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1.
J Biol Chem ; 300(9): 107606, 2024 Jul 24.
Article in English | MEDLINE | ID: mdl-39059491

ABSTRACT

Transcription factors are challenging to target with small-molecule inhibitors due to their structural plasticity and lack of catalytic sites. Notable exceptions include naturally ligand-regulated transcription factors, including our prior work with the hypoxia-inducible factor (HIF)-2 transcription factor, showing that small-molecule binding within an internal pocket of the HIF-2α Per-Aryl hydrocarbon Receptor Nuclear Translocator (ARNT)-Sim (PAS)-B domain can disrupt its interactions with its dimerization partner, ARNT. Here, we explore the feasibility of targeting small molecules to the analogous ARNT PAS-B domain itself, potentially opening a promising route to modulate several ARNT-mediated signaling pathways. Using solution NMR fragment screening, we previously identified several compounds that bind ARNT PAS-B and, in certain cases, antagonize ARNT association with the transforming acidic coiled-coil containing protein 3 transcriptional coactivator. However, these ligands have only modest binding affinities, complicating characterization of their binding sites. We address this challenge by combining NMR, molecular dynamics simulations, and ensemble docking to identify ligand-binding "hotspots" on and within the ARNT PAS-B domain. Our data indicate that the two ARNT/transforming acidic coiled-coil containing protein 3 inhibitors, KG-548 and KG-655, bind to a ß-sheet surface implicated in both HIF-2 dimerization and coactivator recruitment. Furthermore, while KG-548 binds exclusively to the ß-sheet surface, KG-655 can additionally bind within a water-accessible internal cavity in ARNT PAS-B. Finally, KG-279, while not a coactivator inhibitor, exemplifies ligands that preferentially bind only to the internal cavity. All three ligands promoted ARNT PAS-B homodimerization, albeit to varying degrees. Taken together, our findings provide a comprehensive overview of ARNT PAS-B ligand-binding sites and may guide the development of more potent coactivator inhibitors for cellular and functional studies.

2.
J Biol Chem ; 299(8): 104934, 2023 08.
Article in English | MEDLINE | ID: mdl-37331599

ABSTRACT

Integral to the protein structure/function paradigm, oligomeric state is typically conserved along with function across evolution. However, notable exceptions such as the hemoglobins show how evolution can alter oligomerization to enable new regulatory mechanisms. Here, we examine this linkage in histidine kinases (HKs), a large class of widely distributed prokaryotic environmental sensors. While the majority of HKs are transmembrane homodimers, members of the HWE/HisKA2 family can deviate from this architecture as exemplified by our finding of a monomeric soluble HWE/HisKA2 HK (EL346, a photosensing light-oxygen-voltage [LOV]-HK). To further explore the diversity of oligomerization states and regulation within this family, we biophysically and biochemically characterized multiple EL346 homologs and found a range of HK oligomeric states and functions. Three LOV-HK homologs are primarily dimeric with differing structural and functional responses to light, while two Per-ARNT-Sim-HKs interconvert between differentially active monomers and dimers, suggesting dimerization might control enzymatic activity for these proteins. Finally, we examined putative interfaces in a dimeric LOV-HK, finding that multiple regions contribute to dimerization. Our findings suggest the potential for novel regulatory modes and oligomeric states beyond those traditionally defined for this important family of environmental sensors.


Subject(s)
Bacterial Proteins , Histidine Kinase , Protein Multimerization , Bacterial Proteins/metabolism , Histidine Kinase/metabolism , Enzyme Activation
3.
Breast Cancer Res Treat ; 199(2): 401-413, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37010652

ABSTRACT

BACKGROUND: The immune landscape of breast cancer (BC) in patients from Sub Saharan Africa is understudied. Our aims were to describe the distribution of Tumour Infiltrating Lymphocytes (TILs) within the intratumoural stroma (sTILs) and the leading/invasive edge stroma (LE-TILs), and to evaluate TILs across BC subtypes with established risk factors and clinical characteristics in Kenyan women. METHODS: Visual quantification of sTILs and LE-TILs were performed on Haematoxylin and eosin -stained pathologically confirmed BC cases based on the International TIL working group guidelines. Tissue Microarrays were constructed and stained with immunohistochemistry (IHC) for CD3, CD4, CD8, CD68, CD20, and FOXP3. Linear and logistic regression models were used to assess associations between risk factors and tumour features with IHC markers and total TILs, after adjusting for other covariates. RESULTS: A total of 226 invasive BC cases were included. Overall, LE-TIL (mean = 27.9, SD = 24.5) proportions were significantly higher than sTIL (mean = 13.5, SD = 15.8). Both sTILs and LE- TILs were predominantly composed of CD3, CD8, and CD68. We found higher TILs to be associated with high KI67/high grade and aggressive tumour subtypes, although these associations varied by TIL locations. Older age at menarche (≥ 15 vs. < 15 years) was associated with higher CD3 (OR: 2.06, 95%CI:1.26-3.37), but only for the intra-tumour stroma. CONCLUSION: The TIL enrichment in more aggressive BCs is similar to previously published data in other populations. The distinct associations of sTIL/LE-TIL measures with most examined factors highlight the importance of spatial TIL evaluations in future studies.


Subject(s)
Breast Neoplasms , Humans , Female , Breast Neoplasms/pathology , Kenya/epidemiology , Lymphocytes, Tumor-Infiltrating , Prognosis
4.
J Biol Chem ; 296: 100594, 2021.
Article in English | MEDLINE | ID: mdl-33781746

ABSTRACT

The phototropins (phots) are light-activated kinases that are critical for plant physiology and the many diverse optogenetic tools that they have inspired. Phototropins combine two blue-light-sensing Light-Oxygen-Voltage (LOV) domains (LOV1 and LOV2) and a C-terminal serine/threonine kinase domain, using the LOV domains to control the catalytic activity of the kinase. While much is known about the structure and photochemistry of the light-perceiving LOV domains, particularly in how activation of the LOV2 domain triggers the unfolding of alpha helices that communicate the light signal to the kinase domain, many questions about phot structure and mechanism remain. Recent studies have made progress addressing these questions by utilizing small-angle X-ray scattering (SAXS) and other biophysical approaches to study multidomain phots from Chlamydomonas and Arabidopsis, leading to models where the domains have an extended linear arrangement, with the regulatory LOV2 domain contacting the kinase domain N-lobe. We discuss this and other advances that have improved structural and mechanistic understanding of phot regulation in this review, along with the challenges that will have to be overcome to obtain high-resolution structural information on these exciting photoreceptors. Such information will be essential to advancing fundamental understanding of plant physiology while enabling engineering efforts at both the whole plant and molecular levels.


Subject(s)
Light , Phototropins/chemistry , Phototropins/metabolism , Arabidopsis/chemistry , Arabidopsis/metabolism , Chlamydomonas reinhardtii/chemistry , Chlamydomonas reinhardtii/metabolism , Crystallography, X-Ray , Models, Molecular , Plant Proteins/chemistry , Plant Proteins/metabolism , Protein Conformation
5.
Nature ; 539(7627): 112-117, 2016 11 03.
Article in English | MEDLINE | ID: mdl-27595394

ABSTRACT

Clear cell renal cell carcinoma (ccRCC) is characterized by inactivation of the von Hippel-Lindau tumour suppressor gene (VHL). Because no other gene is mutated as frequently in ccRCC and VHL mutations are truncal, VHL inactivation is regarded as the governing event. VHL loss activates the HIF-2 transcription factor, and constitutive HIF-2 activity restores tumorigenesis in VHL-reconstituted ccRCC cells. HIF-2 has been implicated in angiogenesis and multiple other processes, but angiogenesis is the main target of drugs such as the tyrosine kinase inhibitor sunitinib. HIF-2 has been regarded as undruggable. Here we use a tumourgraft/patient-derived xenograft platform to evaluate PT2399, a selective HIF-2 antagonist that was identified using a structure-based design approach. PT2399 dissociated HIF-2 (an obligatory heterodimer of HIF-2α-HIF-1ß) in human ccRCC cells and suppressed tumorigenesis in 56% (10 out of 18) of such lines. PT2399 had greater activity than sunitinib, was active in sunitinib-progressing tumours, and was better tolerated. Unexpectedly, some VHL-mutant ccRCCs were resistant to PT2399. Resistance occurred despite HIF-2 dissociation in tumours and evidence of Hif-2 inhibition in the mouse, as determined by suppression of circulating erythropoietin, a HIF-2 target and possible pharmacodynamic marker. We identified a HIF-2-dependent gene signature in sensitive tumours. Gene expression was largely unaffected by PT2399 in resistant tumours, illustrating the specificity of the drug. Sensitive tumours exhibited a distinguishing gene expression signature and generally higher levels of HIF-2α. Prolonged PT2399 treatment led to resistance. We identified binding site and second site suppressor mutations in HIF-2α and HIF-1ß, respectively. Both mutations preserved HIF-2 dimers despite treatment with PT2399. Finally, an extensively pretreated patient whose tumour had given rise to a sensitive tumourgraft showed disease control for more than 11 months when treated with a close analogue of PT2399, PT2385. We validate HIF-2 as a target in ccRCC, show that some ccRCCs are HIF-2 independent, and set the stage for biomarker-driven clinical trials.


Subject(s)
Basic Helix-Loop-Helix Transcription Factors/antagonists & inhibitors , Carcinoma, Renal Cell/drug therapy , Carcinoma, Renal Cell/metabolism , Indans/pharmacology , Indans/therapeutic use , Kidney Neoplasms/drug therapy , Kidney Neoplasms/metabolism , Sulfones/pharmacology , Sulfones/therapeutic use , Animals , Aryl Hydrocarbon Receptor Nuclear Translocator/genetics , Aryl Hydrocarbon Receptor Nuclear Translocator/metabolism , Basic Helix-Loop-Helix Transcription Factors/genetics , Basic Helix-Loop-Helix Transcription Factors/metabolism , Binding Sites , Carcinoma, Renal Cell/genetics , Carcinoma, Renal Cell/pathology , Cell Line, Tumor , Cell Transformation, Neoplastic , Drug Resistance, Neoplasm/drug effects , Erythropoietin/antagonists & inhibitors , Erythropoietin/blood , Female , Gene Expression Regulation, Neoplastic , Humans , Indans/administration & dosage , Indoles/pharmacology , Indoles/therapeutic use , Kidney Neoplasms/genetics , Kidney Neoplasms/pathology , Male , Mice , Mice, Inbred NOD , Mice, SCID , Molecular Targeted Therapy , Mutation , Pyrroles/pharmacology , Pyrroles/therapeutic use , Reproducibility of Results , Sulfones/administration & dosage , Sunitinib , Xenograft Model Antitumor Assays
6.
Proc Natl Acad Sci U S A ; 116(11): 4963-4972, 2019 03 12.
Article in English | MEDLINE | ID: mdl-30808807

ABSTRACT

Translation of environmental cues into cellular behavior is a necessary process in all forms of life. In bacteria, this process frequently involves two-component systems in which a sensor histidine kinase (HK) autophosphorylates in response to a stimulus before subsequently transferring the phosphoryl group to a response regulator that controls downstream effectors. Many details of the molecular mechanisms of HK activation are still unclear due to complications associated with the multiple signaling states of these large, multidomain proteins. To address these challenges, we combined complementary solution biophysical approaches to examine the conformational changes upon activation of a minimal, blue-light-sensing histidine kinase from Erythrobacter litoralis HTCC2594, EL346. Our data show that multiple conformations coexist in the dark state of EL346 in solution, which may explain the enzyme's residual dark-state activity. We also observe that activation involves destabilization of the helices in the dimerization and histidine phosphotransfer-like domain, where the phosphoacceptor histidine resides, and their interactions with the catalytic domain. Similar light-induced changes occur to some extent even in constitutively active or inactive mutants, showing that light sensing can be decoupled from activation of kinase activity. These structural changes mirror those inferred by comparing X-ray crystal structures of inactive and active HK fragments, suggesting that they are at the core of conformational changes leading to HK activation. More broadly, our findings uncover surprising complexity in this simple system and allow us to outline a mechanism of the multiple steps of HK activation.


Subject(s)
Histidine Kinase/metabolism , Light , Adenosine Diphosphate/metabolism , Darkness , Enzyme Activation/radiation effects , Histidine Kinase/chemistry , Models, Molecular , Mutation/genetics , Protein Domains , Protein Stability , Protein Structure, Secondary
7.
Biophys J ; 120(5): 924-935, 2021 03 02.
Article in English | MEDLINE | ID: mdl-33524371

ABSTRACT

Proteins often interconvert between different conformations in ways critical to their function. Although manipulating such equilibria for biophysical study is often challenging, the application of pressure is a potential route to achieve such control by favoring the population of lower volume states. Here, we use this feature to study the interconversion of ARNT PAS-B Y456T, which undergoes a dramatic +3 slip in the ß-strand register as it switches between two stably folded conformations. Using high-pressure biomolecular NMR approaches, we obtained the first, to our knowledge, quantitative data testing two key hypotheses of this process: the slipped conformation is both smaller and less compressible than the wild-type equivalent, and the interconversion proceeds through a chiefly unfolded intermediate state. Data collected in steady-state pressure and time-resolved pressure-jump modes, including observed pressure-dependent changes in the populations of the two conformers and increased rate of interconversion between conformers, support both hypotheses. Our work exemplifies how these approaches, which can be generally applied to protein conformational switches, can provide unique information that is not easily accessible through other techniques.


Subject(s)
Protein Folding , Proteins , Magnetic Resonance Spectroscopy , Nuclear Magnetic Resonance, Biomolecular , Protein Conformation
8.
Breast Cancer Res ; 23(1): 68, 2021 06 26.
Article in English | MEDLINE | ID: mdl-34174935

ABSTRACT

BACKGROUND: Few studies have investigated risk factor heterogeneity by molecular subtypes in indigenous African populations where prevalence of traditional breast cancer (BC) risk factors, genetic background, and environmental exposures show marked differences compared to European ancestry populations. METHODS: We conducted a case-only analysis of 838 pathologically confirmed BC cases recruited from 5 groups of public, faith-based, and private institutions across Kenya between March 2012 to May 2015. Centralized pathology review and immunohistochemistry (IHC) for key markers (ER, PR, HER2, EGFR, CK5-6, and Ki67) was performed to define subtypes. Risk factor data was collected at time of diagnosis through a questionnaire. Multivariable polytomous logistic regression models were used to determine associations between BC risk factors and tumor molecular subtypes, adjusted for clinical characteristics and risk factors. RESULTS: The median age at menarche and first pregnancy were 14 and 21 years, median number of children was 3, and breastfeeding duration was 62 months per child. Distribution of molecular subtypes for luminal A, luminal B, HER2-enriched, and triple negative (TN) breast cancers was 34.8%, 35.8%, 10.7%, and 18.6%, respectively. After adjusting for covariates, compared to patients with ER-positive tumors, ER-negative patients were more likely to have higher parity (OR = 2.03, 95% CI = (1.11, 3.72), p = 0.021, comparing ≥ 5 to ≤ 2 children). Compared to patients with luminal A tumors, luminal B patients were more likely to have lower parity (OR = 0.45, 95% CI = 0.23, 0.87, p = 0.018, comparing ≥ 5 to ≤ 2 children); HER2-enriched patients were less likely to be obese (OR = 0.36, 95% CI = 0.16, 0.81, p = 0.013) or older age at menopause (OR = 0.38, 95% CI = 0.15, 0.997, p = 0.049). Body mass index (BMI), either overall or by menopausal status, did not vary significantly by ER status. Overall, cumulative or average breastfeeding duration did not vary significantly across subtypes. CONCLUSIONS: In Kenya, we found associations between parity-related risk factors and ER status consistent with observations in European ancestry populations, but differing associations with BMI and breastfeeding. Inclusion of diverse populations in cancer etiology studies is needed to develop population and subtype-specific risk prediction/prevention strategies.


Subject(s)
Breast Neoplasms/epidemiology , Breast Neoplasms/metabolism , Adult , Biomarkers, Tumor/metabolism , Breast Neoplasms/classification , Breast Neoplasms/pathology , Female , Hospitals , Humans , Kenya/epidemiology , Middle Aged , Receptor, ErbB-2/metabolism , Receptors, Estrogen/metabolism , Receptors, Progesterone/metabolism , Reproductive Physiological Phenomena , Risk Factors , Sociodemographic Factors
9.
Proc Natl Acad Sci U S A ; 115(33): E7720-E7727, 2018 08 14.
Article in English | MEDLINE | ID: mdl-30065115

ABSTRACT

We report natural light-oxygen-voltage (LOV) photoreceptors with a blue light-switched, high-affinity (KD ∼ 10-7 M), and direct electrostatic interaction with anionic phospholipids. Membrane localization of one such photoreceptor, BcLOV4 from Botrytis cinerea, is directly coupled to its flavin photocycle, and is mediated by a polybasic amphipathic helix in the linker region between the LOV sensor and its C-terminal domain of unknown function (DUF), as revealed through a combination of bioinformatics, computational protein modeling, structure-function studies, and optogenetic assays in yeast and mammalian cell line expression systems. In model systems, BcLOV4 rapidly translocates from the cytosol to plasma membrane (∼1 second). The reversible electrostatic interaction is nonselective among anionic phospholipids, exhibiting binding strengths dependent on the total anionic content of the membrane without preference for a specific headgroup. The in vitro and cellular responses were also observed with a BcLOV4 homolog and thus are likely to be general across the dikarya LOV class, whose members are associated with regulator of G-protein signaling (RGS) domains. Natural photoreceptors are not previously known to directly associate with membrane phospholipids in a light-dependent manner, and thus this work establishes both a photosensory signal transmission mode and a single-component optogenetic tool with rapid membrane localization kinetics that approaches the diffusion limit.


Subject(s)
Botrytis/chemistry , Fungal Proteins/chemistry , Membrane Proteins/chemistry , Phospholipids/chemistry , Botrytis/genetics , Botrytis/metabolism , Fungal Proteins/genetics , Fungal Proteins/metabolism , Membrane Proteins/genetics , Membrane Proteins/metabolism , Phospholipids/metabolism
10.
Proc Natl Acad Sci U S A ; 115(47): 12069-12074, 2018 11 20.
Article in English | MEDLINE | ID: mdl-30397124

ABSTRACT

Aging infrastructure and growing interests in river restoration have led to a substantial rise in dam removals in the United States. However, the decision to remove a dam involves many complex trade-offs. The benefits of dam removal for hazard reduction and ecological restoration are potentially offset by the loss of hydroelectricity production, water supply, and other important services. We use a multiobjective approach to examine a wide array of trade-offs and synergies involved with strategic dam removal at three spatial scales in New England. We find that increasing the scale of decision-making improves the efficiency of trade-offs among ecosystem services, river safety, and economic costs resulting from dam removal, but this may lead to heterogeneous and less equitable local-scale outcomes. Our model may help facilitate multilateral funding, policy, and stakeholder agreements by analyzing the trade-offs of coordinated dam decisions, including net benefit alternatives to dam removal, at scales that satisfy these agreements.


Subject(s)
Conservation of Natural Resources/methods , Cost-Benefit Analysis/methods , Environmental Restoration and Remediation/economics , Ecology , Ecosystem , Environmental Restoration and Remediation/methods , New England , Rivers/chemistry , United States , Water Supply/economics
11.
Int J Mol Sci ; 22(20)2021 Oct 15.
Article in English | MEDLINE | ID: mdl-34681793

ABSTRACT

Breast cancer (BCa) is the leading cause of death by cancer in women worldwide. This disease is mainly stratified in four subtypes according to the presence of specific receptors, which is important for BCa aggressiveness, progression and prognosis. MicroRNAs (miRNAs) are small non-coding RNAs that have the capability to modulate several genes. Our aim was to identify a miRNA signature deregulated in preclinical and clinical BCa models for potential biomarker discovery that would be useful for BCa diagnosis and/or prognosis. We identified hsa-miR-21-5p and miR-106b-5p as up-regulated and hsa-miR-205-5p and miR-143-3p as down-regulated in BCa compared to normal breast or normal adjacent (NAT) tissues. We established 51 shared target genes between hsa-miR-21-5p and miR-106b-5p, which negatively correlated with the miRNA expression. Furthermore, we assessed the pathways in which these genes were involved and selected 12 that were associated with cancer and metabolism. Additionally, GAB1, GNG12, HBP1, MEF2A, PAFAH1B1, PPP1R3B, RPS6KA3 and SESN1 were downregulated in BCa compared to NAT. Interestingly, hsa-miR-106b-5p was up-regulated, while GAB1, GNG12, HBP1 and SESN1 were downregulated in aggressive subtypes. Finally, patients with high levels of hsa-miR-106b-5 and low levels of the abovementioned genes had worse relapse free survival and worse overall survival, except for GAB1.


Subject(s)
Biomarkers, Tumor/genetics , Breast Neoplasms , MicroRNAs/physiology , Animals , Biomarkers, Tumor/physiology , Breast Neoplasms/diagnosis , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Female , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Humans , Mice , Mice, Inbred BALB C , MicroRNAs/genetics , Neoplasm Invasiveness , Prognosis , Tumor Cells, Cultured
12.
Mol Microbiol ; 112(2): 438-441, 2019 08.
Article in English | MEDLINE | ID: mdl-31120626

ABSTRACT

The general stress response (GSR) allows many bacterial species to react to myriad different stressors. In Alphaproteobacteria, this signaling pathway proceeds through the partner-switching PhyR-EcfG sigma-factor mechanism and is involved in multiple life processes, including virulence in Brucella abortus. To date, details of the alphaproteobacterial GSR signaling pathway have been determined using genetic and biochemical work on a diverse set of species distributed throughout the clade. Fiebig and co-workers establish Erythrobacter litoralis DSM 8509 as a genetically tractable lab strain and use it to both directly and indirectly delineate photoresponsive GSR pathways mediated by multiple HWE/HisKA_2 histidine kinases. The existence of a new phototrophic lab strain allows researchers to compare the GSR across different Alphaproteobacteria, as well as study the interplay between the GSR and phototrophy. Additionally, the discovery of new HWE/HisKA_2 kinases regulating the GSR poses new questions about how different stimuli feed into this widespread stress pathway.


Subject(s)
Alphaproteobacteria/metabolism , Alphaproteobacteria/radiation effects , Bacterial Proteins/metabolism , Sigma Factor/metabolism , Alphaproteobacteria/genetics , Bacterial Proteins/genetics , Gene Expression Regulation, Bacterial/radiation effects , Histidine Kinase/genetics , Histidine Kinase/metabolism , Light , Sigma Factor/genetics , Signal Transduction/radiation effects , Stress, Physiological
13.
Development ; 144(2): 345-355, 2017 01 15.
Article in English | MEDLINE | ID: mdl-27993986

ABSTRACT

Here, we describe an optogenetic gene expression system optimized for use in zebrafish. This system overcomes the limitations of current inducible expression systems by enabling robust spatial and temporal regulation of gene expression in living organisms. Because existing optogenetic systems show toxicity in zebrafish, we re-engineered the blue-light-activated EL222 system for minimal toxicity while exhibiting a large range of induction, fine spatial precision and rapid kinetics. We validate several strategies to spatially restrict illumination and thus gene induction with our new TAEL (TA4-EL222) system. As a functional example, we show that TAEL is able to induce ectopic endodermal cells in the presumptive ectoderm via targeted sox32 induction. We also demonstrate that TAEL can be used to resolve multiple roles of Nodal signaling at different stages of embryonic development. Finally, we show how inducible gene editing can be achieved by combining the TAEL and CRISPR/Cas9 systems. This toolkit should be a broadly useful resource for the fish community.


Subject(s)
Gene Expression Regulation, Developmental/radiation effects , Light , Optogenetics/methods , Zebrafish , Animals , Animals, Genetically Modified , CRISPR-Cas Systems/genetics , Calibration , Embryo, Nonmammalian , Genes, Reporter/radiation effects , Optogenetics/standards , Signal Transduction/genetics , Signal Transduction/radiation effects , Zebrafish/embryology , Zebrafish/genetics
14.
Mol Syst Biol ; 15(3): e8323, 2019 03 11.
Article in English | MEDLINE | ID: mdl-30858180

ABSTRACT

Most patients with advanced cancer eventually acquire resistance to targeted therapies, spurring extensive efforts to identify molecular events mediating therapy resistance. Many of these events involve synthetic rescue (SR) interactions, where the reduction in cancer cell viability caused by targeted gene inactivation is rescued by an adaptive alteration of another gene (the rescuer). Here, we perform a genome-wide in silico prediction of SR rescuer genes by analyzing tumor transcriptomics and survival data of 10,000 TCGA cancer patients. Predicted SR interactions are validated in new experimental screens. We show that SR interactions can successfully predict cancer patients' response and emerging resistance. Inhibiting predicted rescuer genes sensitizes resistant cancer cells to therapies synergistically, providing initial leads for developing combinatorial approaches to overcome resistance proactively. Finally, we show that the SR analysis of melanoma patients successfully identifies known mediators of resistance to immunotherapy and predicts novel rescuers.


Subject(s)
Computational Biology , Drug Resistance, Neoplasm/genetics , Drug Synergism , Melanoma/genetics , Female , Gene Expression Profiling , Humans , Immunotherapy , Male , Melanoma/drug therapy , Molecular Targeted Therapy , Synthetic Lethal Mutations
15.
Eur Radiol ; 30(11): 6263-6273, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32500192

ABSTRACT

OBJECTIVE: To investigate whether pretreatment MRI-based radiomics of locally advanced rectal cancer (LARC) and/or the surrounding mesorectal compartment (MC) can predict pathologic complete response (pCR), neoadjuvant rectal (NAR) score, and tumor regression grade (TRG). METHODS: One hundred thirty-two consecutive patients with LARC who underwent neoadjuvant chemoradiation and total mesorectal excision (TME) were retrospectively collected from 2 centers in the USA and Italy. The primary tumor and surrounding MC were segmented on the best available T2-weighted sequence (axial, coronal, or sagittal). Three thousand one hundred ninety radiomic features were extracted using a python package. The most salient radiomic features as well as MRI parameter and clinical-based features were selected using recursive feature elimination. A logistic regression classifier was built to distinguish between any 2 binned categories in the considered endpoints: pCR, NAR, and TRG. Repeated k-fold validation was performed and AUCs calculated. RESULTS: There were 24, 87, and 21 T4, T3, and T2 LARCs, respectively (median age 63 years, 32 to 86). For NAR and TRG, the best classification performance was obtained using both the tumor and MC segmentations. The AUCs for classifying NAR 0 versus 2, pCR, and TRG 0/1 versus 2/3 were 0.66 (95% CI, 0.60-0.71), 0.80 (95% CI, 0.74-0.85), and 0.80 (95% CI, 0.77-0.82), respectively. CONCLUSION: Radiomics of pretreatment MRIs can predict pCR, TRG, and NAR score in patients with LARC undergoing neoadjuvant treatment and TME with moderate accuracy despite extremely heterogenous image data. Both the tumor and MC contain important prognostic information. KEY POINTS: • Machine learning of rectal cancer on images from the pretreatment MRI can predict important patient outcomes with moderate accuracy. • The tumor and the tissue around it both contain important prognostic information.


Subject(s)
Adenocarcinoma/diagnostic imaging , Chemoradiotherapy , Image Processing, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Neoadjuvant Therapy , Proctectomy , Rectal Neoplasms/diagnostic imaging , Adenocarcinoma/pathology , Adenocarcinoma/therapy , Adult , Aged , Aged, 80 and over , Female , Humans , Italy , Machine Learning , Male , Mesentery/surgery , Middle Aged , Prognosis , Rectal Neoplasms/pathology , Rectal Neoplasms/therapy , Retrospective Studies , Treatment Outcome
16.
Chem Rev ; 118(21): 10659-10709, 2018 11 14.
Article in English | MEDLINE | ID: mdl-29984995

ABSTRACT

Sensory photoreceptors underpin light-dependent adaptations of organismal physiology, development, and behavior in nature. Adapted for optogenetics, sensory photoreceptors become genetically encoded actuators and reporters to enable the noninvasive, spatiotemporally accurate and reversible control by light of cellular processes. Rooted in a mechanistic understanding of natural photoreceptors, artificial photoreceptors with customized light-gated function have been engineered that greatly expand the scope of optogenetics beyond the original application of light-controlled ion flow. As we survey presently, UV/blue-light-sensitive photoreceptors have particularly allowed optogenetics to transcend its initial neuroscience applications by unlocking numerous additional cellular processes and parameters for optogenetic intervention, including gene expression, DNA recombination, subcellular localization, cytoskeleton dynamics, intracellular protein stability, signal transduction cascades, apoptosis, and enzyme activity. The engineering of novel photoreceptors benefits from powerful and reusable design strategies, most importantly light-dependent protein association and (un)folding reactions. Additionally, modified versions of these same sensory photoreceptors serve as fluorescent proteins and generators of singlet oxygen, thereby further enriching the optogenetic toolkit. The available and upcoming UV/blue-light-sensitive actuators and reporters enable the detailed and quantitative interrogation of cellular signal networks and processes in increasingly more precise and illuminating manners.


Subject(s)
Photoreceptor Cells/metabolism , Animals , Apoptosis , Cytoskeleton/metabolism , Gene Expression Regulation , Light , Models, Molecular , Optogenetics , Photochemical Processes , Photoreceptors, Microbial/chemistry , Photoreceptors, Microbial/genetics , Photoreceptors, Microbial/metabolism , Photoreceptors, Plant/chemistry , Photoreceptors, Plant/genetics , Photoreceptors, Plant/metabolism , Protein Conformation , Protein Stability , Recombination, Genetic , Signal Transduction
17.
Int J Cancer ; 144(5): 1115-1127, 2019 03 01.
Article in English | MEDLINE | ID: mdl-30152543

ABSTRACT

Metabolic syndrome (MeS) increases prostate cancer (PCa) risk and aggressiveness. C-terminal binding protein 1 (CTBP1) is a transcriptional co-repressor of tumor suppressor genes that is activated by low NAD+ /NADH ratio. Previously, our group established a MeS and PCa mice model that identified CTBP1 as a novel link associating both diseases. We found that CTBP1 controls the transcription of aromatase (CYP19A1), a key enzyme that converts androgens to estrogens. The aim of this work was to investigate the mechanism that explains CTBP1 as a link between MeS and PCa based on CYP19A1 and estrogen synthesis regulation using PCa cell lines, MeS/PCa mice and adipose co-culture systems. We found that CTBP1 and E1A binding protein p300 (EP300) bind to CYP19A1 promoter and downregulate its expression in PC3 cells. Estradiol, through estrogen receptor beta, released CTBP1 from CYP19A1 promoter triggering its transcription and modulating PCa cell proliferation. We generated NSG and C57BL/6J MeS mice by chronically feeding animals with high fat diet. In the NSG model, CTBP1 depleted PCa xenografts showed an increase in CYP19A1 expression with subsequent increment in intratumor estradiol concentrations. Additionally, in C57BL/6J mice, MeS induced hypertrophy, hyperplasia and inflammation of the white adipose tissue, which leads to a proinflammatory phenotype and increased serum estradiol concentration. Thus, MeS increased PCa growth and Ctbp1, Fabp4 and IL-6 expression levels. These results describe, for the first time, a novel CTBP1/CYP19A1/Estradiol axis that explains, in part, the mechanism for prostate tumor growth increase by MeS.


Subject(s)
Adipose Tissue/pathology , Alcohol Oxidoreductases/genetics , Aromatase/genetics , Cell Proliferation/genetics , DNA-Binding Proteins/genetics , Estradiol/genetics , Metabolic Syndrome/genetics , Prostatic Neoplasms/genetics , Animals , Cell Line, Tumor , Coculture Techniques/methods , Down-Regulation/genetics , E1A-Associated p300 Protein/genetics , Gene Expression Regulation, Neoplastic/genetics , Humans , Inflammation/genetics , Inflammation/pathology , Male , Metabolic Syndrome/pathology , Mice , Mice, Inbred C57BL , Mice, Inbred NOD , PC-3 Cells , Promoter Regions, Genetic/genetics , Prostatic Neoplasms/pathology , Transcription, Genetic/genetics
18.
Am J Pathol ; 188(2): 268-270, 2018 02.
Article in English | MEDLINE | ID: mdl-29137949

ABSTRACT

This Guest Editorial highlights the reviews in the Race in Cancer Health Disparities Theme Issue that improve our understanding of the complex role of race in disparities in cancer frequency and outcome.


Subject(s)
Health Status Disparities , Neoplasms/epidemiology , Biomedical Research/methods , Black People/statistics & numerical data , Colorectal Neoplasms/epidemiology , Humans , Triple Negative Breast Neoplasms/ethnology
19.
Am J Pathol ; 188(2): 317-328, 2018 02.
Article in English | MEDLINE | ID: mdl-29137950

ABSTRACT

The burden of cancer in the United States is unevenly spread across its different populations, with stark differences in both disease prevalence and outcome on the basis of race and ethnicity. Although a large portion of these differences can be explained by a variety of sociobehavioral and socioeconomic factors, even after these exposures are taken into consideration, considerable disparities persist. In this review, we explore a conceptual framework of biological theories and unifying concepts, based on an evolutionary perspective, that may help better define common guiding principles for exploration of underlying causes of cancer health disparities. The ultimate goal of this conceptual perspective is to outline approaches that may aid in establishing integrated pathway and processes analyses to provide useful insights to guide the development of future interventions. These interventions will improve outcome, increase prevention, and ultimately eliminate all disparities.


Subject(s)
Health Status Disparities , Neoplasms/ethnology , Allostasis/genetics , Biological Evolution , Humans , Incidence , Neoplasms/pathology , Neoplasms/physiopathology , United States/epidemiology , Wound Healing/physiology
20.
Proc Natl Acad Sci U S A ; 113(11): E1442-51, 2016 Mar 15.
Article in English | MEDLINE | ID: mdl-26929367

ABSTRACT

Light-oxygen-voltage sensitive (LOV) flavoproteins are ubiquitous photoreceptors that mediate responses to environmental cues. Photosensory inputs are transduced into signaling outputs via structural rearrangements in sensor domains that consequently modulate the activity of an effector domain or multidomain clusters. Establishing the diversity in effector function and sensor-effector topology will inform what signaling mechanisms govern light-responsive behaviors across multiple kingdoms of life and how these signals are transduced. Here, we report the bioinformatics identification of over 6,700 candidate LOV domains (including over 4,000 previously unidentified sequences from plants and protists), and insights from their annotations for ontological function and structural arrangements. Motif analysis identified the sensors from ∼42 million ORFs, with strong statistical separation from other flavoproteins and non-LOV members of the structurally related Per-aryl hydrocarbon receptor nuclear translocator (ARNT)-Sim family. Conserved-domain analysis determined putative light-regulated function and multidomain topologies. We found that for certain effectors, sensor-effector linker length is discretized based on both phylogeny and the preservation of α-helical heptad repeats within an extended coiled-coil linker structure. This finding suggests that preserving sensor-effector orientation is a key determinant of linker length, in addition to ancestry, in LOV signaling structure-function. We found a surprisingly high prevalence of effectors with functions previously thought to be rare among LOV proteins, such as regulators of G protein signaling, and discovered several previously unidentified effectors, such as lipases. This work highlights the value of applying genomic and transcriptomic technologies to diverse organisms to capture the structural and functional variation in photosensory proteins that are vastly important in adaptation, photobiology, and optogenetics.


Subject(s)
Computational Biology/methods , Flavoproteins/chemistry , Flavoproteins/metabolism , Protein Structure, Tertiary , Amino Acid Motifs , Amino Acid Sequence , Animals , Conserved Sequence , Light , Open Reading Frames , Photoreceptor Cells, Invertebrate/chemistry , Photoreceptor Cells, Invertebrate/metabolism , Photoreceptors, Microbial/chemistry , Photoreceptors, Microbial/metabolism , Photoreceptors, Plant/chemistry , Photoreceptors, Plant/metabolism , Programming Languages , Structure-Activity Relationship
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