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1.
Sci Transl Med ; 16(738): eadj9283, 2024 Mar 13.
Article in English | MEDLINE | ID: mdl-38478628

ABSTRACT

Genetic changes in repetitive sequences are a hallmark of cancer and other diseases, but characterizing these has been challenging using standard sequencing approaches. We developed a de novo kmer finding approach, called ARTEMIS (Analysis of RepeaT EleMents in dISease), to identify repeat elements from whole-genome sequencing. Using this method, we analyzed 1.2 billion kmers in 2837 tissue and plasma samples from 1975 patients, including those with lung, breast, colorectal, ovarian, liver, gastric, head and neck, bladder, cervical, thyroid, or prostate cancer. We identified tumor-specific changes in these patients in 1280 repeat element types from the LINE, SINE, LTR, transposable element, and human satellite families. These included changes to known repeats and 820 elements that were not previously known to be altered in human cancer. Repeat elements were enriched in regions of driver genes, and their representation was altered by structural changes and epigenetic states. Machine learning analyses of genome-wide repeat landscapes and fragmentation profiles in cfDNA detected patients with early-stage lung or liver cancer in cross-validated and externally validated cohorts. In addition, these repeat landscapes could be used to noninvasively identify the tissue of origin of tumors. These analyses reveal widespread changes in repeat landscapes of human cancers and provide an approach for their detection and characterization that could benefit early detection and disease monitoring of patients with cancer.


Subject(s)
Cell-Free Nucleic Acids , Liver Neoplasms , Male , Humans , Liver Neoplasms/genetics , DNA Transposable Elements
2.
Best Pract Res Clin Gastroenterol ; 66: 101840, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37852714

ABSTRACT

Colorectal cancer is a leading cause of cancer-related deaths worldwide. While most cases are sporadic, a significant proportion of cases are associated with familial and hereditary syndromes. Individuals with a family history of colorectal cancer have an increased risk of developing the disease, and those with hereditary syndromes such as Lynch syndrome or familial adenomatous polyposis have a significantly higher risk. In these populations, preventive strategies are critical for reducing the incidence and mortality of colorectal cancer. This review provides an overview of current preventive strategies for individuals at increased risk of colorectal cancer due to familial or hereditary factors. The manuscript includes a discussion of risk assessment and genetic testing, highlighting the importance of identifying at-risk individuals and families. This review describes various preventive measures, including surveillance colonoscopy, chemoprevention, and prophylactic surgery, and their respective benefits and limitations. Together, this work highlights the importance of preventive strategies in familial and hereditary colorectal cancer.


Subject(s)
Adenomatous Polyposis Coli , Colorectal Neoplasms, Hereditary Nonpolyposis , Colorectal Neoplasms , Neoplastic Syndromes, Hereditary , Humans , Adenomatous Polyposis Coli/diagnosis , Adenomatous Polyposis Coli/genetics , Colorectal Neoplasms, Hereditary Nonpolyposis/diagnosis , Colorectal Neoplasms, Hereditary Nonpolyposis/genetics , Colorectal Neoplasms, Hereditary Nonpolyposis/epidemiology , Genetic Testing , Colonoscopy , Risk Assessment , Syndrome , Colorectal Neoplasms/diagnosis , Colorectal Neoplasms/epidemiology , Colorectal Neoplasms/genetics , Neoplastic Syndromes, Hereditary/diagnosis , Neoplastic Syndromes, Hereditary/genetics , Neoplastic Syndromes, Hereditary/prevention & control
3.
Nat Genet ; 55(8): 1301-1310, 2023 08.
Article in English | MEDLINE | ID: mdl-37500728

ABSTRACT

Somatic mutations are a hallmark of tumorigenesis and may be useful for non-invasive diagnosis of cancer. We analyzed whole-genome sequencing data from 2,511 individuals in the Pan-Cancer Analysis of Whole Genomes (PCAWG) study as well as 489 individuals from four prospective cohorts and found distinct regional mutation type-specific frequencies in tissue and cell-free DNA from patients with cancer that were associated with replication timing and other chromatin features. A machine-learning model using genome-wide mutational profiles combined with other features and followed by CT imaging detected >90% of patients with lung cancer, including those with stage I and II disease. The fixed model was validated in an independent cohort, detected patients with cancer earlier than standard approaches and could be used to monitor response to therapy. This approach lays the groundwork for non-invasive cancer detection using genome-wide mutation features that may facilitate cancer screening and monitoring.


Subject(s)
Cell-Free Nucleic Acids , Lung Neoplasms , Neoplasms , Humans , Prospective Studies , Mutation , Neoplasms/diagnosis , Neoplasms/genetics , Mutation Rate , Lung Neoplasms/diagnosis , Lung Neoplasms/genetics
4.
Cancer Discov ; 13(3): 616-631, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36399356

ABSTRACT

Liver cancer is a major cause of cancer mortality worldwide. Screening individuals at high risk, including those with cirrhosis and viral hepatitis, provides an avenue for improved survival, but current screening methods are inadequate. In this study, we used whole-genome cell-free DNA (cfDNA) fragmentome analyses to evaluate 724 individuals from the United States, the European Union, or Hong Kong with hepatocellular carcinoma (HCC) or who were at average or high-risk for HCC. Using a machine learning model that incorporated multifeature fragmentome data, the sensitivity for detecting cancer was 88% in an average-risk population at 98% specificity and 85% among high-risk individuals at 80% specificity. We validated these results in an independent population. cfDNA fragmentation changes reflected genomic and chromatin changes in liver cancer, including from transcription factor binding sites. These findings provide a biological basis for changes in cfDNA fragmentation in patients with liver cancer and provide an accessible approach for noninvasive cancer detection. SIGNIFICANCE: There is a great need for accessible and sensitive screening approaches for HCC worldwide. We have developed an approach for examining genome-wide cfDNA fragmentation features to provide a high-performing and cost-effective approach for liver cancer detection. See related commentary Rolfo and Russo, p. 532. This article is highlighted in the In This Issue feature, p. 517.


Subject(s)
Carcinoma, Hepatocellular , Cell-Free Nucleic Acids , Liver Neoplasms , Humans , Liver Neoplasms/diagnosis , Liver Neoplasms/genetics , Liver Neoplasms/pathology , Carcinoma, Hepatocellular/diagnosis , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/pathology , Cell-Free Nucleic Acids/genetics , Liver Cirrhosis/genetics , Liver Cirrhosis/pathology
5.
J Mol Biol ; 434(17): 167628, 2022 09 15.
Article in English | MEDLINE | ID: mdl-35595169

ABSTRACT

Allostery plays a primary role in regulating protein activity, making it an important mechanism in human disease and drug discovery. Identifying allosteric regulatory sites to explore their biological significance and therapeutic potential is invaluable to drug discovery; however, identification remains a challenge. Allosteric sites are often "cryptic" without clear geometric or chemical features. Since allosteric regulatory sites are often less conserved in protein kinases than the orthosteric ATP binding site, allosteric ligands are commonly more specific than ATP competitive inhibitors. We present a generalizable computational protocol to predict allosteric ligand binding sites based on unbiased ligand binding simulation trajectories. We demonstrate the feasibility of this protocol by revisiting our previously published ligand binding simulations using the first identified viral proto-oncogene, Src kinase, as a model system. The binding paths for kinase inhibitor PP1 uncovered three metastable intermediate states before binding the high-affinity ATP-binding pocket, revealing two previously known allosteric sites and one novel site. Herein, we validate the novel site using a combination of virtual screening and experimental assays to identify a V-type allosteric small-molecule inhibitor that targets this novel site with specificity for Src over closely related kinases. This study provides a proof-of-concept for employing unbiased ligand binding simulations to identify cryptic allosteric binding sites and is widely applicable to other protein-ligand systems.


Subject(s)
Adenosine Triphosphate , Computer Simulation , Protein Kinase Inhibitors , src-Family Kinases , Adenosine Triphosphate/chemistry , Allosteric Regulation , Allosteric Site , Binding Sites , Humans , Ligands , Protein Binding , Protein Kinase Inhibitors/chemistry , Protein Kinase Inhibitors/pharmacology , src-Family Kinases/antagonists & inhibitors , src-Family Kinases/chemistry
6.
J Mol Biol ; 428(20): 4154-4167, 2016 10 09.
Article in English | MEDLINE | ID: mdl-27515399

ABSTRACT

Tissue necrosis as a consequence of ischemia-reperfusion injury and oxidative damage is a leading cause of permanent disability and death worldwide. The complete mechanism by which cells undergo necrosis upon oxidative stress is not understood. In response to an oxidative insult, wild-type p53 has been implicated as a central regulatory component of the mitochondrial permeability transition (mPT), triggering necrosis. This process is associated with cellular stabilization and translocation of p53 into the mitochondrial matrix. Here, we probe the mechanism by which p53 activates the key mPT regulator cyclophilin D (CypD). We explore the involvement of Trap1, an Hsp90-related mitochondrial matrix protein and a member of the mitochondrial unfolded protein response, and its ability to suppress mPT in a p53-dependent manner. Our study finds that catalytically active CypD causes strong aggregation of wild-type p53 protein (both full-length and isolated DNA-binding domain) into amyloid-type fibrils in vitro. The responsible CypD residues for this activity were mapped by NMR to the active site amino acids R55, F60, F113, and W121. The data also present a new proline isomerization assay for CypD by monitoring the aggregation of p53 as an indicator of CypD activity. Moreover, we find that the inhibition of Trap1 by the mitochondria-specific HSP90 ATPase antagonist Gamitrinib strongly sensitizes primary mouse embryonic fibroblasts to mPT and permeability transition pore opening in a p53- and CypD-dependent manner. We propose a mechanism by which the influx of unfolded p53 into the mitochondrial matrix in response to oxidative stress indirectly activates the normally inhibited CypD by displacing it from Trap1 complexes. This activates CypD's isomerase activity. Liberated CypD then isomerizes multiple proteins including p53 (causing p53 aggregation) and the structural components of the mPTP pore, inducing pore opening. This working model can now be tested in the future.


Subject(s)
Cyclophilins/metabolism , Mitochondria/metabolism , Oxidative Stress , Permeability , Protein Aggregation, Pathological , Tumor Suppressor Protein p53/metabolism , Animals , Cell Line , Peptidyl-Prolyl Isomerase F , Humans , Mice , Models, Biological
7.
Nat Commun ; 6: 5939, 2015 Jan 20.
Article in English | MEDLINE | ID: mdl-25600932

ABSTRACT

Protein tyrosine kinases are attractive drug targets because many human diseases are associated with the deregulation of kinase activity. However, how the catalytic kinase domain integrates different signals and switches from an active to an inactive conformation remains incompletely understood. Here we identify an allosteric network of dynamically coupled amino acids in Src kinase that connects regulatory sites to the ATP- and substrate-binding sites. Surprisingly, reactants (ATP and peptide substrates) bind with negative cooperativity to Src kinase while products (ADP and phosphopeptide) bind with positive cooperativity. We confirm the molecular details of the signal relay through the allosteric network by biochemical studies. Experiments on two additional protein tyrosine kinases indicate that the allosteric network may be largely conserved among these enzymes. Our work provides new insights into the regulation of protein tyrosine kinases and establishes a potential conduit by which resistance mutations to ATP-competitive kinase inhibitors can affect their activity.


Subject(s)
src-Family Kinases/metabolism , Humans , Molecular Dynamics Simulation , Protein Binding , Protein Structure, Secondary , Protein-Tyrosine Kinases/chemistry , Protein-Tyrosine Kinases/genetics , Protein-Tyrosine Kinases/metabolism , src-Family Kinases/chemistry , src-Family Kinases/genetics
9.
Nature ; 511(7507): 94-8, 2014 Jul 03.
Article in English | MEDLINE | ID: mdl-24847884

ABSTRACT

Despite decades of speculation that inhibiting endogenous insulin degradation might treat type-2 diabetes, and the identification of IDE (insulin-degrading enzyme) as a diabetes susceptibility gene, the relationship between the activity of the zinc metalloprotein IDE and glucose homeostasis remains unclear. Although Ide(-/-) mice have elevated insulin levels, they exhibit impaired, rather than improved, glucose tolerance that may arise from compensatory insulin signalling dysfunction. IDE inhibitors that are active in vivo are therefore needed to elucidate IDE's physiological roles and to determine its potential to serve as a target for the treatment of diabetes. Here we report the discovery of a physiologically active IDE inhibitor identified from a DNA-templated macrocycle library. An X-ray structure of the macrocycle bound to IDE reveals that it engages a binding pocket away from the catalytic site, which explains its remarkable selectivity. Treatment of lean and obese mice with this inhibitor shows that IDE regulates the abundance and signalling of glucagon and amylin, in addition to that of insulin. Under physiological conditions that augment insulin and amylin levels, such as oral glucose administration, acute IDE inhibition leads to substantially improved glucose tolerance and slower gastric emptying. These findings demonstrate the feasibility of modulating IDE activity as a new therapeutic strategy to treat type-2 diabetes and expand our understanding of the roles of IDE in glucose and hormone regulation.


Subject(s)
Glucagon/metabolism , Hypoglycemic Agents/pharmacology , Insulin/metabolism , Insulysin/antagonists & inhibitors , Islet Amyloid Polypeptide/metabolism , Macrocyclic Compounds/pharmacology , Animals , Binding Sites , Blood Glucose/metabolism , Catalytic Domain , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/genetics , Disease Models, Animal , Gastric Emptying/drug effects , Genetic Predisposition to Disease , Glucose Tolerance Test , Hypoglycemic Agents/chemistry , Hypoglycemic Agents/therapeutic use , Insulysin/chemistry , Insulysin/genetics , Insulysin/metabolism , Macrocyclic Compounds/chemistry , Macrocyclic Compounds/therapeutic use , Male , Mice , Mice, Inbred C57BL , Models, Molecular , Obesity/drug therapy , Obesity/metabolism , Signal Transduction/drug effects , Thinness/drug therapy , Thinness/metabolism
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