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NUDT21 limits CD19 levels through alternative mRNA polyadenylation in B cell acute lymphoblastic leukemia
Witkowski, Matthew T; Lee, Soobeom; Wang, Eric; Lee, Anna K; Talbot, Alexis; Ma, Chao; Tsopoulidis, Nikolaos; Brumbaugh, Justin; Zhao, Yaqi; Roberts, Kathryn G; Hogg, Simon J; Nomikou, Sofia; Ghebrechristos, Yohana E; Thandapani, Palaniraja; Mullighan, Charles G; Hochedlinger, Konrad; Chen, Weiqiang; Abdel-Wahab, Omar; Eyquem, Justin; Aifantis, Iannis
B cell progenitor acute lymphoblastic leukemia (B-ALL) treatment has been revolutionized by T cell-based immunotherapies-including chimeric antigen receptor T cell therapy (CAR-T) and the bispecific T cell engager therapeutic, blinatumomab-targeting surface glycoprotein CD19. Unfortunately, many patients with B-ALL will fail immunotherapy due to 'antigen escape'-the loss or absence of leukemic CD19 targeted by anti-leukemic T cells. In the present study, we utilized a genome-wide CRISPR-Cas9 screening approach to identify modulators of CD19 abundance on human B-ALL blasts. These studies identified a critical role for the transcriptional activator ZNF143 in CD19 promoter activation. Conversely, the RNA-binding protein, NUDT21, limited expression of CD19 by regulating CD19 messenger RNA polyadenylation and stability. NUDT21 deletion in B-ALL cells increased the expression of CD19 and the sensitivity to CD19-specific CAR-T and blinatumomab. In human B-ALL patients treated with CAR-T and blinatumomab, upregulation of NUDT21 mRNA coincided with CD19 loss at disease relapse. Together, these studies identify new CD19 modulators in human B-ALL.
PMID: 36138187
ISSN: 1529-2916
CID: 5335642
Rational drug combinations with CDK4/6 inhibitors in acute lymphoblastic Leukemia
Bride, Karen L; Hu, Hai; Tikhonova, Anastasia; Fuller, Tori J; Vincent, Tiffaney L; Shraim, Rawan; Li, Marilyn M; Carroll, William L; Raetz, Elizabeth A; Aifantis, Iannis; Teachey, David T
Despite improvements in outcomes for children with B and T-cell acute lymphoblastic leukemia (B-ALL and T-ALL), patients with resistant or relapsed disease fare poorly. Previous studies have demonstrated the essential role of cyclin D3 in T-ALL disease initiation and progression and that targeting of the CDK4/6-cyclin D complex can suppress T-ALL proliferation, leading to efficient cell death in animal models. Studies in leukemia and other malignancies, suggest that schedule is important when combining CDK4/6 inhibitors (CDKis) with cytotoxic agents. Based on these observations, we broadened evaluation of two CDKis, palbociclib (PD-0332991, Pfizer) and ribociclib (LEE011, Novartis) in B and T-ALL as single agent and in combination with conventional cytotoxic chemotherapy, using different schedules in preclinical models. As monotherapy, CDKis caused cell cycle arrest with a significant decrease in S phase entry and were active in vivo across a broad number of patient-derived xenograft samples. Prolonged monotherapy induces resistance, for which we identified a potential novel mechanism using transcriptome profiling. Importantly, simultaneous but not sequential treatment of CDKis with conventional chemotherapy (dexamethasone, L-asparaginase and vincristine) led to improved efficacy compared to monotherapy in vivo. We provide novel evidence that combining CDKis and conventional chemotherapy can be safe and effective. These results led to the rational design of a clinical trial.
PMID: 34937317
ISSN: 1592-8721
CID: 5108942
Deep learning and pathomics analyses reveal cell nuclei as important features for mutation prediction of BRAF-mutated melanomas
Kim, Randie H; Nomikou, Sofia; Coudray, Nicolas; Jour, George; Dawood, Zarmeena; Hong, Runyu; Esteva, Eduardo; Sakellaropoulos, Theodore; Donnelly, Douglas; Moran, Una; Hatzimemos, Aristides; Weber, Jeffrey S; Razavian, Narges; Aifantis, Iannis; Fenyo, David; Snuderl, Matija; Shapiro, Richard; Berman, Russell S; Osman, Iman; Tsirigos, Aristotelis
Image-based analysis as a method for mutation detection can be advantageous in settings when tumor tissue is limited or unavailable for direct testing. Here, we utilize two distinct and complementary machine learning methods of analyzing whole slide images (WSI) for predicting mutated BRAF. In the first method, WSI of melanomas from 256 patients were used to train a deep convolutional neural network (CNN) in order to develop a fully automated model that first selects for tumor-rich areas (Area Under the Curve AUC=0.96) then predicts for mutated BRAF (AUC=0.71). Saliency mapping was performed and revealed that pixels corresponding to nuclei were the most relevant to network learning. In the second method, WSI were analyzed using a pathomics pipeline that first annotates nuclei and then quantifies nuclear features, demonstrating that mutated BRAF nuclei were significantly larger and rounder nuclei compared to BRAF WT nuclei. Lastly, we developed a model that combines clinical information, deep learning, and pathomics that improves the predictive performance for mutated BRAF to AUC=0.89. Not only does this provide additional insights on how BRAF mutations affect tumor structural characteristics, machine learning-based analysis of WSI has the potential to be integrated into higher order models for understanding tumor biology.
PMID: 34757067
ISSN: 1523-1747
CID: 5050512
Emerging roles for tRNAs in hematopoiesis and hematological malignancies
Lee, Anna K; Aifantis, Iannis; Thandapani, Palaniraja
tRNAs are central players in decoding the genetic code linking codons in mRNAs with cognate amino acids during protein synthesis. Recent discoveries have placed tRNAs as key regulators of gene expression during hematopoiesis, especially in hematopoietic stem cell (HSC) maintenance and immune development. These functions have been shown to be influenced by dynamic changes in tRNA expression, post-transcriptional base modifications, tRNA-interacting proteins, and tRNA fragmentation; these events underlie the complexity of tRNA-mediated regulatory events in hematopoiesis. In this review, we discuss these recent findings and highlight how deregulation of tRNA biogenesis can contribute to hematological malignancies.
PMID: 35490133
ISSN: 1471-4981
CID: 5217812
Altered BAF occupancy and transcription factor dynamics in PBAF-deficient melanoma
Carcamo, Saul; Nguyen, Christie B; Grossi, Elena; Filipescu, Dan; Alpsoy, Aktan; Dhiman, Alisha; Sun, Dan; Narang, Sonali; Imig, Jochen; Martin, Tiphaine C; Parsons, Ramon; Aifantis, Iannis; Tsirigos, Aristotelis; Aguirre-Ghiso, Julio A; Dykhuizen, Emily C; Hasson, Dan; Bernstein, Emily
ARID2 is the most recurrently mutated SWI/SNF complex member in melanoma; however, its tumor-suppressive mechanisms in the context of the chromatin landscape remain to be elucidated. Here, we model ARID2 deficiency in melanoma cells, which results in defective PBAF complex assembly with a concomitant genomic redistribution of the BAF complex. Upon ARID2 depletion, a subset of PBAF and shared BAF-PBAF-occupied regions displays diminished chromatin accessibility and associated gene expression, while BAF-occupied enhancers gain chromatin accessibility and expression of genes linked to the process of invasion. As a function of altered accessibility, the genomic occupancy of melanoma-relevant transcription factors is affected and significantly correlates with the observed transcriptional changes. We further demonstrate that ARID2-deficient cells acquire the ability to colonize distal organs in multiple animal models. Taken together, our results reveal a role for ARID2 in mediating BAF and PBAF subcomplex chromatin dynamics with consequences for melanoma metastasis.
PMCID:9013128
PMID: 35385731
ISSN: 2211-1247
CID: 5201642
Mechanisms of Resistance to Noncovalent Bruton's Tyrosine Kinase Inhibitors
Wang, Eric; Mi, Xiaoli; Thompson, Meghan C; Montoya, Skye; Notti, Ryan Q; Afaghani, Jumana; Durham, Benjamin H; Penson, Alex; Witkowski, Matthew T; Lu, Sydney X; Bourcier, Jessie; Hogg, Simon J; Erickson, Caroline; Cui, Dan; Cho, Hana; Singer, Michael; Totiger, Tulasigeri M; Chaudhry, Sana; Geyer, Mark; Alencar, Alvaro; Linley, Adam J; Palomba, M Lia; Coombs, Catherine C; Park, Jae H; Zelenetz, Andrew; Roeker, Lindsey; Rosendahl, Mary; Tsai, Donald E; Ebata, Kevin; Brandhuber, Barbara; Hyman, David M; Aifantis, Iannis; Mato, Anthony; Taylor, Justin; Abdel-Wahab, Omar
BACKGROUND:Covalent (irreversible) Bruton's tyrosine kinase (BTK) inhibitors have transformed the treatment of multiple B-cell cancers, especially chronic lymphocytic leukemia (CLL). However, resistance can arise through multiple mechanisms, including acquired mutations in BTK at residue C481, the binding site of covalent BTK inhibitors. Noncovalent (reversible) BTK inhibitors overcome this mechanism and other sources of resistance, but the mechanisms of resistance to these therapies are currently not well understood. METHODS:We performed genomic analyses of pretreatment specimens as well as specimens obtained at the time of disease progression from patients with CLL who had been treated with the noncovalent BTK inhibitor pirtobrutinib. Structural modeling, BTK-binding assays, and cell-based assays were conducted to study mutations that confer resistance to noncovalent BTK inhibitors. RESULTS:Among 55 treated patients, we identified 9 patients with relapsed or refractory CLL and acquired mechanisms of genetic resistance to pirtobrutinib. We found mutations (V416L, A428D, M437R, T474I, and L528W) that were clustered in the kinase domain of BTK and that conferred resistance to both noncovalent BTK inhibitors and certain covalent BTK inhibitors. Mutations in BTK or phospholipase C gamma 2 (PLCγ2), a signaling molecule and downstream substrate of BTK, were found in all 9 patients. Transcriptional activation reflecting B-cell-receptor signaling persisted despite continued therapy with noncovalent BTK inhibitors. CONCLUSIONS:Resistance to noncovalent BTK inhibitors arose through on-target BTK mutations and downstream PLCγ2 mutations that allowed escape from BTK inhibition. A proportion of these mutations also conferred resistance across clinically approved covalent BTK inhibitors. These data suggested new mechanisms of genomic escape from established covalent and novel noncovalent BTK inhibitors. (Funded by the American Society of Hematology and others.).
PMID: 35196427
ISSN: 1533-4406
CID: 5172242
TRAF6 functions as a tumor suppressor in myeloid malignancies by directly targeting MYC oncogenic activity
Muto, Tomoya; Guillamot, Maria; Yeung, Jennifer; Fang, Jing; Bennett, Joshua; Nadorp, Bettina; Lasry, Audrey; Redondo, Luna Zea; Choi, Kwangmin; Gong, Yixiao; Walker, Callum S; Hueneman, Kathleen; Bolanos, Lyndsey C; Barreyro, Laura; Lee, Lynn H; Greis, Kenneth D; Vasyliev, Nikita; Khodadadi-Jamayran, Alireza; Nudler, Evgeny; Lujambio, Amaia; Lowe, Scott W; Aifantis, Iannis; Starczynowski, Daniel T
Clonal hematopoiesis (CH) is an aging-associated condition characterized by the clonal outgrowth of pre-leukemic cells that acquire specific mutations. Although individuals with CH are healthy, they are at an increased risk of developing myeloid malignancies, suggesting that additional alterations are needed for the transition from a pre-leukemia stage to frank leukemia. To identify signaling states that cooperate with pre-leukemic cells, we used an in vivo RNAi screening approach. One of the most prominent genes identified was the ubiquitin ligase TRAF6. Loss of TRAF6 in pre-leukemic cells results in overt myeloid leukemia and is associated with MYC-dependent stem cell signatures. TRAF6 is repressed in a subset of patients with myeloid malignancies, suggesting that subversion of TRAF6 signaling can lead to acute leukemia. Mechanistically, TRAF6 ubiquitinates MYC, an event that does not affect its protein stability but rather represses its functional activity by antagonizing an acetylation modification.
PMID: 35045331
ISSN: 1875-9777
CID: 5131582
Valine tRNA levels and availability regulate complex I assembly in leukaemia
Thandapani, Palaniraja; Kloetgen, Andreas; Witkowski, Matthew T; Glytsou, Christina; Lee, Anna K; Wang, Eric; Wang, Jingjing; LeBoeuf, Sarah E; Avrampou, Kleopatra; Papagiannakopoulos, Thales; Tsirigos, Aristotelis; Aifantis, Iannis
Although deregulation of transfer RNA (tRNA) biogenesis promotes the translation of pro-tumorigenic mRNAs in cancers1,2, the mechanisms and consequences of tRNA deregulation in tumorigenesis are poorly understood. Here we use a CRISPR-Cas9 screen to focus on genes that have been implicated in tRNA biogenesis, and identify a mechanism by which altered valine tRNA biogenesis enhances mitochondrial bioenergetics in T cell acute lymphoblastic leukaemia (T-ALL). Expression of valine aminoacyl tRNA synthetase is transcriptionally upregulated by NOTCH1, a key oncogene in T-ALL, underlining a role for oncogenic transcriptional programs in coordinating tRNA supply and demand. Limiting valine bioavailability through restriction of dietary valine intake disrupted this balance in mice, resulting in decreased leukaemic burden and increased survival in vivo. Mechanistically, valine restriction reduced translation rates of mRNAs that encode subunits of mitochondrial complex I, leading to defective assembly of complex I and impaired oxidative phosphorylation. Finally, a genome-wide CRISPR-Cas9 loss-of-function screen in differential valine conditions identified several genes, including SLC7A5 and BCL2, whose genetic ablation or pharmacological inhibition synergized with valine restriction to reduce T-ALL growth. Our findings identify tRNA deregulation as a critical adaptation in the pathogenesis of T-ALL and provide a molecular basis for the use of dietary approaches to target tRNA biogenesis in blood malignancies.
PMID: 34937946
ISSN: 1476-4687
CID: 5108982
Non-Classical Monocyte Abundance Is an Independent Adverse Risk Factor for Relapse in Pediatric B-ALL [Meeting Abstract]
Contreras, Yametti G P; Evensen, N A; Devidas, M; Raetz, E A; Rabin, K R; Teachey, D T; Aifantis, I; Carroll, W L; Witkowski, M
Background Acute Lymphoblastic Leukemia (ALL) is the most common pediatric cancer and while curable in the majority of cases, 15%-20% of children will relapse with only 50% surviving long-term. Treatment failures arise from the outgrowth of pre-existing or acquired sub-clones that are genetically or epigenetically primed to resist treatment. In addition, the bone marrow microenvironment is known to provide a protective niche. We performed the first mapping of the human B-cell ALL (B-ALL) immune bone marrow (BM) microenvironment at single cell resolution at diagnosis, remission and relapse (Witkowski, 2020). We uncovered a striking rewiring of the myeloid compartment during B-ALL progression with significant over-representation of a leukemia-associated monocyte subpopulation expressing high levels of the Macrophage Colony Stimulating Factor Receptor (M-CSFR/CSF1R). Using both peripheral blood (PB) complete blood count analysis and RNA-seq data, we demonstrated that high monocyte abundance at B-ALL diagnosis is predictive of inferior pediatric and adult overall survival in two large independent clinical cohorts. To determine the association of non-classical monocyte abundance in BM and PB with risk of relapse, we examined a cohort of clinical samples from children enrolled on Children's Oncology Group (COG) protocols. Methods Using an unmatched case-control design, we established a preliminary cohort of PB and BM samples collected at diagnosis from 24 B-ALL patients with eventual relapse and 24 patients in long-term remission. Four remission samples from an NYU Langone cohort were used to validate the expansion of this population in the presence of B-ALL. We applied a customized flow cytometry based assay to identify CD115-expressing human monocyte subsets: classical (CD45 +CD56 -CD14 +CD16 -), non-classical (CD45 +CD56 -CD14 -CD16 +), as well as B-cells (CD19, CD22, CD10) and T/NK cells (CD3, CD56). We then performed univariate and multivariable analysis of outcome (relapse versus long-term remission) compared to monocyte subset abundance, adjusting for potential confounding factors (age, gender, CNS status, NCI risk, genetic subtype, WBC at diagnosis, and end of induction minimal residual disease). Results We observed a significantly higher percentage of non-classical monocytes in the diagnostic BM from the COG cohort when compared to remission samples (COG diagnostic B-ALL BM non-classical percentage mean 52.19% vs NYU B-ALL remission BM non-classical percentage mean 1.775%, P = 0.0001). We also observed a strong correlation between the percentage of non-classical monocytes in the PB when compared to their matched BM specimens (r = 0.6, P = 0.0001). Multivariable analysis revealed a significant association between PB non-classical monocyte percentage at diagnosis and patient outcome (remission cohort non-classical monocyte percentage [mean, range]: 52.4%, 33.3-68.1%, n = 24, relapse cohort non-classical monocyte percentage: 65.9%, 56.4-84.7%, n = 24, P = 0.021). Similarly, a strong trend was observed in the BM, although it did not reach statistical significance. Flow cytometric analysis confirmed CD115 (M-CSFR/CSF1R) expression in this non-classical monocyte population, thereby validating a novel target for intervention. Conclusions These findings validate the presence of a unique monocyte subpopulation associated with childhood B-ALL and suggests that assessing this population in PB at diagnosis may be of prognostic significance. The availability of small molecule inhibitors and monoclonal antibodies targeting CSF1R-expressing monocytes may offer a novel approach to treating B-ALL. [Formula presented] Disclosures: Raetz: Pfizer: Research Funding; Celgene: Other: DSMB member. Teachey: Sobi: Consultancy; NeoImmune Tech: Research Funding; Janssen: Consultancy; BEAM Therapeutics: Consultancy, Research Funding. Aifantis: AstraZeneca: Research Funding; Foresite (FL2020-010) LLC: Consultancy.
Copyright
EMBASE:2016087634
ISSN: 1528-0020
CID: 5104362
Modulation of RNA Splicing Enhances Response to BCL2 Inhibition in Acute Myeloid Leukemia [Meeting Abstract]
Wang, E; Bello, Pineda J M; Bourcier, J; Stahl, M; Penson, A V; Wakiro, I; Singer, M E; Cui, D; Erickson, C; Knorr, K; Stanley, R; Chen, X; McMillan, E A; Bossard, C; Aifantis, I; Bradley, R K; Abdel-Wahab, O
Resistance to therapy is one of the most significant challenges in the treatment of acute myeloid leukemia (AML). While great efforts have uncovered genetic mechanisms of resistance to certain AML-directed therapies, to date, treatment resistance in AML has only partially explained by acquired genetic alterations. Here, we performed genome-wide CRISPR/Cas9 screens to identify drug-gene interactions that modulate therapeutic response to treatments commonly used in AML. Interestingly, our findings uncovered several genes that regulate pre-mRNA splicing whose loss strongly synergized with venetoclax, a BH3 mimetic that blocks the antiapoptotic protein BCL-2. To further delineate the role of RNA processing in response to AML treatments, we performed secondary CRISPR screens with a domain-focused gRNA library targeting 490 RNA processing factors in the presence of various AML drugs. Overall, these genetic screens identified a number of RNA splicing factors whose loss-of-function sensitized AML cells to BCL2 inhibition (Fig. A). Among the top gene candidates whose loss promoted venetoclax efficacy was the splicing factor RBM10 (Fig.B). Strikingly, loss of RBM10 exclusively synergized with venetoclax-based treatments across AML therapeutics, including in TP53 mutant lines (Fig.C-D). Moreover, RBM10 loss restored venetoclax sensitivity to AML cell line variants with acquired venetoclax resistance. Interestingly, while many RNA splicing factors are pan-essential, generation of an Rbm10 conditional knockout mouse revealed that Rbm10 is completely dispensable for steady-state normal hematopoiesis (Fig.E). Since RBM10 has not been studied previously in hematopoiesis, we mapped the impact of RBM10 on mRNA expression and splicing using RNA-seq and direct RNA binding partners genome-wide by eCLIP-Seq (Fig. F). RBM10 loss was strongly associated with downregulation of BCL2A1, an anti-apoptotic factor whose expression is correlated with venetoclax resistance in AML (Fig.G-H). This was dependent on RBM10's ability to bind RNA and expression of BCL2A1 cDNA fully rescued the growth-inhibitory effect of RBM10 KO-venetoclax treated AML cells. Overall, the above data support RBM10 as a synthetic lethal vulnerability in venetoclax therapy. Beyond RBM10, our genetic screens also identified several splicing factors belonging to the family of serine and arginine-rich (SR) proteins whose loss synergized with venetoclax treatment (Fig. I). SR proteins are essential for pre-mRNA splicing and are substrates for phosphorylation by conserved family of kinases, such as Cdc2-like kinases (CLKs) and (dual-specificity tyrosine-regulated kinases) DYRKs. We therefore utilized a series of selective pan-CLK/DYRK1A inhibitors, including SM09419 and SM08502, that potently suppress SR protein phosphorylation. Interestingly, BCL2 is one of the top genetic dependencies upon DYRK1A genetic suppression in prior work from the DepMap (Fig. J). Pharmacologic inhibition of CLK/DYRK1A exhibited high in vitro efficacy at nanomolar range across a diverse range of AML subtypes including cell lines with acquired venetoclax resistance (Fig.K). Consistent with this, combined SM09419 and venetoclax displayed synergistic anti-leukemic effects and venetoclax-sensitive AML cell lines (Fig.L). Taken together, these data support the notion of targeting CLK/DYRK1A in the context of BCL2 inhibition. In this study, we systematically defined gene interactions that mediate the response to a wide range of AML drugs. Recent studies have begun to show that dysfunctional RNA processing promotes AML development. However, the role of RNA processing in modulating drug responsiveness in AML is not well understood. Here, we have uncovered that synthetic lethal targeting of splicing factors, such as RBM10, increases sensitivity of AML cells to BCL2 inhibition. Therapeutically, pharmacologic inhibition of SR protein function via inhibiting CLK/DYRK1A-mediated phosphorylation of splicing factors is an effective strategy used in combination with venetoclax or to overcome venetoclax resistance. Overall, our findings underscore the central importance of RNA splicing in drug response and provides a therapeutic rationale for modulating RNA splicing to enhance current AML therapies. [Formula presented] Disclosures: McMillan: Prizer: Ended employment in the past 24 months. Bossard: Biosplice Therapeutics: Current Employment. Aifantis: AstraZeneca: Research Funding; Foresite (FL2020-010) LLC: Consultancy. Abdel-Wahab: H3B Biomedicine: Consultancy, Research Funding; Foundation Medicine Inc: Consultancy; Merck: Consultancy; Prelude Therapeutics: Consultancy; LOXO Oncology: Consultancy, Research Funding; Lilly: Consultancy; AIChemy: Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees; Envisagenics Inc.: Current holder of stock options in a privately-held company, Membership on an entity's Board of Directors or advisory committees.
Copyright
EMBASE:2016076056
ISSN: 0006-4971
CID: 5099062