biol. 2009, 29: 1834-1854. 10.1128/MCB.01337-08.
Pines A, Perrone L, Bivi N, Romanello M, Damante G, Gulisano M, Kelley MR, Quadrifoglio F, Tell G: Activation of APE1/Ref-1 is dependent on reactive oxygen species generated after purinergic receptor stimulation by ATP. Nucleic Acids Res. 2005, 33: 4379-4394. 10.1093/nar/gki751.
Tenca P, Brotherton D, Montagnoli A, Rainoldi S, Albanese C, Santocanale C: Cdc7 is an active kinase in human cancer cells undergoing replication stress. J Biol Chem. 2007, 282: 208-215. 10.1074/jbc.M604457200.
This work was supported by grants from Procter & Gamble to GT and LM and from MIUR (FIRB #RBRN07BMCT the Italian Human ProteomeNet) to GT; DD is sponsored by a NERC Advanced Fellowship.
DD and GT conceived the study and the experimental design. DD, GT, DCH, FQ and LM supervised the work. NB performed the genome-wide screen. FO and AB performed the electron microscopy analyses. MR and NB performed all other experiments. RH, IC and DCH, analyzed the data from the screens. DD, NB and GT wrote the paper.
Gianluca Tell and Daniela Delneri contributed equally to this work.