Hani Goodarzi
San Francisco, California, United States
5K followers
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About
• Researcher at the intersection of biology and AI/ML
• Cancer systems biologist with…
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This is a great opportunity (plus you’d get to work with me)! I’d be happy to share my experience at Arc so far (though just a month in) with…
This is a great opportunity (plus you’d get to work with me)! I’d be happy to share my experience at Arc so far (though just a month in) with…
Liked by Hani Goodarzi
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To discover drugs effectively, we have to meet human diseases in their complex biological context. Great piece in Nature biotech on Vevo…
To discover drugs effectively, we have to meet human diseases in their complex biological context. Great piece in Nature biotech on Vevo…
Shared by Hani Goodarzi
Experience
Education
Publications
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Modulated Expression of Specific tRNAs Drives Gene Expression and Cancer Progression
Cell
Transfer-RNAs are traditionally viewed as a static component of the protein synthesis machinery. Recently, several studies have raised the possibility that tRNAs are more dynamic and can support different cellular states and phenotypes. Although generally debated, some evidence has emerged that tRNA levels in the cell impact the gene expression landscape in the cell. In a recent study, we demonstrated that the tRNA landscape is drastically modified in highly metastatic cells and that these…
Transfer-RNAs are traditionally viewed as a static component of the protein synthesis machinery. Recently, several studies have raised the possibility that tRNAs are more dynamic and can support different cellular states and phenotypes. Although generally debated, some evidence has emerged that tRNA levels in the cell impact the gene expression landscape in the cell. In a recent study, we demonstrated that the tRNA landscape is drastically modified in highly metastatic cells and that these modulations drive the expression of key promoters of metastasis.
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Endogenous tRNA-Derived Fragments Suppress Breast Cancer Progression via YBX1 Displacement
Cell
Upon exposure to stress, tRNAs are enzymatically cleaved, yielding distinct classes of tRNA-derived fragments (tRFs). We identify a novel class of tRFs derived from tRNAGlu, tRNAAsp, tRNAGly, and tRNATyr that, upon induction, suppress the stability of multiple oncogenic transcripts in breast cancer cells by displacing their 3′ untranslated regions (UTRs) from the RNA-binding protein YBX1. This mode of post-transcriptional silencing is sequence specific, as these fragments all share a common…
Upon exposure to stress, tRNAs are enzymatically cleaved, yielding distinct classes of tRNA-derived fragments (tRFs). We identify a novel class of tRFs derived from tRNAGlu, tRNAAsp, tRNAGly, and tRNATyr that, upon induction, suppress the stability of multiple oncogenic transcripts in breast cancer cells by displacing their 3′ untranslated regions (UTRs) from the RNA-binding protein YBX1. This mode of post-transcriptional silencing is sequence specific, as these fragments all share a common motif that matches the YBX1 recognition sequence. Loss-of-function and gain-of-function studies, using anti-sense locked-nucleic acids (LNAs) and synthetic RNA mimetics, respectively, revealed that these fragments suppress growth under serum-starvation, cancer cell invasion, and metastasis by breast cancer cells. Highly metastatic cells evade this tumor-suppressive pathway by attenuating the induction of these tRFs. Our findings reveal a tumor-suppressive role for specific tRNA-derived fragments and describe a molecular mechanism for their action. This transcript displacement-based mechanism may generalize to other tRNA, ribosomal-RNA, and sno-RNA fragments.
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Metastasis-suppressor transcript destabilization through TARBP2 binding of mRNA hairpins
Nature
Aberrant regulation of RNA stability has an important role in many disease states. Deregulated post-transcriptional modulation, such as that governed by microRNAs targeting linear sequence elements in messenger RNAs, has been implicated in the progression of many cancer types. A defining feature of RNA is its ability to fold into structures. However, the roles of structural mRNA elements in cancer progression remain unexplored. Here we performed an unbiased search for post-transcriptional…
Aberrant regulation of RNA stability has an important role in many disease states. Deregulated post-transcriptional modulation, such as that governed by microRNAs targeting linear sequence elements in messenger RNAs, has been implicated in the progression of many cancer types. A defining feature of RNA is its ability to fold into structures. However, the roles of structural mRNA elements in cancer progression remain unexplored. Here we performed an unbiased search for post-transcriptional modulators of mRNA stability in breast cancer by conducting whole-genome transcript stability measurements in poorly and highly metastatic isogenic human breast cancer lines. Using a computational framework that searches RNA sequence and structure space, we discovered a family of GC-rich structural cis-regulatory RNA elements, termed sRSEs for structural RNA stability elements, which are significantly overrepresented in transcripts displaying reduced stability in highly metastatic cells. By integrating computational and biochemical approaches, we identified TARBP2, a double-stranded RNA-binding protein implicated in microRNA processing, as the trans factor that binds the sRSE family and similar structural elements—collectively termed TARBP2-binding structural elements (TBSEs)—in transcripts. TARBP2 is overexpressed in metastatic cells and metastatic human breast tumours and destabilizes transcripts containing TBSEs. Endogenous TARBP2 promotes metastatic cell invasion and colonization by destabilizing amyloid precursor protein (APP) and ZNF395 transcripts, two genes previously associated with Alzheimer’s and Huntington’s disease, respectively. We reveal these genes to be novel metastasis suppressor genes in breast cancer. Our findings establish a non-canonical and direct role for TARBP2 in mammalian gene expression regulation and reveal that regulated RNA destabilization through protein-mediated binding of mRNA structural elements can govern cancer progression.
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Systematic Identification of Regulatory Elements in Conserved 3'UTRs of Human Transcripts
Cell Reports
Posttranscriptional regulatory programs governing diverse aspects of RNA biology remain largely uncharacterized. Understanding the functional roles of RNA cis-regulatory elements is essential for decoding complex programs that underlie the dynamic regulation of transcript stability, splicing, localization, and translation. Here, we describe a combined experimental/computational technology to reveal a catalog of functional regulatory elements embedded in 3′ UTRs of human transcripts. We used a…
Posttranscriptional regulatory programs governing diverse aspects of RNA biology remain largely uncharacterized. Understanding the functional roles of RNA cis-regulatory elements is essential for decoding complex programs that underlie the dynamic regulation of transcript stability, splicing, localization, and translation. Here, we describe a combined experimental/computational technology to reveal a catalog of functional regulatory elements embedded in 3′ UTRs of human transcripts. We used a bidirectional reporter system coupled with flow cytometry and high-throughput sequencing to measure the effect of short, noncoding, vertebrate-conserved RNA sequences on transcript stability and translation. Information-theoretic motif analysis of the resulting sequence-to-gene-expression mapping revealed linear and structural RNA cis-regulatory elements that positively and negatively modulate the posttranscriptional fates of human transcripts. This combined experimental/computational strategy can be used to systematically characterize the vast landscape of posttranscriptional regulatory elements controlling physiological and pathological cellular state transitions.
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Systematic discovery of structural elements governing stability of mammalian messenger RNAs
Nature
Decoding post-transcriptional regulatory programs in RNA is a critical step towards the larger goal of developing predictive dynamical models of cellular behaviour. Despite recent efforts, the vast landscape of RNA regulatory elements remains largely uncharacterized. A long-standing obstacle is the contribution of local RNA secondary structure to the definition of interaction partners in a variety of regulatory contexts, including—but not limited to—transcript stability, alternative splicing…
Decoding post-transcriptional regulatory programs in RNA is a critical step towards the larger goal of developing predictive dynamical models of cellular behaviour. Despite recent efforts, the vast landscape of RNA regulatory elements remains largely uncharacterized. A long-standing obstacle is the contribution of local RNA secondary structure to the definition of interaction partners in a variety of regulatory contexts, including—but not limited to—transcript stability, alternative splicing and localization. There are many documented instances where the presence of a structural regulatory element dictates alternative splicing patterns (for example, human cardiac troponin T) or affects other aspects of RNA biology. Thus, a full characterization of post-transcriptional regulatory programs requires capturing information provided by both local secondary structures and the underlying sequence. Here we present a computational framework based on context-free grammars and mutual information that systematically explores the immense space of small structural elements and reveals motifs that are significantly informative of genome-wide measurements of RNA behaviour. By applying this framework to genome-wide human mRNA stability data, we reveal eight highly significant elements with substantial structural information, for the strongest of which we show a major role in global mRNA regulation. Through biochemistry, mass spectrometry and in vivo binding studies, we identified human HNRPA2B1 (heterogeneous nuclear ribonucleoprotein A2/B1, also known as HNRNPA2B1) as the key regulator that binds this element and stabilizes a large number of its target genes. We created a global post-transcriptional regulatory map based on the identity of the discovered linear and structural cis-regulatory elements, their regulatory interactions and their target pathways. This approach could also be used to reveal the structural elements that modulate other aspects of RNA behaviour.
Other authorsSee publication -
Regulatory and metabolic rewiring during laboratory evolution of ethanol tolerance in E. coli
Molecular Systems Biology
Understanding the genetic basis of adaptation is a central problem in biology. However, revealing the underlying molecular mechanisms has been challenging as changes in fitness may result from perturbations to many pathways, any of which may contribute relatively little. We have developed a combined experimental/computational framework to address this problem and used it to understand the genetic basis of ethanol tolerance in Escherichia coli. We used fitness profiling to measure the…
Understanding the genetic basis of adaptation is a central problem in biology. However, revealing the underlying molecular mechanisms has been challenging as changes in fitness may result from perturbations to many pathways, any of which may contribute relatively little. We have developed a combined experimental/computational framework to address this problem and used it to understand the genetic basis of ethanol tolerance in Escherichia coli. We used fitness profiling to measure the consequences of single‐locus perturbations in the context of ethanol exposure. A module‐level computational analysis was then used to reveal the organization of the contributing loci into cellular processes and regulatory pathways (e.g. osmoregulation and cell‐wall biogenesis) whose modifications significantly affect ethanol tolerance. Strikingly, we discovered that a dominant component of adaptation involves metabolic rewiring that boosts intracellular ethanol degradation and assimilation. Through phenotypic and metabolomic analysis of laboratory‐evolved ethanol‐tolerant strains, we investigated naturally accessible pathways of ethanol tolerance. Remarkably, these laboratory‐evolved strains, by and large, follow the same adaptive paths as inferred from our coarse‐grained search of the fitness landscape.
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Revealing Global Regulatory Perturbations across Human Cancers
Molecular Cell
The discovery of pathways and regulatory networks whose perturbation contributes to neoplastic transformation remains a fundamental challenge for cancer biology. We show that such pathway perturbations, and the cis-regulatory elements through which they operate, can be efficiently extracted from global gene expression profiles. Our approach utilizes information-theoretic analysis of expression levels, pathways, and genomic sequences. Analysis across a diverse set of human cancers reveals the…
The discovery of pathways and regulatory networks whose perturbation contributes to neoplastic transformation remains a fundamental challenge for cancer biology. We show that such pathway perturbations, and the cis-regulatory elements through which they operate, can be efficiently extracted from global gene expression profiles. Our approach utilizes information-theoretic analysis of expression levels, pathways, and genomic sequences. Analysis across a diverse set of human cancers reveals the majority of previously known cancer pathways. Through de novo motif discovery we associate these pathways with transcription-factor binding sites and miRNA targets, including those of E2F, NF-Y, p53, and let-7. Follow-up experiments confirmed that these predictions correspond to functional in vivo regulatory interactions. Strikingly, the majority of the perturbations, associated with putative cis-regulatory elements, fall outside of known cancer pathways. Our study provides a systems-level dissection of regulatory perturbations in cancer—an essential component of a rational strategy for therapeutic intervention and drug-target discovery.
Other authorsSee publication -
Global discovery of adaptive mutations
Nature Methods
Although modern DNA sequencing enables rapid identification of genetic variation, characterizing the phenotypic consequences of individual mutations remains a labor-intensive task. Here we describe array-based discovery of adaptive mutations (ADAM), a technology that searches an entire bacterial genome for mutations that contribute to selectable phenotypic variation between an evolved strain and its parent. We found that ADAM identified adaptive mutations in laboratory-evolved Escherichia coli…
Although modern DNA sequencing enables rapid identification of genetic variation, characterizing the phenotypic consequences of individual mutations remains a labor-intensive task. Here we describe array-based discovery of adaptive mutations (ADAM), a technology that searches an entire bacterial genome for mutations that contribute to selectable phenotypic variation between an evolved strain and its parent. We found that ADAM identified adaptive mutations in laboratory-evolved Escherichia coli strains with high sensitivity and specificity.
Other authorsSee publication
Honors & Awards
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2022 Vilcek Prize for Creative Promise in Biomedical Science
Vilcek Foundation
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AACR-MPM Transformative Cancer Research Award
AACR
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Breast Cancer Alliance Exceptional Project Award
Breast Cancer Alliance
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AAAS Martin and Rose Wachtel Cancer Research Award
AAAS
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NextGen Award for Transformative Cancer Research
AACR
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Kimmel Scholars Award
Sidney Kimmel Foundation
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Blavatnik Regional Award Winner for Life Sciences
The Blavatnik Foundation and New York Academy of Sciences
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Pathway to Independence Award (K99/R00)
National Cancer Institute
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Tri-Institutional Breakout Prize for Junior Investigators
RU-CMC-MSKCC
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RUCCTS/CDDS/SCBN Pilot Project Award
The Rockefeller University Center for Clinical and Translational Science
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Ruth L. Kirschstein National Research Service Award
National Institute of Health
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Anderson Cancer Center Postdoctoral Fellowship
Anderson Cancer Center
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Silver medal International Biology Olympiad (IBO)
IBO Organization (Riga, Latvia)
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Vilcek Prize for Creative Promise in Biomedical Science
Vilcek Foundation
Languages
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English
Full professional proficiency
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Farsi
Native or bilingual proficiency
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French
Elementary proficiency
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