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Sjöström M, Zhao SG, Levy S, Zhang M, Ning Y, Shrestha R, Lundberg A, Herberts C, Foye A, Aggarwal R, Hua JT, Li H, Bergamaschi A, Maurice-Dror C, Maheshwari A, Chen S, Ng SWS, Ye W, Petricca J, Fraser M, Chesner L, Perry MD, Moreno-Rodriguez T, Chen WS, Alumkal JJ, Chou J, Morgans AK, Beer TM, Thomas GV, Gleave M, Lloyd P, Phillips T, McCarthy E, Haffner MC, Zoubeidi A, Annala M, Reiter RE, Rettig MB, Witte ON, Fong L, Bose R, Huang FW, Luo J, Bjartell A, Lang JM, Mahajan NP, Lara PN, Evans CP, Tran PT, Posadas EM, He C, Cui XL, Huang J, Zwart W, Gilbert LA, Maher CA, Boutros PC, Chi KN, Ashworth A, Small EJ, He HH, Wyatt AW, Quigley DA, Feng FY. The 5-Hydroxymethylcytosine Landscape of Prostate Cancer. Cancer Res 2022; 82:3888-3902. [PMID: 36251389 PMCID: PMC9627125 DOI: 10.1158/0008-5472.can-22-1123] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 06/13/2022] [Accepted: 07/29/2022] [Indexed: 02/03/2023]
Abstract
Analysis of DNA methylation is a valuable tool to understand disease progression and is increasingly being used to create diagnostic and prognostic clinical biomarkers. While conversion of cytosine to 5-methylcytosine (5mC) commonly results in transcriptional repression, further conversion to 5-hydroxymethylcytosine (5hmC) is associated with transcriptional activation. Here we perform the first study integrating whole-genome 5hmC with DNA, 5mC, and transcriptome sequencing in clinical samples of benign, localized, and advanced prostate cancer. 5hmC is shown to mark activation of cancer drivers and downstream targets. Furthermore, 5hmC sequencing revealed profoundly altered cell states throughout the disease course, characterized by increased proliferation, oncogenic signaling, dedifferentiation, and lineage plasticity to neuroendocrine and gastrointestinal lineages. Finally, 5hmC sequencing of cell-free DNA from patients with metastatic disease proved useful as a prognostic biomarker able to identify an aggressive subtype of prostate cancer using the genes TOP2A and EZH2, previously only detectable by transcriptomic analysis of solid tumor biopsies. Overall, these findings reveal that 5hmC marks epigenomic activation in prostate cancer and identify hallmarks of prostate cancer progression with potential as biomarkers of aggressive disease. SIGNIFICANCE In prostate cancer, 5-hydroxymethylcytosine delineates oncogene activation and stage-specific cell states and can be analyzed in liquid biopsies to detect cancer phenotypes. See related article by Wu and Attard, p. 3880.
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Affiliation(s)
- Martin Sjöström
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
- Division of Oncology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
| | - Shuang G Zhao
- Department of Human Oncology, University of Wisconsin-Madison, Madison, WI
- William S. Middleton Memorial Veterans' Hospital, Madison, WI
| | | | - Meng Zhang
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | | | - Raunak Shrestha
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - Arian Lundberg
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - Cameron Herberts
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Adam Foye
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Rahul Aggarwal
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Junjie T Hua
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - Haolong Li
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | | | - Corinne Maurice-Dror
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- BC Cancer, Vancouver, BC, Canada
| | - Ashutosh Maheshwari
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - Sujun Chen
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Sarah W S Ng
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Wenbin Ye
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Automation, Xiamen University, Xiamen, Fujian, China
| | - Jessica Petricca
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Michael Fraser
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Surgery, University of Toronto, Toronto, Ontario, Canada
| | - Lisa Chesner
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - Marc D Perry
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - Thaidy Moreno-Rodriguez
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - William S Chen
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
| | - Joshi J Alumkal
- Division of Hematology and Oncology, University of Michigan Rogel Cancer Center, Ann Arbor, MI
| | - Jonathan Chou
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Alicia K Morgans
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Tomasz M Beer
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR
| | - George V Thomas
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR
- Department of Pathology, Oregon Health & Science University, Portland, OR
| | - Martin Gleave
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | | | | | | | - Michael C Haffner
- Divisions of Human Biology and Clinical Research, Fred Hutchinson Cancer Research Center, Seattle, WA
- University of Washington, Seattle, WA
| | - Amina Zoubeidi
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Matti Annala
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Centre, Tampere, Finland
| | - Robert E Reiter
- Departments of Medicine, Hematology/Oncology and Urology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA
- Jonsson Comprehensive Cancer Center, University of California Los Angeles, Los Angeles, CA
| | - Matthew B Rettig
- Departments of Medicine, Hematology/Oncology and Urology, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA
- Jonsson Comprehensive Cancer Center, University of California Los Angeles, Los Angeles, CA
- VA Greater Los Angeles Healthcare System, Los Angeles, CA
| | - Owen N Witte
- Department of Microbiology, Immunology, and Molecular Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA
| | - Lawrence Fong
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Rohit Bose
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
- Department of Urology, University of California, San Francisco, San Francisco, CA
- Department of Anatomy, University of California, San Francisco, San Francisco, CA
| | - Franklin W Huang
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Jianhua Luo
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA
| | - Anders Bjartell
- Department of Translational Medicine, Medical Faculty, Lund University, Malmö, Sweden
- Department of Urology, Skåne University Hospital, Malmö, Sweden
| | - Joshua M Lang
- Department of Medicine, University of Wisconsin-Madison, Madison, WI
| | | | - Primo N Lara
- Division of Hematology Oncology, Department of Internal Medicine, University of California Davis, Sacramento, CA
- Comprehensive Cancer Center, University of California Davis, Sacramento, CA
| | - Christopher P Evans
- Comprehensive Cancer Center, University of California Davis, Sacramento, CA
- Department of Urologic Surgery, University of California Davis, Sacramento, CA
| | - Phuoc T Tran
- Department of Radiation Oncology, University of Maryland, College Park, Baltimore, MD
| | - Edwin M Posadas
- Urologic Oncology Program & Uro-Oncology Research Laboratories, Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Chuan He
- Department of Chemistry, Department of Biochemistry and Molecular Biology, Institute for Biophysical Dynamics, University of Chicago, Chicago, IL
- Howard Hughes Medical Institute, University of Chicago, Chicago, IL
| | - Xiao-Long Cui
- Department of Chemistry, Department of Biochemistry and Molecular Biology, Institute for Biophysical Dynamics, University of Chicago, Chicago, IL
- Howard Hughes Medical Institute, University of Chicago, Chicago, IL
| | - Jiaoti Huang
- Department of Pathology, Duke University, Durham, NC
| | - Wilbert Zwart
- Netherlands Cancer Institute, Oncode Institute, Amsterdam, the Netherlands
| | - Luke A Gilbert
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Urology, University of California, San Francisco, San Francisco, CA
- Arc Institute, Palo Alto, CA
| | - Christopher A Maher
- Siteman Cancer Center, Washington University, St. Louis, MO
- McDonnell Genome Institute, Washington University, St. Louis, MO
- Department of Internal Medicine, Washington University, St. Louis, MO
- Department of Biomedical Engineering, Washington University, St. Louis, MO
| | - Paul C Boutros
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Department of Human Genetics, Institute for Precision Health, UCLA, Los Angeles, CA
- Jonsson Comprehensive Cancer Center, Departments of Human Genetics and Urology, University of California Los Angeles, Los Angeles, CA
| | - Kim N Chi
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Alan Ashworth
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Eric J Small
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Housheng H He
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Alexander W Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - David A Quigley
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Urology, University of California, San Francisco, San Francisco, CA
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA
| | - Felix Y Feng
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA
- Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA
- Division of Hematology and Oncology, Department of Medicine, University of California, San Francisco, San Francisco, CA
- Department of Urology, University of California, San Francisco, San Francisco, CA
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Brodie AC, Johnston TJ, Lloyd P, Hemsworth L, Barabas M, Keoghane SR. Reducing the rate of negative ureteroscopy: predictive factors and the role of preoperative imaging. Ann R Coll Surg Engl 2022; 104:588-593. [PMID: 35133211 PMCID: PMC9433174 DOI: 10.1308/rcsann.2021.0260] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/02/2021] [Indexed: 11/22/2022] Open
Abstract
INTRODUCTION The aim of this study was to investigate factors that may predict a negative ureteroscopy (URS) performed for ureteric calculi in prestented patients and to assess preoperative imaging in reducing the rate of negative URS. METHODS Data were collected on emergency stent placement for a ureteric calculus from April 2011 to February 2016 (Group A) and October 2016 to October 2019 (Group B). Data included patient demographics, indication for a stent, stone characteristics, baseline bloods, urine culture, readmission, negative URS rate and the use of pre-URS imaging. Multivariate logistic regression was used for statistical analysis. RESULTS Of 257 patients who underwent emergency stent insertion, 251 underwent deferred URS for a ureteric calculus and 6 avoided URS due to pre-URS imaging. Indications for stent were pain (42%), sepsis (39%) and acute kidney injury (19%). Mean stone size was 7.8mm, mean stone density was 699 Hounsfield units (HU) and the stone locations were upper (62%), mid (13%) and lower ureter (25%). The overall negative URS rate was 12%. The negative URS rate was lower in patients with pre-URS imaging compared with those with none, 6% and 14%, respectively (OR=2.33, 95% CI: 0.69-7.56, p=0.2214). Logistic regression analysis indicated stone size as the only significant predictor of a negative URS, where the greater the size of the stone the less likely URS would be negative (β=0.75, 95% CI: 0.60-0.94 p=0.011). CONCLUSIONS Utilising pre-URS imaging can lead to a reduction in negative URS rate. Stone size <5mm appears to be the subgroup most likely to benefit from imaging.
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Affiliation(s)
| | | | | | | | - M Barabas
- University General Hospital, Czech Republic
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3
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Lloyd P, Hong A, Furrer MA, Lee EWY, Dev HS, Coret MH, Adshead JM, Baldwin P, Knight R, Shamash J, Alifrangis C, Stoneham S, Mazhar D, Wong H, Warren A, Tran B, Lawrentschuk N, Neal DE, Thomas BC. A comparative study of peri-operative outcomes for 100 consecutive post-chemotherapy and primary robot-assisted and open retroperitoneal lymph node dissections. World J Urol 2022; 40:119-126. [PMID: 34599350 DOI: 10.1007/s00345-021-03832-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 08/30/2021] [Indexed: 12/13/2022] Open
Abstract
PURPOSE To describe and compare differences in peri-operative outcomes of robot-assisted (RA-RPLND) and open (O-RPLND) retroperitoneal lymph node dissection performed by a single surgeon where chemotherapy is the standard initial treatment for Stage 2 or greater non-seminomatous germ cell tumour. METHODS Review of a prospective database of all RA-RPLNDs (28 patients) and O-RPLNDs (72 patients) performed by a single surgeon from 2014 to 2020. Peri-operative outcomes were compared for patients having RA-RPLND to all O-RPLNDs and a matched cohort of patients having O-RPLND (20 patients). Further comparison was performed between all patients in the RA-RPLND group (21 patients) and matched O-RPLND group (18 patients) who had previous chemotherapy. RA-RPLND was performed for patients suitable for a unilateral template dissection. O-RPLND was performed prior to the introduction of RA-RPLND and for patients not suitable for RA-RPLND after its introduction. RESULTS RA-RPLND showed improved peri-operative outcomes compared to the matched cohort of O-RPLND-median blood loss (50 versus 400 ml, p < 0.00001), operative duration (150 versus 195 min, p = 0.023) length-of-stay (1 versus 5 days, p < 0.00001) and anejaculation (0 versus 4, p = 0.0249). There was no statistical difference in complication rates. RA-RPLND had lower median lymph node yields although not significant (9 versus 13, p = 0.070). These improved peri-operative outcomes were also seen in the post-chemotherapy RA-RPLND versus O-RPLND analysis. There were no tumour recurrences seen in either group with median follow-up of 36 months and 60 months, respectively. CONCLUSIONS Post-chemotherapy RA-RPLND may have decreased blood loss, operative duration, hospital length-of-stay and anejaculation rates in selected cases and should, therefore, be considered in selected patients. Differences in oncological outcomes require longer term follow-up.
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Affiliation(s)
- Paul Lloyd
- Department of Urology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | - Anne Hong
- Department of Urology, Royal Melbourne Hospital, Melbourne, Australia
| | - Marc A Furrer
- Department of Urology, Royal Melbourne Hospital, Melbourne, Australia.,Department of Urology, University Hospital of Bern, Bern, Switzerland.,The Australian Medical Robotics Academy, Melbourne, Australia
| | - Elaine W Y Lee
- Department of Urology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | - Harveer S Dev
- Department of Urology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | - Maurice H Coret
- Department of Urology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | | | - Peter Baldwin
- Department of Gynae-Oncology, Addenbrooke's Hospital, Cambridge, UK
| | - Richard Knight
- Department of Urology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | | | | | - Sara Stoneham
- Department of Oncology, University College London Hospital, London, UK
| | - Danish Mazhar
- Department of Oncology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | - Han Wong
- Department of Oncology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | - Anne Warren
- Department of Pathology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | - Ben Tran
- Department of Medical Oncology, Peter MacCallum Cancer Centre, Melbourne, Australia.,Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Nathan Lawrentschuk
- Department of Urology, Royal Melbourne Hospital, Melbourne, Australia.,Department of Surgery, University of Melbourne, Melbourne, Australia
| | - David E Neal
- Department of Urology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK
| | - Benjamin C Thomas
- Department of Urology, Addenbrooke's Hospital, Cambridge University Hospitals, Cambridge, UK. .,Department of Urology, Royal Melbourne Hospital, Melbourne, Australia. .,The Australian Medical Robotics Academy, Melbourne, Australia. .,Department of Surgery, University of Melbourne, Melbourne, Australia.
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4
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Brodie A, Johnston T, Lloyd P, Hemsworth L, Barabas M, Keoghane S. Predictive factors and the role of pre-operative imaging in reducing the rate of negative ureteroscopy. Eur Urol 2021. [DOI: 10.1016/s0302-2838(21)00648-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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5
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Guler GD, Ning Y, Ku CJ, Phillips T, McCarthy E, Ellison CK, Bergamaschi A, Collin F, Lloyd P, Scott A, Antoine M, Wang W, Chau K, Ashworth A, Quake SR, Levy S. Detection of early stage pancreatic cancer using 5-hydroxymethylcytosine signatures in circulating cell free DNA. Nat Commun 2020; 11:5270. [PMID: 33077732 PMCID: PMC7572413 DOI: 10.1038/s41467-020-18965-w] [Citation(s) in RCA: 76] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2018] [Accepted: 09/18/2020] [Indexed: 12/15/2022] Open
Abstract
Pancreatic cancer is often detected late, when curative therapies are no longer possible. Here, we present non-invasive detection of pancreatic ductal adenocarcinoma (PDAC) by 5-hydroxymethylcytosine (5hmC) changes in circulating cell free DNA from a PDAC cohort (n = 64) in comparison with a non-cancer cohort (n = 243). Differential hydroxymethylation is found in thousands of genes, most significantly in genes related to pancreas development or function (GATA4, GATA6, PROX1, ONECUT1, MEIS2), and cancer pathogenesis (YAP1, TEAD1, PROX1, IGF1). cfDNA hydroxymethylome in PDAC cohort is differentially enriched for genes that are commonly de-regulated in PDAC tumors upon activation of KRAS and inactivation of TP53. Regularized regression models built using 5hmC densities in genes perform with AUC of 0.92 (discovery dataset, n = 79) and 0.92-0.94 (two independent test sets, n = 228). Furthermore, tissue-derived 5hmC features can be used to classify PDAC cfDNA (AUC = 0.88). These findings suggest that 5hmC changes enable classification of PDAC even during early stage disease.
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Affiliation(s)
- Gulfem D Guler
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA
| | - Yuhong Ning
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA
| | - Chin-Jen Ku
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA
| | - Tierney Phillips
- Bluestar Genomics, 10578 Science Center Drive Suite 210, San Diego, CA, 92121, USA
| | - Erin McCarthy
- Bluestar Genomics, 10578 Science Center Drive Suite 210, San Diego, CA, 92121, USA
| | | | - Anna Bergamaschi
- Bluestar Genomics, 10578 Science Center Drive Suite 210, San Diego, CA, 92121, USA
| | - Francois Collin
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA
| | - Paul Lloyd
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA
| | - Aaron Scott
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA
| | - Michael Antoine
- Bluestar Genomics, 10578 Science Center Drive Suite 210, San Diego, CA, 92121, USA
| | - Wendy Wang
- Bluestar Genomics, 10578 Science Center Drive Suite 210, San Diego, CA, 92121, USA
| | - Kim Chau
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA
| | - Alan Ashworth
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, CA, 94158, USA
| | - Stephen R Quake
- Departments of Bioengineering and Applied Physics, Stanford University, Stanford, CA, 94304, USA
- Chan Zuckerberg Biohub, San Francisco, CA, 94158, USA
| | - Samuel Levy
- Bluestar Genomics, 185 Berry Street, Lobby 4, Suite 210, San Francisco, CA, 94107, USA.
- Bluestar Genomics, 10578 Science Center Drive Suite 210, San Diego, CA, 92121, USA.
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6
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Bergamaschi A, Ku J, Ning Y, Collin F, Ellison C, Phillips T, McCarthy E, Wang W, Antoine M, Haan D, Scott A, Lloyd P, Guler G, Ashworth A, Quake S, Levy S. Abstract 783: Epigenomic detection of multiple cancers in plasma derived cell free DNA. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Our feasibility study employed a novel genomic detection methodology that enriches 5-hydroxymethylcytosine (5hmC) loci in cell free DNA (cfDNA) from the plasma of cancer patients using click chemistry coupled with sequencing and machine learning based classification methods. These classification methods were developed to detect the presence of disease in the plasma of cancer and control subjects. Cancer and control patient cfDNA cohorts were accrued from multiple sites consisting of 48 breast, 55 lung, 32 prostate and 2 pancreatic datasets consisting of 41 and 53 cancer subjects (Set 1 and 2). In addition, a control cohort of 260 subjects (non-cancer) was employed to match cancer patient demographics (age, sex and smoking status) in a case-control study design.
Methods: Machine learning methods, applied to each cancer case cohort individually, with a balancing non-cancer cohort, were able to classify cancer and control samples. Measures of predictive performance using 5-fold cross validation coupled with out-of-fold Area Under the Receiver Operating Characteristic Curve (AUROC) measures were employed. Gene sets selected as part of biomarker discovery were further analyzed for disease relevance using pathway analysis tools (GSEA, mSigDB).
Results: 260 controls and 229 cancers from four disease types (breast, lung, pancreas and prostate) were analyzed; more than 60% of cancer patients had early stage disease (I or II). Predictive performance, employing AUROC measures, was established for breast (0.89), lung (0.84), pancreas (set 1 - 0.95 and 2 - 0.93) and prostate (0.83). The genes defining each of these predictive models were enriched for pathways relevant to disease specific etiology, notably in the control of gene regulation in these same pathways. The breast cancer cohort consisted primarily of stage I and II patients including tumors < 2 cm and these samples exhibited a higher prediction probability score. The prostate cancer cohort consisted of both indolent and aggressive disease sample and prediction performance was equally high for both (AUROC for indolent vs aggressive was 0.81 and 0.77, respectively).
Conclusions: These findings suggest that 5hmC changes in cfDNA enable non-invasive detection of early stage breast, pancreatic, prostate, and lung cancers. Furthermore, 5hmC profiling in cfDNA may enable the prediction of clinically relevant features such as tumor size in breast adenocarcinoma or indolent disease in prostate cancer. Finally, this study identified a suite of 5hmC biomarkers that may be further validated in larger, and more diverse, patient cohorts.
Citation Format: Anna Bergamaschi, Jeremy Ku, Yuhong Ning, Francois Collin, Chris Ellison, Tierney Phillips, Erin McCarthy, Wendy Wang, Michael Antoine, David Haan, Aaron Scott, Paul Lloyd, Gulfem Guler, Alan Ashworth, Stephen Quake, Samuel Levy. Epigenomic detection of multiple cancers in plasma derived cell free DNA [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 783.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | - Alan Ashworth
- 2UCSF Helen Diller Family Comprehensive Cancer Cent, San Francisco, CA
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7
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Herst CV, Burkholz S, Sidney J, Sette A, Harris PE, Massey S, Brasel T, Cunha-Neto E, Rosa DS, Chao WCH, Carback R, Hodge T, Wang L, Ciotlos S, Lloyd P, Rubsamen R. An effective CTL peptide vaccine for Ebola Zaire Based on Survivors' CD8+ targeting of a particular nucleocapsid protein epitope with potential implications for COVID-19 vaccine design. Vaccine 2020; 38:4464-4475. [PMID: 32418793 PMCID: PMC7186210 DOI: 10.1016/j.vaccine.2020.04.034] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Revised: 04/07/2020] [Accepted: 04/12/2020] [Indexed: 12/21/2022]
Abstract
The 2013-2016 West Africa EBOV epidemic was the biggest EBOV outbreak to date. An analysis of virus-specific CD8+ T-cell immunity in 30 survivors showed that 26 of those individuals had a CD8+ response to at least one EBOV protein. The dominant response (25/26 subjects) was specific to the EBOV nucleocapsid protein (NP). It has been suggested that epitopes on the EBOV NP could form an important part of an effective T-cell vaccine for Ebola Zaire. We show that a 9-amino-acid peptide NP44-52 (YQVNNLEEI) located in a conserved region of EBOV NP provides protection against morbidity and mortality after mouse adapted EBOV challenge. A single vaccination in a C57BL/6 mouse using an adjuvanted microsphere peptide vaccine formulation containing NP44-52 is enough to confer immunity in mice. Our work suggests that a peptide vaccine based on CD8+ T-cell immunity in EBOV survivors is conceptually sound and feasible. Nucleocapsid proteins within SARS-CoV-2 contain multiple Class I epitopes with predicted HLA restrictions consistent with broad population coverage. A similar approach to a CTL vaccine design may be possible for that virus.
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MESH Headings
- Amino Acid Sequence
- Animals
- COVID-19
- COVID-19 Vaccines
- Coronavirus Infections/immunology
- Coronavirus Infections/prevention & control
- Disease Models, Animal
- Drug Design
- Ebola Vaccines/chemistry
- Ebola Vaccines/immunology
- Epitopes, T-Lymphocyte/chemistry
- Epitopes, T-Lymphocyte/immunology
- Hemorrhagic Fever, Ebola/immunology
- Hemorrhagic Fever, Ebola/prevention & control
- Humans
- Mice
- Mice, Inbred C57BL
- Nucleocapsid Proteins/chemistry
- Nucleocapsid Proteins/immunology
- Pandemics/prevention & control
- Pneumonia, Viral/immunology
- Pneumonia, Viral/prevention & control
- T-Lymphocytes, Cytotoxic/immunology
- Vaccines, Subunit/chemistry
- Vaccines, Subunit/immunology
- Viral Vaccines/chemistry
- Viral Vaccines/immunology
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Affiliation(s)
- C V Herst
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States
| | - S Burkholz
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States
| | - J Sidney
- La Jolla Institute for Allergy and Immunology, 9420 Athena Circle La Jolla, CA 92037, United States
| | - A Sette
- La Jolla Institute for Allergy and Immunology, 9420 Athena Circle La Jolla, CA 92037, United States
| | - P E Harris
- Endocrinology Division, Department of Medicine, School of Medicine, Columbia University, New York, NY, USA
| | - S Massey
- University of Texas, Medical Branch, 301 University Blvd, Galveston, TX 77555, United States
| | - T Brasel
- University of Texas, Medical Branch, 301 University Blvd, Galveston, TX 77555, United States
| | - E Cunha-Neto
- Laboratory of Clinical Immunology and Allergy-LIM60, University of São Paulo School of Medicine, São Paulo, Brazil; Institute for Investigation in Immunology (iii) INCT, São Paulo, Brazil; Heart Institute (Incor), School of Medicine, University of São Paulo, São Paulo, Brazil
| | - D S Rosa
- Institute for Investigation in Immunology (iii) INCT, São Paulo, Brazil; Department of Microbiology, Immunology and Parasitology, Federal University of São Paulo (UNIFESP/EPM), São Paulo, Brazil
| | - W C H Chao
- University of Macau, E12 Avenida da Universidade, Taipa, Macau, China
| | - R Carback
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States
| | - T Hodge
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States
| | - L Wang
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States
| | - S Ciotlos
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States
| | - P Lloyd
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States
| | - R Rubsamen
- Flow Pharma, Inc., 3451 Vincent Road, Pleasant Hill, CA 94523, United States; Massachusetts General Hospital, Department of Anesthesia, Critical Care and Pain Medicine, 55 Fruit St, Boston, MA 02114, United States.
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8
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Guler G, Haan D, Ning Y, Ku J, McCarthy E, Phillips T, Antoine M, Bergamaschi A, Lloyd P, Scott A, Ellison C, Levy S. Monitoring immunotherapy response in non-small cell lung cancer patients using 5-hydroxymethylcytosine signatures in circulating cell free DNA. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e21505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e21505 Background: Liquid biopsies are gaining prominence for not only cancer diagnosis but also patient monitoring. Mutational signals derived from cell-free DNA (cfDNA) show promise to assess response to cancer treatment, including immunotherapy. However, reliance of these methods on mutational data from tissue biopsies limit their applicability when a tumor biopsy is unavailable, or when mutational landscape of tumor changes under the selective pressures of cancer drug treatment. Epigenomic approaches have the potential to address these shortcomings. Methods: Blood draws were obtained from a cohort of non-small cell lung cancer (NSCLC) patients (n = 19) who went on to anti-PD1 treatment prior to therapy start and while on therapy. cfDNA was isolated from plasma and was subsequently processed to generate 5hmC genome-wide profiles. Results: We analyzed cfDNA from NSCLC patients undergoing anti-PD1 therapy to investigate whether immunotherapy response can be detected from plasma. Using a predictive model trained on lung cancer and non-cancer samples, we were able to detect changes in prediction scores in patient treated with immunotherapy that were consistent with RECIST. Patients with progressive disease (n = 3), determined by RECIST, had prediction scores that increased while they received treatment. On the other hand, majority of the patients that exhibited partial response to treatment (n = 12) had predictive scores that decreased with treatment, again consistent with RECIST. Furthermore, score changes consistent with RECIST was observed one cycle prior to the RECIST timepoint in all except one patient, where an extra blood draw after baseline was available (n = 7). Annotation of the regions that account for differential scoring identified enhancer, 5’UTR and promoter regions. Comparison of partial responders to patients with progressive disease revealed genes involved in metastasis, oncogenes and tumor suppressors that change in opposing directions between these patient groups, consistent with the underlying biology. Conclusions: Our results suggest that 5hmC profiles from cfDNA can be used to determine immunotherapy response in non-small cell lung cancer patients. Compared with mutation based liquid biopsy methods to assess response, epigenomics-based methods have the advantage of being agnostic to starting tumor mutations, and not relying on a mutational analysis from tumor biopsy. Future work will help determine applicability of this method to other kinds of therapies and cancer types.
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9
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Bergamaschi A, Haan D, Ku J, Ning Y, Ellison C, Guler G, Phillips T, McCarthy E, Antoine M, Nguyen A, Scott A, Lloyd P, Ashworth A, Bethel K, Levy S. Effect of detection of epigenomic changes in plasma-derived cell-free DNA on multicancer classification. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.1539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
1539 Background: Epigenomic changes in DNA methylation patterns are more precisely delineated by active demethylation events as marked by 5-hydroxymethylation (5hmC) of cytosine residues. 5hmC appears to be dynamically modulated in tumor tissues and can be employed as a cancer biomarker. Strategies which interrogate 5hmC genome-wide patterns in a liquid biopsy context may provide efficient and precise technology for early cancer screening and detection. In this study we identified genome-wide 5hmC changes in plasma based circulating free DNA (cfDNA) from breast, colorectal, lung, pancreatic and prostate cancer patients versus non-cancer individuals. Methods: cfDNA was isolated from plasma, enriched for the 5hmC fraction using novel click-chemistry protocol for labelling followed by sequencing and alignment to a reference genome to construct features sets of 5hmC patterns. Regularized classification models were constructed to classify cancer samples apart from non-cancer. Results: > 500 non-cancer individuals and > 500 cancer patients across five cancer types (breast, colorectal, lung, pancreas and prostate) were included in this study. About 60% of the cancer samples were early stage disease (I or II). The ability to classify non-cancer versus cancer patients was evaluated by 5-fold cross validation of our trained prediction models. Our models were able to classify all breast cancer with a test auROC of 0.86 while prediction model classification for ER negative samples had an auROC of 0.92. Colorectal performance auROC was 0.9; lung auROC = 0.92, pancreatic auROC = 0.97 and prostate auROC = 0.91. Overall sensitivity range, when allowing 2% false positive, was between 85% and 52%. Further using 5hmC signal in blood we were able to identify several signaling pathways specifically relevant to the biology of the cancers investigated. Conclusions: These findings further demonstrate that 5hmC changes in cfDNA enable non-invasive detection of breast, colorectal, lung pancreatic, and prostate cancers. Further, 5hmC signals enabled the identification of a suite of cancer signaling pathways differentially enriched in cancers versus non-cancers. These data suggest that dynamic changes in tumor cell methylation, detectable through 5-hydroxymethylation, are contained in the circulating blood and signal active disease biology.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | - Alan Ashworth
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
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10
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Chen WS, Aggarwal R, Zhang L, Zhao SG, Thomas GV, Beer TM, Quigley DA, Foye A, Playdle D, Huang J, Lloyd P, Lu E, Sun D, Guan X, Rettig M, Gleave M, Evans CP, Youngren J, True L, Lara P, Kothari V, Xia Z, Chi KN, Reiter RE, Maher CA, Feng FY, Small EJ, Alumkal JJ. Genomic Drivers of Poor Prognosis and Enzalutamide Resistance in Metastatic Castration-resistant Prostate Cancer. Eur Urol 2019; 76:562-571. [PMID: 30928160 PMCID: PMC6764911 DOI: 10.1016/j.eururo.2019.03.020] [Citation(s) in RCA: 84] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 03/13/2019] [Indexed: 12/26/2022]
Abstract
BACKGROUND Metastatic castration-resistant prostate cancer (mCRPC) is the lethal form of the disease. Several recent studies have identified genomic alterations in mCRPC, but the clinical implications of these genomic alterations have not been fully elucidated. OBJECTIVE To use whole-genome sequencing (WGS) to assess the association between key driver gene alterations and overall survival (OS), and to use whole-transcriptome RNA sequencing to identify genomic drivers of enzalutamide resistance. DESIGN, SETTING, AND PARTICIPANTS We performed survival analyses and gene set enrichment analysis (GSEA) on WGS and RNA sequencing results for a cohort of 101 mCRPC patients. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS OS was the clinical endpoint for all univariate and multivariable survival analyses. Candidate drivers of enzalutamide resistance were identified in an unbiased manner, and mutations of the top candidate were further assessed for enrichment among enzalutamide-resistant patients using Fisher's exact test. RESULTS AND LIMITATIONS Harboring two DNA alterations in RB1 was independently predictive of poor OS (median 14.1 vs 42.0mo; p=0.007) for men with mCRPC. GSEA identified the Wnt/β-catenin pathway as the top differentially modulated pathway among enzalutamide-resistant patients. Furthermore, β-catenin mutations were exclusive to enzalutamide-resistant patients (p=0.01) and independently predictive of poor OS (median 13.6 vs 41.7mo; p=0.025). CONCLUSIONS The presence of two RB1 DNA alterations identified in our WGS analysis was independently associated with poor OS among men with mCRPC. The Wnt/β-catenin pathway plays an important role in enzalutamide resistance, with differential pathway expression and enrichment of β-catenin mutations in enzalutamide-resistant patients. Moreover, β-catenin mutations were predictive of poor OS in our cohort. PATIENT SUMMARY We observed a correlation between genomic findings for biopsy samples from metastases from men with metastatic castration-resistant prostate cancer (mCRPC) and clinical outcomes. This work sheds new light on clinically relevant genomic alterations in mCRPC and provides a roadmap for the development of new personalized treatment regimens in mCRPC.
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Affiliation(s)
- William S Chen
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Yale School of Medicine, New Haven, CT, USA
| | - Rahul Aggarwal
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Li Zhang
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Department of Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA, USA
| | | | - George V Thomas
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Tomasz M Beer
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - David A Quigley
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA
| | - Adam Foye
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Denise Playdle
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | | | - Paul Lloyd
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Eric Lu
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Duanchen Sun
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Xiangnan Guan
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Matthew Rettig
- University of California Los Angeles, Los Angeles, CA, USA; VA Greater Los Angeles Healthcare System, Los Angeles, CA, USA
| | | | | | - Jack Youngren
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | | | - Primo Lara
- University of California Davis, Davis, CA, USA
| | - Vishal Kothari
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA
| | - Zheng Xia
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - Kim N Chi
- University of British Columbia, Vancouver, Canada
| | | | | | - Felix Y Feng
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Departments of Radiation Oncology and Urology, University of California San Francisco, San Francisco, CA, USA
| | - Eric J Small
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA; Department of Medicine, University of California San Francisco, San Francisco, CA, USA.
| | - Joshi J Alumkal
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
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11
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Bergamaschi A, Collins F, Ellison C, Ning Y, Guler G, Phillips T, McCarthy E, Wang W, Antoine M, Ku J, Scott A, Lloyd P, Ashworth A, Levy S. Changes in DNA hydroxymethylation for the detection of multiple cancers in plasma cell-free DNA. J Clin Oncol 2019. [DOI: 10.1200/jco.2019.37.15_suppl.3058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
3058 Background: Methylation and hydroxymethylation of cytosines enable the epigenomic regulation of gene suppression and activation. 5-hydroxymethyl-cytosine (5hmC) is globally decreased in tumor tissue. However, genome-wide analysis using precise 5hmC labelling techniques reveals more nuanced changes upon tumorigenesis and raises the possibility that this loss could be exploited for developing a cancer biomarker. This suggests that 5hmC profiles might enable discrete classification of not only tumor tissue but also of tumor cell-free DNA (cfDNA). We sought to identify genome-wide 5hmC changes in plasma based cfDNA from cancer patients representing multiple disease types, stages and clinical characteristics in comparison with non-cancer patients. Methods: cfDNA was isolated from plasma, enriched for the 5hmC fraction using chemical labelling, sequenced, and aligned to the genome to determine 5hmC counts per genomic feature. Regularized regression models were constructed to classify cancer samples (age matched or corrected for smoking status) on non-overlapping training (80% of all samples) and test sample sets (20% of all samples). Results: 226 non-cancer patients and 278 cancers across four cancer types (breast, colorectal, lung-squamous and pancreas) were included in this study, where more than 60% of cancer samples were early stage disease (I or II). Upon comparison with non-cancer samples, 5hmC peaks have reduced enrichment in exons in breast, colorectal and lung cancer but not in pancreatic cancer. Further, 5hmC peaks in pancreas show different patterns of enrichment in 3’UTR, translational termination sites, promoters and LTR. Overall 5hmC signal density was reduced in late stage cancers across all four diseases. The ability to classify non-cancer versus cancer patients was evaluated via cross-validation of out of fold prediction in the training set with AUC > 0.84 for all four cancer types. Further, test set sensitivity across all four cancer types was found to be > 66% with 98% specificity. Conclusions: These findings suggest that 5hmC changes in plasma cfDNA enable classification of early stages of breast, colorectal, lung-squamous and pancreas cancer and are promising biomarkers for disease detection.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | - Alan Ashworth
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
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12
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Aggarwal RR, Quigley DA, Huang J, Zhang L, Beer TM, Rettig MB, Reiter RE, Gleave ME, Thomas GV, Foye A, Playdle D, Lloyd P, Chi KN, Evans CP, Lara PN, Feng FY, Alumkal JJ, Small EJ. Whole-Genome and Transcriptional Analysis of Treatment-Emergent Small-Cell Neuroendocrine Prostate Cancer Demonstrates Intraclass Heterogeneity. Mol Cancer Res 2019; 17:1235-1240. [PMID: 30918106 DOI: 10.1158/1541-7786.mcr-18-1101] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Revised: 12/09/2018] [Accepted: 03/22/2019] [Indexed: 11/16/2022]
Abstract
Therapeutic resistance in metastatic castration-resistant prostate cancer (mCRPC) can be accompanied by treatment-emergent small-cell neuroendocrine carcinoma (t-SCNC), a morphologically distinct subtype. We performed integrative whole-genome and -transcriptome analysis of mCRPC tumor biopsies including paired biopsies after progression, and multiple samples from the same individual. t-SCNC was significantly less likely to have amplification of AR or an intergenic AR-enhancer locus, and demonstrated lower expression of AR and its downstream transcriptional targets. Genomic and transcriptional hallmarks of t-SCNC included biallelic loss of RB1, elevated expression levels of CDKN2A and E2F1, and loss of expression of the AR and AR-responsive genes including TMPRSS2 and NKX3-1. We identified three tumors that converted from adenocarcinoma to t-SCNC and demonstrate spatial and temporal intrapatient heterogeneity of metastatic tumors harboring adenocarcinoma, t-SCNC, or mixed expression phenotypes, with implications for treatment strategies in which dual targeting of adenocarcinoma and t-SCNC phenotypes may be necessary. IMPLICATIONS: The t-SCNC phenotype is characterized by lack of AR enhancer gain and loss of RB1 function, and demonstrates both interindividual and intraindividual heterogeneity.Visual Overview: http://mcr.aacrjournals.org/content/molcanres/17/6/1235/F1.large.jpg.
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Affiliation(s)
- Rahul R Aggarwal
- University of California San Francisco, San Francisco, California.
| | - David A Quigley
- University of California San Francisco, San Francisco, California
| | | | - Li Zhang
- University of California San Francisco, San Francisco, California
| | - Tomasz M Beer
- Oregon Health & Science University, Portland, Oregon
| | | | - Rob E Reiter
- University of California Los Angeles, Los Angeles, California
| | - Martin E Gleave
- Vancouver Prostate Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | | | - Adam Foye
- University of California San Francisco, San Francisco, California
| | - Denise Playdle
- University of California San Francisco, San Francisco, California
| | - Paul Lloyd
- University of California San Francisco, San Francisco, California
| | - Kim N Chi
- Vancouver Prostate Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | | | - Primo N Lara
- University of California Davis, Davis, California
| | - Felix Y Feng
- University of California San Francisco, San Francisco, California
| | | | - Eric J Small
- University of California San Francisco, San Francisco, California
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13
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Chen WS, Aggarwal RR, Zhang L, Zhao S, Beer TM, Quigley DA, Foye A, Playdle D, Lloyd P, Rettig M, Gleave M, Evans CP, Lara P, Kothari V, Chi KN, Reiter RE, Maher C, Feng FY, Small EJ, Alumkal JJ. Genomic drivers of poor prognosis and enzalutamide resistance in metastatic castration-resistant prostate cancer. J Clin Oncol 2019. [DOI: 10.1200/jco.2019.37.7_suppl.146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
146 Background: Metastatic castration-resistant prostate cancer (mCRPC) is the lethal form of the disease. Several recent efforts have identified genomic alterations in mCRPC, but the clinical implications of these alterations have not been fully elucidated. We conducted a prospective cohort study (n = 101) using whole genome sequencing (WGS) to analyze the association between key driver gene alterations and overall survival. We also performed whole-transcriptome RNA sequencing (RNA-seq) analyses to identify potential mechanisms of enzalutamide resistance in mCRPC. Methods: Metastasis biopsies were obtained in 101 mCRPC patients as part of the multi-institutional West Coast Prostate Cancer Dream Team project. Samples underwent WGS and RNA-seq. The resulting mutation, copy number, and structural variant calls were integrated to determine functional copy number status of candidate genes for downstream clinical analyses. We performed univariate and multivariable analyses to assess the prognostic significance of candidate genomic events with respect to overall survival. To nominate and investigate genomic pathways associated with enzalutamide resistance, we performed expression-based gene set enrichment analysis followed by cross-sectional enrichment and survival analyses related to the top nominated pathway. Results: RB1 loss was associated with poor overall survival (median 14.1 vs. 42.0 months, p < 0.001). When we compared enzalutamide resistant versus naïve samples using gene set enrichment analysis, we identified the Wnt/beta-catenin pathway as the top differentially expressed pathway in enzalutamide-resistant patients. Furthermore, CTNNB1 (beta-catenin) activating mutations were exclusive to enzalutamide-resistant patients (p = 0.013) and predictive of poor overall survival (median 13.6 vs. 41.7 months, p < 0.001). Conclusions: Impaired survival in mCRPC patients is associated with RB1 loss, identified by integrated genomic analysis of CRPC metastasis biopsies. Among men with mCRPC that was enzalutamide-resistant, the Wnt/beta-catenin pathway is nominated as an important predictive (and potentially therapeutic) pathway.
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Affiliation(s)
- William S. Chen
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Rahul Raj Aggarwal
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Li Zhang
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | | | - Tomasz M. Beer
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR
| | - David A Quigley
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Adam Foye
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Denise Playdle
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Paul Lloyd
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Matthew Rettig
- UCLA Jonsson Comprehensive Cancer Center, Los Angeles, CA
| | - Martin Gleave
- Vancouver Prostate Centre, University of British Columbia, Vancouver, BC, Canada
| | | | - Primo Lara
- University of California, Davis, Sacramento, CA
| | - Vishal Kothari
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Kim N. Chi
- Department of Medical Oncology, BC Cancer Agency, Vancouver, BC, Canada
| | | | - Christopher Maher
- Washington University School of Medicine in St. Louis, St. Louis, MO
| | - Felix Y Feng
- UCSF Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Eric Jay Small
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
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14
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Lu E, Thomas GV, Chen Y, Wyatt AW, Lloyd P, Youngren J, Quigley D, Bergan R, Bailey S, Beer TM, Feng FY, Small EJ, Alumkal JJ. DNA Repair Gene Alterations and PARP Inhibitor Response in Patients With Metastatic Castration-Resistant Prostate Cancer. J Natl Compr Canc Netw 2018; 16:933-937. [DOI: 10.6004/jnccn.2018.7020] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Accepted: 02/27/2018] [Indexed: 11/17/2022]
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15
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Quigley DA, Dang HX, Zhao SG, Lloyd P, Aggarwal R, Alumkal JJ, Foye A, Kothari V, Perry MD, Bailey AM, Playdle D, Barnard TJ, Zhang L, Zhang J, Youngren JF, Cieslik MP, Parolia A, Beer TM, Thomas G, Chi KN, Gleave M, Lack NA, Zoubeidi A, Reiter RE, Rettig MB, Witte O, Ryan CJ, Fong L, Kim W, Friedlander T, Chou J, Li H, Das R, Li H, Moussavi-Baygi R, Goodarzi H, Gilbert LA, Lara PN, Evans CP, Goldstein TC, Stuart JM, Tomlins SA, Spratt DE, Cheetham RK, Cheng DT, Farh K, Gehring JS, Hakenberg J, Liao A, Febbo PG, Shon J, Sickler B, Batzoglou S, Knudsen KE, He HH, Huang J, Wyatt AW, Dehm SM, Ashworth A, Chinnaiyan AM, Maher CA, Small EJ, Feng FY. Genomic Hallmarks and Structural Variation in Metastatic Prostate Cancer. Cell 2018; 174:758-769.e9. [PMID: 30033370 PMCID: PMC6425931 DOI: 10.1016/j.cell.2018.06.039] [Citation(s) in RCA: 370] [Impact Index Per Article: 61.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Revised: 06/11/2018] [Accepted: 06/21/2018] [Indexed: 01/01/2023]
Abstract
While mutations affecting protein-coding regions have been examined across many cancers, structural variants at the genome-wide level are still poorly defined. Through integrative deep whole-genome and -transcriptome analysis of 101 castration-resistant prostate cancer metastases (109X tumor/38X normal coverage), we identified structural variants altering critical regulators of tumorigenesis and progression not detectable by exome approaches. Notably, we observed amplification of an intergenic enhancer region 624 kb upstream of the androgen receptor (AR) in 81% of patients, correlating with increased AR expression. Tandem duplication hotspots also occur near MYC, in lncRNAs associated with post-translational MYC regulation. Classes of structural variations were linked to distinct DNA repair deficiencies, suggesting their etiology, including associations of CDK12 mutation with tandem duplications, TP53 inactivation with inverted rearrangements and chromothripsis, and BRCA2 inactivation with deletions. Together, these observations provide a comprehensive view of how structural variations affect critical regulators in metastatic prostate cancer.
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Affiliation(s)
- David A Quigley
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, CA, USA; Department of Epidemiology and Biostatistics, UCSF, San Francisco, CA, USA
| | - Ha X Dang
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA; Department of Internal Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Shuang G Zhao
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | - Paul Lloyd
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Rahul Aggarwal
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Joshi J Alumkal
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA; Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
| | - Adam Foye
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Vishal Kothari
- Department of Radiation Oncology, UCSF, San Francisco, CA, USA
| | - Marc D Perry
- Department of Radiation Oncology, UCSF, San Francisco, CA, USA
| | - Adina M Bailey
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Denise Playdle
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | | | - Li Zhang
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Jin Zhang
- Cancer Biology Division, Department of Radiation Oncology, Washington University in St. Louis, MO USA; Institute for Informatics (I(2)), Washington University in St. Louis, MO
| | - Jack F Youngren
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Marcin P Cieslik
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA; Michigan Center for Translational Pathology, Ann Arbor, MI, USA
| | - Abhijit Parolia
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA; Michigan Center for Translational Pathology, Ann Arbor, MI, USA
| | - Tomasz M Beer
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA
| | - George Thomas
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR, USA; Department of Pathology, Oregon Health and Science University, Portland, OR, USA
| | - Kim N Chi
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada; British Columbia Cancer Agency, Vancouver Centre, Vancouver, BC, Canada
| | - Martin Gleave
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Nathan A Lack
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Amina Zoubeidi
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Robert E Reiter
- Jonsson Comprehensive Cancer Center, Department of Urology, UCLA, Los Angeles, CA, USA; VA Greater Los Angeles Healthcare System, Department of Medicine, Los Angeles, CA, USA
| | - Matthew B Rettig
- Jonsson Comprehensive Cancer Center, Department of Urology, UCLA, Los Angeles, CA, USA
| | - Owen Witte
- Department of Microbiology, Immunology, and Molecular Genetics at the David Geffen School of Medicine, UCLA, Los Angeles, CA, USA
| | - Charles J Ryan
- Division of Hematology, Oncology, and Transplant, Department of Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Lawrence Fong
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Won Kim
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Terence Friedlander
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Jonathan Chou
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Haolong Li
- Department of Radiation Oncology, UCSF, San Francisco, CA, USA
| | - Rajdeep Das
- Department of Radiation Oncology, UCSF, San Francisco, CA, USA
| | - Hui Li
- Department of Radiation Oncology, UCSF, San Francisco, CA, USA
| | | | - Hani Goodarzi
- Department of Biophysics and Biochemistry, UCSF, San Francisco, CA, USA; Department of Urology, UCSF, San Francisco, CA, USA
| | - Luke A Gilbert
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, CA, USA; Department of Urology, UCSF, San Francisco, CA, USA
| | - Primo N Lara
- Division of Hematology Oncology, Department of Internal Medicine, University of California Davis, Sacramento, CA, USA; Comprehensive Cancer Center, University of California Davis, Sacramento, CA, USA
| | - Christopher P Evans
- Comprehensive Cancer Center, University of California Davis, Sacramento, CA, USA; Department of Urologic Surgery, University of California Davis, Sacramento, CA, USA
| | - Theodore C Goldstein
- Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA; UC Sant Cruz Genome Institute and Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - Joshua M Stuart
- UC Sant Cruz Genome Institute and Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - Scott A Tomlins
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA; Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Daniel E Spratt
- Department of Radiation Oncology, University of Michigan, Ann Arbor, MI, USA
| | | | | | | | | | | | | | | | | | | | | | - Karen E Knudsen
- Department of Cancer Biology, Thomas Jefferson University, Philadelphia, PA, USA
| | - Housheng H He
- Princess Margaret Cancer Centre/University Health Network, Toronto, ON, Canada
| | - Jiaoti Huang
- Department of Pathology, Duke University, Durham, NC, USA
| | - Alexander W Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Scott M Dehm
- Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA; Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Alan Ashworth
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, CA, USA; Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA
| | - Arul M Chinnaiyan
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA; Michigan Center for Translational Pathology, Ann Arbor, MI, USA; Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA; Howard Hughes Medical Institute, University of Michigan Medical School, Ann Arbor, MI, USA; Department of Urology, University of Michigan, Ann Arbor, MI, USA; Rogel Cancer Center, University of Michigan Medical School, Ann Arbor, MI, USA.
| | - Christopher A Maher
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA; Department of Internal Medicine, Washington University in St. Louis, St. Louis, MO, USA.
| | - Eric J Small
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, CA, USA; Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA.
| | - Felix Y Feng
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, CA, USA; Division of Hematology and Oncology, Department of Medicine, UCSF, San Francisco, CA, USA; Department of Radiation Oncology, UCSF, San Francisco, CA, USA; Department of Urology, UCSF, San Francisco, CA, USA.
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Aggarwal R, Huang J, Alumkal JJ, Zhang L, Feng FY, Thomas GV, Weinstein AS, Friedl V, Zhang C, Witte ON, Lloyd P, Gleave M, Evans CP, Youngren J, Beer TM, Rettig M, Wong CK, True L, Foye A, Playdle D, Ryan CJ, Lara P, Chi KN, Uzunangelov V, Sokolov A, Newton Y, Beltran H, Demichelis F, Rubin MA, Stuart JM, Small EJ. Clinical and Genomic Characterization of Treatment-Emergent Small-Cell Neuroendocrine Prostate Cancer: A Multi-institutional Prospective Study. J Clin Oncol 2018; 36:2492-2503. [PMID: 29985747 DOI: 10.1200/jco.2017.77.6880] [Citation(s) in RCA: 423] [Impact Index Per Article: 70.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Purpose The prevalence and features of treatment-emergent small-cell neuroendocrine prostate cancer (t-SCNC) are not well characterized in the era of modern androgen receptor (AR)-targeting therapy. We sought to characterize the clinical and genomic features of t-SCNC in a multi-institutional prospective study. Methods Patients with progressive, metastatic castration-resistant prostate cancer (mCRPC) underwent metastatic tumor biopsy and were followed for survival. Metastatic biopsy specimens underwent independent, blinded pathology review along with RNA/DNA sequencing. Results A total of 202 consecutive patients were enrolled. One hundred forty-eight (73%) had prior disease progression on abiraterone and/or enzalutamide. The biopsy evaluable rate was 79%. The overall incidence of t-SCNC detection was 17%. AR amplification and protein expression were present in 67% and 75%, respectively, of t-SCNC biopsy specimens. t-SCNC was detected at similar proportions in bone, node, and visceral organ biopsy specimens. Genomic alterations in the DNA repair pathway were nearly mutually exclusive with t-SCNC differentiation ( P = .035). Detection of t-SCNC was associated with shortened overall survival among patients with prior AR-targeting therapy for mCRPC (hazard ratio, 2.02; 95% CI, 1.07 to 3.82). Unsupervised hierarchical clustering of the transcriptome identified a small-cell-like cluster that further enriched for adverse survival outcomes (hazard ratio, 3.00; 95% CI, 1.25 to 7.19). A t-SCNC transcriptional signature was developed and validated in multiple external data sets with > 90% accuracy. Multiple transcriptional regulators of t-SCNC were identified, including the pancreatic neuroendocrine marker PDX1. Conclusion t-SCNC is present in nearly one fifth of patients with mCRPC and is associated with shortened survival. The near-mutual exclusivity with DNA repair alterations suggests t-SCNC may be a distinct subset of mCRPC. Transcriptional profiling facilitates the identification of t-SCNC and novel therapeutic targets.
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Affiliation(s)
- Rahul Aggarwal
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Jiaoti Huang
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Joshi J Alumkal
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Li Zhang
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Felix Y Feng
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - George V Thomas
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Alana S Weinstein
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Verena Friedl
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Can Zhang
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Owen N Witte
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Paul Lloyd
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Martin Gleave
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Christopher P Evans
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Jack Youngren
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Tomasz M Beer
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Matthew Rettig
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Christopher K Wong
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Lawrence True
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Adam Foye
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Denise Playdle
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Charles J Ryan
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Primo Lara
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Kim N Chi
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Vlado Uzunangelov
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Artem Sokolov
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Yulia Newton
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Himisha Beltran
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Francesca Demichelis
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Mark A Rubin
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Joshua M Stuart
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
| | - Eric J Small
- Rahul Aggarwal, Li Zhang, Felix Y. Feng, Paul Lloyd, Jack Youngren, Adam Foye, Denise Playdle, Charles J. Ryan, and Eric J. Small, University of California San Francisco, San Francisco; Alana S. Weinstein, Verena Friedl, Can Zhang, Christopher K. Wong, Vlado Uzunangelov, Artem Sokolov, Yulia Newton, and Joshua M. Stuart, University of California Santa Cruz, Santa Cruz; Owen N. Witte and Matthew Rettig, University of California Los Angeles, Los Angeles; Christopher P. Evans and Primo Lara, University of California Davis, Davis, CA; Jiaoti Huang, Duke University, Durham, NC; Joshi J. Alumkal, George V. Thomas, and Tomasz M. Beer, Oregon Health Sciences University, Portland, OR; Martin Gleave and Kim N. Chi, University of British Columbia, Vancouver, British Columbia, Canada; Lawrence True, University of Washington, Seattle, WA; Himisha Beltran and Mark A. Rubin, Weill Cornell Medicine, New York, NY; and Francesca Demichelis, University of Trento, Trento, Italy
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17
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Aggarwal RR, Lloyd P, Huang J, Beer TM, Zhang L, Thomas GV, True LD, Alumkal JJ, Friedl V, Weinstein A, Reiter RE, Rettig M, Lara P, Gleave M, Foye A, Playdle D, Feng FY, Chi KN, Stuart J, Small EJ. DNA repair mutations and treatment-emergent small cell neuroendocrine prostate cancer (t-SCNC) as hallmarks of distinct subgroups of metastatic castration resistant prostate cancer (mCRPC): Data from the West Coast Prostate Cancer Dream Team. J Clin Oncol 2018. [DOI: 10.1200/jco.2018.36.15_suppl.5039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Rahul Raj Aggarwal
- UC San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Paul Lloyd
- University of California San Francisco, San Francisco, CA
| | | | - Tomasz M. Beer
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR
| | - Li Zhang
- University of California San Francisco, San Francisco, CA
| | | | | | | | | | | | | | - Matthew Rettig
- UCLA Jonsson Comprehensive Cancer Center, Los Angeles, CA
| | - Primo Lara
- University of California, Davis, Sacramento, CA
| | - Martin Gleave
- Vancouver Prostate Centre, University of British Columbia, Vancouver, BC, Canada
| | - Adam Foye
- University of California San Francisco, San Francisco, CA
| | - Denise Playdle
- University of California San Francisco, San Francisco, CA
| | - Felix Y Feng
- University of California San Francisco, San Francisco, CA
| | - Kim N. Chi
- British Columbia Cancer Agency - Vancouver Centre, Vancouver, BC, Canada
| | - Josh Stuart
- University of California, Santa Cruz, Santa Cruz, CA
| | - Eric Jay Small
- University of California San Francisco, San Francisco, CA
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18
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Urbanucci A, Barfeld SJ, Kytölä V, Itkonen HM, Coleman IM, Vodák D, Sjöblom L, Sheng X, Tolonen T, Minner S, Burdelski C, Kivinummi KK, Kohvakka A, Kregel S, Takhar M, Alshalalfa M, Davicioni E, Erho N, Lloyd P, Karnes RJ, Ross AE, Schaeffer EM, Vander Griend DJ, Knapp S, Corey E, Feng FY, Nelson PS, Saatcioglu F, Knudsen KE, Tammela TLJ, Sauter G, Schlomm T, Nykter M, Visakorpi T, Mills IG. Androgen Receptor Deregulation Drives Bromodomain-Mediated Chromatin Alterations in Prostate Cancer. Cell Rep 2018; 19:2045-2059. [PMID: 28591577 DOI: 10.1016/j.celrep.2017.05.049] [Citation(s) in RCA: 79] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2016] [Revised: 04/01/2017] [Accepted: 05/12/2017] [Indexed: 12/17/2022] Open
Abstract
Global changes in chromatin accessibility may drive cancer progression by reprogramming transcription factor (TF) binding. In addition, histone acetylation readers such as bromodomain-containing protein 4 (BRD4) have been shown to associate with these TFs and contribute to aggressive cancers including prostate cancer (PC). Here, we show that chromatin accessibility defines castration-resistant prostate cancer (CRPC). We show that the deregulation of androgen receptor (AR) expression is a driver of chromatin relaxation and that AR/androgen-regulated bromodomain-containing proteins (BRDs) mediate this effect. We also report that BRDs are overexpressed in CRPCs and that ATAD2 and BRD2 have prognostic value. Finally, we developed gene stratification signature (BROMO-10) for bromodomain response and PC prognostication, to inform current and future trials with drugs targeting these processes. Our findings provide a compelling rational for combination therapy targeting bromodomains in selected patients in which BRD-mediated TF binding is enhanced or modified as cancer progresses.
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Affiliation(s)
- Alfonso Urbanucci
- Centre for Molecular Medicine Norway, Nordic European Molecular Biology Laboratory Partnership, Forskningsparken, University of Oslo, 21 0349 Oslo, Norway; Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, 0424 Oslo, Norway.
| | - Stefan J Barfeld
- Centre for Molecular Medicine Norway, Nordic European Molecular Biology Laboratory Partnership, Forskningsparken, University of Oslo, 21 0349 Oslo, Norway
| | - Ville Kytölä
- Prostate Cancer Research Center, Institute of Biosciences and Medical Technology (BioMediTech), University of Tampere and Tampere University of Technology, 33520 Tampere, Finland
| | - Harri M Itkonen
- Centre for Molecular Medicine Norway, Nordic European Molecular Biology Laboratory Partnership, Forskningsparken, University of Oslo, 21 0349 Oslo, Norway
| | - Ilsa M Coleman
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | - Daniel Vodák
- Department of Tumor Biology, Institute for Cancer Research, The Norwegian Radium Hospital, Oslo University Hospital, 0424 Oslo, Norway
| | - Liisa Sjöblom
- Prostate Cancer Research Center, Institute of Biosciences and Medical Technology (BioMediTech), University of Tampere and Fimlab Laboratories, Tampere University Hospital, 33520 Tampere, Finland
| | - Xia Sheng
- Department of Biosciences, University of Oslo, 0316 Oslo, Norway
| | - Teemu Tolonen
- Department of Pathology, Fimlab Laboratories, Tampere University Hospital, 33520 Tampere, Finland
| | - Sarah Minner
- University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany
| | - Christoph Burdelski
- General, Visceral and Thoracic Surgery Department and Clinic, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, Germany
| | - Kati K Kivinummi
- Prostate Cancer Research Center, Institute of Biosciences and Medical Technology (BioMediTech), University of Tampere and Tampere University of Technology, 33520 Tampere, Finland
| | - Annika Kohvakka
- Prostate Cancer Research Center, Institute of Biosciences and Medical Technology (BioMediTech), University of Tampere and Fimlab Laboratories, Tampere University Hospital, 33520 Tampere, Finland
| | - Steven Kregel
- Department of Surgery - Section of Urology, University of Chicago, Chicago, IL 60637, USA; Michigan Center for Translational Pathology, University of Michigan, Ann Arbor, MI 48109-0940, USA
| | - Mandeep Takhar
- Research and Development, GenomeDx Biosciences, Vancouver, BC V6B 1B8, Canada
| | - Mohammed Alshalalfa
- Research and Development, GenomeDx Biosciences, Vancouver, BC V6B 1B8, Canada
| | - Elai Davicioni
- Research and Development, GenomeDx Biosciences, Vancouver, BC V6B 1B8, Canada
| | - Nicholas Erho
- Research and Development, GenomeDx Biosciences, Vancouver, BC V6B 1B8, Canada
| | - Paul Lloyd
- Department of Medicine, University of California at San Francisco, San Francisco, CA 94143-0410, USA; Helen Diller Comprehensive Cancer Center, University of California, San Francisco, CA 94143-0981, USA
| | | | - Ashley E Ross
- Brady Urological Institute, Johns Hopkins Medical Institute, Baltimore, MD 21287, USA
| | - Edward M Schaeffer
- Department of Urology, Northwestern University, Feinberg School of Medicine, 303 East Chicago Avenue, Tarry 16-703, Chicago, IL 60611-3008, USA
| | - Donald J Vander Griend
- Department of Surgery - Section of Urology, University of Chicago, Chicago, IL 60637, USA
| | - Stefan Knapp
- Nuffield Department of Clinical Medicine, University of Oxford, Old Road Campus, Roosevelt Drive, Oxford OX3 7DQ, UK; Institute for Pharmaceutical Chemistry, Goethe-University Frankfurt, Campus Riedberg, Max-von Laue Strasse 9, 60438 Frankfurt am Main, Germany
| | - Eva Corey
- Department of Urology, University of Washington, Seattle, WA 98195, USA
| | - Felix Y Feng
- Department of Medicine, University of California at San Francisco, San Francisco, CA 94143-0410, USA; Helen Diller Comprehensive Cancer Center, University of California, San Francisco, CA 94143-0981, USA; Department of Radiation Oncology, University of California, San Francisco, San Francisco, CA 94115, USA
| | - Peter S Nelson
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Urology, University of Washington, Seattle, WA 98195, USA; Department of Pathology, University of Washington, Seattle, WA 98195, USA
| | - Fahri Saatcioglu
- Department of Biosciences, University of Oslo, 0316 Oslo, Norway; Institute for Cancer Genetics and Informatics, Oslo University Hospital, 0424 Oslo, Norway
| | - Karen E Knudsen
- Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, PA 19107, USA
| | - Teuvo L J Tammela
- Prostate Cancer Research Center and Department of Urology, University of Tampere and Tampere University Hospital, 33014 Tampere, Finland
| | - Guido Sauter
- University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany
| | - Thorsten Schlomm
- Martini-Clinic, Prostate Cancer Center, University Medical Center Hamburg-Eppendorf, Hamburg 20095, Germany
| | - Matti Nykter
- Prostate Cancer Research Center, Institute of Biosciences and Medical Technology (BioMediTech), University of Tampere and Tampere University of Technology, 33520 Tampere, Finland
| | - Tapio Visakorpi
- Prostate Cancer Research Center, Institute of Biosciences and Medical Technology (BioMediTech), University of Tampere and Fimlab Laboratories, Tampere University Hospital, 33520 Tampere, Finland
| | - Ian G Mills
- Centre for Molecular Medicine Norway, Nordic European Molecular Biology Laboratory Partnership, Forskningsparken, University of Oslo, 21 0349 Oslo, Norway; Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital, 0424 Oslo, Norway; PCUK Movember Centre of Excellence, CCRCB, Queen's University, Belfast BT7 1NN, Northern Ireland, UK.
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19
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Abstract
An investigation is reported into pausing and grouping during the serial learning of letter strings, when presented randomly by length and when presented in ascending order. Mean pause times for the reading and recall of longer lists were significantly greater than for lists of shorter span due to extended pausing at specific list positions. In general, reading rhythms were duplicated during recall. Subjects were highly consistent in maintaining their level of pause duration across lists and responded to additions in list length by increasing their number of groups, not by increasing group size. Triadic sequences were the most popular form of spontaneous organization. Pausing measures are discussed as indices of organizational strategies.
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Affiliation(s)
| | | | - I. Simpson
- Department of Psychology, University of Dundee
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20
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Wyatt AW, Annala M, Aggarwal R, Beja K, Feng F, Youngren J, Foye A, Lloyd P, Nykter M, Beer TM, Alumkal JJ, Thomas GV, Reiter RE, Rettig MB, Evans CP, Gao AC, Chi KN, Small EJ, Gleave ME. Concordance of Circulating Tumor DNA and Matched Metastatic Tissue Biopsy in Prostate Cancer. J Natl Cancer Inst 2017; 109:3902934. [PMID: 29206995 DOI: 10.1093/jnci/djx118] [Citation(s) in RCA: 256] [Impact Index Per Article: 36.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2017] [Accepted: 05/05/2017] [Indexed: 12/14/2022] Open
Abstract
Background Real-time knowledge of the somatic genome can influence management of patients with metastatic castration-resistant prostate cancer (mCRPC). While routine metastatic tissue biopsy is challenging in mCRPC, plasma circulating tumor DNA (ctDNA) has emerged as a minimally invasive tool to sample the tumor genome. However, no systematic comparisons of matched "liquid" and "solid" biopsies have been performed that would enable ctDNA profiling to replace the need for direct tissue sampling. Methods We performed targeted sequencing across 72 clinically relevant genes in 45 plasma cell-free DNA (cfDNA) samples collected at time of metastatic tissue biopsy. We compared ctDNA alterations with exome sequencing data generated from matched tissue and quantified the concordance of mutations and copy number alterations using the Fisher exact test and Pearson correlations. Results Seventy-five point six percent of cfDNA samples had a ctDNA proportion greater than 2% of total cfDNA. In these patients, all somatic mutations identified in matched metastatic tissue biopsies were concurrently present in ctDNA. Furthermore, the hierarchy of variant allele fractions for shared mutations was remarkably similar between ctDNA and tissue. Copy number profiles between matched liquid and solid biopsy were highly correlated, and individual copy number calls in clinically actionable genes were 88.9% concordant. Detected alterations included AR amplifications in 22 (64.7%) samples, SPOP mutations in three (8.8%) samples, and inactivating alterations in tumor suppressors TP53 , PTEN , RB1 , APC , CDKN1B , BRCA2 , and PIK3R1 . In several patients, ctDNA sequencing revealed robust changes not present in paired solid biopsy, including clinically relevant alterations in the AR, WNT, and PI3K pathways. Conclusions Our study shows that, in the majority of patients, a ctDNA assay is sufficient to identify all driver DNA alterations present in matched metastatic tissue and supports development of DNA biomarkers to guide mCRPC patient management based on ctDNA alone.
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Affiliation(s)
- Alexander W Wyatt
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Matti Annala
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Rahul Aggarwal
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Kevin Beja
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Felix Feng
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Jack Youngren
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Adam Foye
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Paul Lloyd
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Matti Nykter
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Tomasz M Beer
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Joshi J Alumkal
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - George V Thomas
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Robert E Reiter
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Matthew B Rettig
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Christopher P Evans
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Allen C Gao
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Kim N Chi
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Eric J Small
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
| | - Martin E Gleave
- Department of Urologic Sciences, Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada; Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland; Department of Medicine and Department of Radiation Oncology, UCSF Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA; Oregon Health and Science University (OHSU) Knight Cancer Institute, Portland, OR; Department of Urology, University of California, Davis, School of Medicine, Sacremento, CA; Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, Canada
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21
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Lloyd P, Theophilidou E, Newcombe RG, Pugh L, Goyal A. Axillary tumour burden in women with a fine-needle aspiration/core biopsy-proven positive node on ultrasonography compared to women with a positive sentinel node. Br J Surg 2017; 104:1811-1815. [DOI: 10.1002/bjs.10661] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Revised: 01/27/2017] [Accepted: 06/30/2017] [Indexed: 11/09/2022]
Abstract
Abstract
Background
The sensitivity of axillary ultrasonography (AUS) has increased in recent years, enabling detection of even low-volume axillary nodal metastases. The aim here was to evaluate the axillary tumour burden in women with a fine-needle aspiration/core biopsy-proven positive node on AUS and in those with a positive sentinel node biopsy (SNB).
Methods
This retrospective cohort study included all patients with early breast cancer who had AUS and axillary lymph node dissection (ALND) between 2011 and 2014.
Results
A total of 332 patients who had ALND were eligible for the study, 191 (57·5 per cent) in the AUS-positive group and 141 (42·5 per cent) in the SNB-positive group. Patients in the AUS-positive group were older at diagnosis (P = 0·018), more likely to have larger tumours (P = 0·002), higher tumour grade (P = 0·005), positive human epidermal growth factor 2 status (P = 0·015), and negative oestrogen receptor status (P < 0·001). The AUS-positive group also had a larger number of lymph nodes with macrometastases (P < 0·001) and were more likely to have extranodal invasion (P < 0·001). In the AUS-positive group, 40·3 per cent of patients (77 of 191) had only one or two nodes with macrometastases identified at histology after ALND. Tumour size no larger than 20 mm, invasive ductal or lobular histology and breast-conserving surgery were associated with the presence of two or fewer macrometastases at ALND. Only tumour size and tumour histology remained significant in multiple logistic regression analysis.
Conclusion
Patients with AUS-detected metastases had a higher axillary tumour burden than those with SNB-detected metastases. Around 40 per cent of patients with AUS-detected nodal disease had one or two nodes with macrometastases and were thus overtreated by ALND.
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Affiliation(s)
- P Lloyd
- Department of Surgery, Royal Derby Hospital, Derby, UK
| | | | - R G Newcombe
- Department of Primary Care and Public Health, Cardiff University, Cardiff, UK
| | - L Pugh
- Department of Surgery, Royal Derby Hospital, Derby, UK
| | - A Goyal
- Department of Surgery, Royal Derby Hospital, Derby, UK
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22
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Quigley D, Alumkal JJ, Wyatt AW, Kothari V, Foye A, Lloyd P, Aggarwal R, Kim W, Lu E, Schwartzman J, Beja K, Annala M, Das R, Diolaiti M, Pritchard C, Thomas G, Tomlins S, Knudsen K, Lord CJ, Ryan C, Youngren J, Beer TM, Ashworth A, Small EJ, Feng FY. Analysis of Circulating Cell-Free DNA Identifies Multiclonal Heterogeneity of BRCA2 Reversion Mutations Associated with Resistance to PARP Inhibitors. Cancer Discov 2017; 7:999-1005. [PMID: 28450426 PMCID: PMC5581695 DOI: 10.1158/2159-8290.cd-17-0146] [Citation(s) in RCA: 205] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Revised: 03/22/2017] [Accepted: 04/26/2017] [Indexed: 12/12/2022]
Abstract
Approximately 20% of metastatic prostate cancers harbor mutations in genes required for DNA repair by homologous recombination repair (HRR) such as BRCA2 HRR defects confer synthetic lethality to PARP inhibitors (PARPi) such as olaparib and talazoparib. In ovarian or breast cancers, olaparib resistance has been associated with HRR restoration, including by BRCA2 mutation reversion. Whether similar mechanisms operate in prostate cancer, and could be detected in liquid biopsies, is unclear. Here, we identify BRCA2 reversion mutations associated with olaparib and talazoparib resistance in patients with prostate cancer. Analysis of circulating cell-free DNA (cfDNA) reveals reversion mutation heterogeneity not discernable from a single solid-tumor biopsy and potentially allows monitoring for the emergence of PARPi resistance.Significance: The mechanisms of clinical resistance to PARPi in DNA repair-deficient prostate cancer have not been described. Here, we show BRCA2 reversion mutations in patients with prostate cancer with metastatic disease who developed resistance to talazoparib and olaparib. Furthermore, we show that PARPi resistance is highly multiclonal and that cfDNA allows monitoring for PARPi resistance. Cancer Discov; 7(9); 999-1005. ©2017 AACR.See related commentary by Domchek, p. 937See related article by Kondrashova et al., p. 984See related article by Goodall et al., p. 1006This article is highlighted in the In This Issue feature, p. 920.
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Affiliation(s)
- David Quigley
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Department of Epidemiology and Biostatistics, UCSF, San Francisco, California
| | - Joshi J Alumkal
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, Oregon
| | - Alexander W Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, British Columbia, Canada
| | - Vishal Kothari
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Department of Radiation Oncology, UCSF, San Francisco, California
| | - Adam Foye
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Paul Lloyd
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Rahul Aggarwal
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Won Kim
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Eric Lu
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Jacob Schwartzman
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Kevin Beja
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, British Columbia, Canada
| | - Matti Annala
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, British Columbia, Canada
- Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland
| | - Rajdeep Das
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Department of Radiation Oncology, UCSF, San Francisco, California
| | - Morgan Diolaiti
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
| | - Colin Pritchard
- Department of Laboratory Medicine, University of Washington, Seattle, Washington
| | - George Thomas
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
- Department of Pathology, Oregon Health & Science University, Portland, Oregon
| | - Scott Tomlins
- Department of Pathology, University of Michigan School of Medicine, Ann Arbor, Michigan
| | - Karen Knudsen
- Department of Cancer Biology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Christopher J Lord
- The CRUK Gene Function Laboratory and Breast Cancer Now Research Centre, The Institute of Cancer Research, London, United Kingdom
| | - Charles Ryan
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Jack Youngren
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
- Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Tomasz M Beer
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Alan Ashworth
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.
- Department of Medicine, UCSF, San Francisco, California
| | - Eric J Small
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.
- Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Felix Y Feng
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.
- Department of Radiation Oncology, UCSF, San Francisco, California
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23
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Quigley D, Alumkal JJ, Wyatt AW, Kothari V, Foye A, Lloyd P, Aggarwal R, Kim W, Lu E, Schwartzman J, Beja K, Annala M, Das R, Diolaiti M, Pritchard C, Thomas G, Tomlins S, Knudsen K, Lord CJ, Ryan C, Youngren J, Beer TM, Ashworth A, Small EJ, Feng FY. Analysis of Circulating Cell-Free DNA Identifies Multiclonal Heterogeneity of BRCA2 Reversion Mutations Associated with Resistance to PARP Inhibitors. Cancer Discov 2017. [PMID: 28450426 DOI: 10.1158/2159-8290.cd-17-0146] [] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Approximately 20% of metastatic prostate cancers harbor mutations in genes required for DNA repair by homologous recombination repair (HRR) such as BRCA2 HRR defects confer synthetic lethality to PARP inhibitors (PARPi) such as olaparib and talazoparib. In ovarian or breast cancers, olaparib resistance has been associated with HRR restoration, including by BRCA2 mutation reversion. Whether similar mechanisms operate in prostate cancer, and could be detected in liquid biopsies, is unclear. Here, we identify BRCA2 reversion mutations associated with olaparib and talazoparib resistance in patients with prostate cancer. Analysis of circulating cell-free DNA (cfDNA) reveals reversion mutation heterogeneity not discernable from a single solid-tumor biopsy and potentially allows monitoring for the emergence of PARPi resistance.Significance: The mechanisms of clinical resistance to PARPi in DNA repair-deficient prostate cancer have not been described. Here, we show BRCA2 reversion mutations in patients with prostate cancer with metastatic disease who developed resistance to talazoparib and olaparib. Furthermore, we show that PARPi resistance is highly multiclonal and that cfDNA allows monitoring for PARPi resistance. Cancer Discov; 7(9); 999-1005. ©2017 AACR.See related commentary by Domchek, p. 937See related article by Kondrashova et al., p. 984See related article by Goodall et al., p. 1006This article is highlighted in the In This Issue feature, p. 920.
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Affiliation(s)
- David Quigley
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Department of Epidemiology and Biostatistics, UCSF, San Francisco, California
| | - Joshi J Alumkal
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon.,Department of Molecular and Medical Genetics, Oregon Health & Science University, Portland, Oregon
| | - Alexander W Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, British Columbia, Canada
| | - Vishal Kothari
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Department of Radiation Oncology, UCSF, San Francisco, California
| | - Adam Foye
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Paul Lloyd
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Rahul Aggarwal
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Won Kim
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Eric Lu
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Jacob Schwartzman
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Kevin Beja
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, British Columbia, Canada
| | - Matti Annala
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, British Columbia, Canada.,Institute of Biosciences and Medical Technology, University of Tampere, Tampere, Finland
| | - Rajdeep Das
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Department of Radiation Oncology, UCSF, San Francisco, California
| | - Morgan Diolaiti
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California
| | - Colin Pritchard
- Department of Laboratory Medicine, University of Washington, Seattle, Washington
| | - George Thomas
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon.,Department of Pathology, Oregon Health & Science University, Portland, Oregon
| | - Scott Tomlins
- Department of Pathology, University of Michigan School of Medicine, Ann Arbor, Michigan
| | - Karen Knudsen
- Department of Cancer Biology, Sidney Kimmel Cancer Center, Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Christopher J Lord
- The CRUK Gene Function Laboratory and Breast Cancer Now Research Centre, The Institute of Cancer Research, London, United Kingdom
| | - Charles Ryan
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Jack Youngren
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California.,Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Tomasz M Beer
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon
| | - Alan Ashworth
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California. .,Department of Medicine, UCSF, San Francisco, California
| | - Eric J Small
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California. .,Division of Hematology and Oncology, UCSF, San Francisco, California
| | - Felix Y Feng
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco (UCSF), San Francisco, California. .,Department of Radiation Oncology, UCSF, San Francisco, California
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24
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Reich K, Blauvelt A, Armstrong A, Langley RG, Fox T, Huang J, Papavassilis C, Liang E, Lloyd P, Bruin G. Secukinumab, a fully human anti-interleukin-17A monoclonal antibody, exhibits minimal immunogenicity in patients with moderate-to-severe plaque psoriasis. Br J Dermatol 2016; 176:752-758. [PMID: 27518376 DOI: 10.1111/bjd.14965] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/05/2016] [Indexed: 12/20/2022]
Abstract
BACKGROUND The proinflammatory cytokine interleukin (IL)-17A plays a pivotal role in psoriasis pathogenesis. Secukinumab, a fully human monoclonal antibody (mAb) that selectively targets IL-17A, has been demonstrated to be highly efficacious for the treatment of moderate-to-severe psoriasis, starting at early time points, with a sustained effect and a favourable safety profile. mAb therapies may be associated with production of antidrug antibodies (ADAs) that can affect drug pharmacokinetics, diminish response or cause hypersensitivity reactions. OBJECTIVES To investigate the immunogenicity of secukinumab across six phase III clinical trials in which patients with plaque psoriasis were treated with secukinumab for up to 52 weeks and additionally followed up at week 60. METHODS Immunogenicity in patients with plaque psoriasis exposed to secukinumab was evaluated at baseline and at weeks 12, 24, 52 and 60. Treatment-emergent (TE)-ADAs were defined as a positive ADA signal detected in post-treatment samples from patients with a negative baseline signal. Confirmed positive samples were further analysed for their drug-neutralizing potential. RESULTS Among 2842 patients receiving secukinumab and evaluated for ADAs, 11 (0·4%) developed TE-ADAs. Associations between TE-ADAs and secukinumab dose, frequency or mode of administration were not observed. Neutralizing antibodies were detected in three of nine evaluable patients with TE-ADAs. CONCLUSIONS Secukinumab immunogenicity was low, as shown by TE-ADA detection in only 11 of 2842 (0·4%) patients with moderate-to-severe plaque psoriasis treated with secukinumab. All but one of the patients with TE-ADAs were biologic naive. Neither TE-ADAs nor neutralizing antibodies were associated with loss of secukinumab efficacy or issues of clinical concern.
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Affiliation(s)
- K Reich
- Dermatologikum Hamburg and SCIderm Research Institute, Hamburg, Germany
| | - A Blauvelt
- Oregon Medical Research Center, Portland, OR, U.S.A
| | - A Armstrong
- University of Southern California, Los Angeles, CA, U.S.A
| | | | - T Fox
- Novartis Pharma AG, Basel, Switzerland
| | - J Huang
- Novartis Pharmaceuticals Corporation, East Hanover, NJ, U.S.A
| | | | - E Liang
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - P Lloyd
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - G Bruin
- Novartis Institutes for Biomedical Research, Basel, Switzerland
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25
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Dudal S, Subramanian K, Flandre T, Law WS, Lowe PJ, Skerjanec A, Genin JC, Duval M, Piequet A, Cordier A, Jarai G, Van Heeke G, Taplin S, Krantz C, Jones S, Warren AP, Brennan FR, Sims J, Lloyd P. Integrated pharmacokinetic, pharmacodynamic and immunogenicity profiling of an anti-CCL21 monoclonal antibody in cynomolgus monkeys. MAbs 2016; 7:829-37. [PMID: 26230385 DOI: 10.1080/19420862.2015.1060384] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
QBP359 is an IgG1 human monoclonal antibody that binds with high affinity to human CCL21, a chemokine hypothesized to play a role in inflammatory disease conditions through activation of resident CCR7-expressing fibroblasts/myofibroblasts. The pharmacokinetics (PK) and pharmacodynamics (PD) of QBP359 in non-human primates were characterized through an integrated approach, combining PK, PD, immunogenicity, immunohistochemistry (IHC) and tissue profiling data from single- and multiple-dose experiments in cynomolgus monkeys. When compared with regular immunoglobulin typical kinetics, faster drug clearance was observed in serum following intravenous administration of 10 mg/kg and 50 mg/kg of QBP359. We have shown by means of PK/PD modeling that clearance of mAb-ligand complex is the most likely explanation for the rapid clearance of QBP359 in cynomolgus monkey. IHC and liquid chromatography mass spectrometry data suggested a high turnover and synthesis rate of CCL21 in tissues. Although lymphoid tissue was expected to accumulate drug due to the high levels of CCL21 present, bioavailability following subcutaneous administration in monkeys was 52%. In human disease states, where CCL21 expression is believed to be expressed at 10-fold higher concentrations compared with cynomolgus monkeys, the PK/PD model of QBP359 and its binding to CCL21 suggested that very large doses requiring frequent administration of mAb would be required to maintain suppression of CCL21 in the clinical setting. This highlights the difficulty in targeting soluble proteins with high synthesis rates.
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Affiliation(s)
- S Dudal
- a F. Hoffmann-La Roche Ltd. ; Basel , Switzerland
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26
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Ricketts S, Blackwell J, Lloyd P, Lund J, Tierney G. Using the 5F's as a diagnostic aid for gallstone disease. Int J Surg 2015. [DOI: 10.1016/j.ijsu.2015.07.500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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27
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McCrum C, McGowan J, Stenner P, Cross V, Defever E, Lloyd P, Poole R, Moore A. Self-management in chronic low back pain: understanding differing viewpoints held by patients and healthcare providers to improve communication. Physiotherapy 2015. [DOI: 10.1016/j.physio.2015.03.1897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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28
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Keller VDJ, Lloyd P, Terry JA, Williams RJ. Impact of climate change and population growth on a risk assessment for endocrine disruption in fish due to steroid estrogens in England and Wales. Environ Pollut 2015; 197:262-268. [PMID: 25440503 DOI: 10.1016/j.envpol.2014.11.017] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2014] [Revised: 11/10/2014] [Accepted: 11/13/2014] [Indexed: 06/04/2023]
Abstract
In England and Wales, steroid estrogens: estrone, estradiol and ethinylestradiol have previously been identified as the main chemicals causing endocrine disruption in male fish. A national risk assessment is already available for intersex in fish arising from estrogens under current flow conditions. This study presents, to our knowledge, the first set of national catchment-based risk assessments for steroid estrogen under future scenarios. The river flows and temperatures were perturbed using three climate change scenarios (ranging from relatively dry to wet). The effects of demographic changes on estrogen consumption and human population served by sewage treatment works were also included. Compared to the current situation, the results indicated increased future risk:the percentage of high risk category sites, where endocrine disruption is more likely to occur, increased. These increases were mainly caused by changes in human population. This study provides regulators with valuable information to prepare for this potential increased risk.
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Affiliation(s)
- V D J Keller
- Centre for Ecology & Hydrology, Maclean Building, Crowmarsh Gifford, Wallingford, Oxon OX10 8BB, UK
| | - P Lloyd
- Wallingford HydroSolutions, Maclean Building, Crowmarsh Gifford, Wallingford, Oxon OX10, UK
| | - J A Terry
- Centre for Ecology & Hydrology, Maclean Building, Crowmarsh Gifford, Wallingford, Oxon OX10 8BB, UK
| | - R J Williams
- Centre for Ecology & Hydrology, Maclean Building, Crowmarsh Gifford, Wallingford, Oxon OX10 8BB, UK.
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29
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Engel SR, Dietrich FS, Fisk DG, Binkley G, Balakrishnan R, Costanzo MC, Dwight SS, Hitz BC, Karra K, Nash RS, Weng S, Wong ED, Lloyd P, Skrzypek MS, Miyasato SR, Simison M, Cherry JM. The reference genome sequence of Saccharomyces cerevisiae: then and now. G3 (Bethesda) 2014; 4:389-98. [PMID: 24374639 PMCID: PMC3962479 DOI: 10.1534/g3.113.008995] [Citation(s) in RCA: 247] [Impact Index Per Article: 24.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/11/2013] [Accepted: 12/21/2013] [Indexed: 11/18/2022]
Abstract
The genome of the budding yeast Saccharomyces cerevisiae was the first completely sequenced from a eukaryote. It was released in 1996 as the work of a worldwide effort of hundreds of researchers. In the time since, the yeast genome has been intensively studied by geneticists, molecular biologists, and computational scientists all over the world. Maintenance and annotation of the genome sequence have long been provided by the Saccharomyces Genome Database, one of the original model organism databases. To deepen our understanding of the eukaryotic genome, the S. cerevisiae strain S288C reference genome sequence was updated recently in its first major update since 1996. The new version, called "S288C 2010," was determined from a single yeast colony using modern sequencing technologies and serves as the anchor for further innovations in yeast genomic science.
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Affiliation(s)
- Stacia R. Engel
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Fred S. Dietrich
- Department of Molecular Genetics and Microbiology, Duke University, Durham, North Carolina 27710
| | - Dianna G. Fisk
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Gail Binkley
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Rama Balakrishnan
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Maria C. Costanzo
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Selina S. Dwight
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Benjamin C. Hitz
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Kalpana Karra
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Robert S. Nash
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Shuai Weng
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Edith D. Wong
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Paul Lloyd
- Department of Genetics, Stanford University, Stanford, California 94305
| | - Marek S. Skrzypek
- Department of Genetics, Stanford University, Stanford, California 94305
| | | | - Matt Simison
- Department of Genetics, Stanford University, Stanford, California 94305
| | - J. Michael Cherry
- Department of Genetics, Stanford University, Stanford, California 94305
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Klein U, Liang E, Vogel B, Kolbinger F, Bruin G, Lloyd P. SAT0142 Immunogenicity of the Novel Anti-Il-17A Antibody, Secukinumab, with Intravenous and Subcutaneous Dosing Regimens in Healthy Subjects and Patients. Ann Rheum Dis 2014. [DOI: 10.1136/annrheumdis-2013-eular.1868] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Costanzo MC, Engel SR, Wong ED, Lloyd P, Karra K, Chan ET, Weng S, Paskov KM, Roe GR, Binkley G, Hitz BC, Cherry JM. Saccharomyces genome database provides new regulation data. Nucleic Acids Res 2013; 42:D717-25. [PMID: 24265222 PMCID: PMC3965049 DOI: 10.1093/nar/gkt1158] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
The Saccharomyces Genome Database (SGD; http://www.yeastgenome.org) is the community resource for genomic, gene and protein information about the budding yeast Saccharomyces cerevisiae, containing a variety of functional information about each yeast gene and gene product. We have recently added regulatory information to SGD and present it on a new tabbed section of the Locus Summary entitled 'Regulation'. We are compiling transcriptional regulator-target gene relationships, which are curated from the literature at SGD or imported, with permission, from the YEASTRACT database. For nearly every S. cerevisiae gene, the Regulation page displays a table of annotations showing the regulators of that gene, and a graphical visualization of its regulatory network. For genes whose products act as transcription factors, the Regulation page also shows a table of their target genes, accompanied by a Gene Ontology enrichment analysis of the biological processes in which those genes participate. We additionally synthesize information from the literature for each transcription factor in a free-text Regulation Summary, and provide other information relevant to its regulatory function, such as DNA binding site motifs and protein domains. All of the regulation data are available for querying, analysis and download via YeastMine, the InterMine-based data warehouse system in use at SGD.
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Affiliation(s)
- Maria C Costanzo
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA
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Petry T, Cazelle E, Lloyd P, Mascarenhas R, Stijntjes G. A standard method for measuring benzene and formaldehyde emissions from candles in emission test chambers for human health risk assessment purposes. Environ Sci Process Impacts 2013; 15:1369-1382. [PMID: 23695106 DOI: 10.1039/c3em00011g] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Burning candles release a number of volatile or semi-volatile organic compounds (VOC; SVOC) and particulate matters into indoor air. Publicly available candle emission studies vary in protocols and factors known to have a great influence on combustion processes, making it difficult to determine potential implications of candle emissions for human health. The main objective of this investigation was to establish and standardize as far as possible a candle VOC emission testing protocol in small- to mid-scale test chambers on the basis of existing standards as well as to verify its suitability for human health risk assessment purposes. Two pilot studies were conducted to define the boundaries of permissible variations in chamber parameters without significantly impacting the quality of the candle burn. A four-centre ring trial assessed the standardised protocol. The ring trial revealed that when the laboratories were able to control the chamber parameters within the defined boundaries, reproducible formaldehyde and benzene emissions, considered as VOC markers, are determined. It was therefore concluded that the protocol developed in this investigation is suitable for generating candle VOC emission data for human health risk assessment purposes.
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Affiliation(s)
- Thomas Petry
- ToxMinds BVBA, Product Safety & Regulatory Affairs, 1200 Brussels, Belgium.
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33
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Lloyd P, Sanders M, Reis T, Abbott A. Targeted trapping surveys shed new light on the distribution and habitat characteristics of the Carpentarian pseudantechinus (Pseudantechinus mimulus), a threatened dasyurid marsupial. Aust Mammalogy 2013. [DOI: 10.1071/am12027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Through a targeted trapping survey we provide important new records and habitat descriptions for the Carpentarian pseudantechinus (Pseudantechinus mimulus) on mainland Australia, including the first records from landscapes dominated by rocks other than sandstone. We hypothesise that continued invasion by an introduced pasture grass may constitute an emerging threatening process to this rare species.
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Contrino S, Smith RN, Butano D, Carr A, Hu F, Lyne R, Rutherford K, Kalderimis A, Sullivan J, Carbon S, Kephart ET, Lloyd P, Stinson EO, Washington NL, Perry MD, Ruzanov P, Zha Z, Lewis SE, Stein LD, Micklem G. modMine: flexible access to modENCODE data. Nucleic Acids Res 2011; 40:D1082-8. [PMID: 22080565 PMCID: PMC3245176 DOI: 10.1093/nar/gkr921] [Citation(s) in RCA: 99] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
In an effort to comprehensively characterize the functional elements within the genomes of the important model organisms Drosophila melanogaster and Caenorhabditis elegans, the NHGRI model organism Encyclopaedia of DNA Elements (modENCODE) consortium has generated an enormous library of genomic data along with detailed, structured information on all aspects of the experiments. The modMine database (http://intermine.modencode.org) described here has been built by the modENCODE Data Coordination Center to allow the broader research community to (i) search for and download data sets of interest among the thousands generated by modENCODE; (ii) access the data in an integrated form together with non-modENCODE data sets; and (iii) facilitate fine-grained analysis of the above data. The sophisticated search features are possible because of the collection of extensive experimental metadata by the consortium. Interfaces are provided to allow both biologists and bioinformaticians to exploit these rich modENCODE data sets now available via modMine.
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Affiliation(s)
- Sergio Contrino
- Department of Genetics, University of Cambridge, Downing Street, Cambridge CB2 3EH, UK
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35
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Llewellyn N, Lloyd P, Jürgens M, Johnson A. Determination of cyclophosphamide and ifosfamide in sewage effluent by stable isotope-dilution liquid chromatography–tandem mass spectrometry. J Chromatogr A 2011; 1218:8519-28. [DOI: 10.1016/j.chroma.2011.09.061] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2011] [Revised: 09/20/2011] [Accepted: 09/22/2011] [Indexed: 10/17/2022]
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36
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Ribeiro AM, Lloyd P, Feldheim KA, Bowie RCK. Microgeographic socio-genetic structure of an African cooperative breeding passerine revealed: integrating behavioural and genetic data. Mol Ecol 2011; 21:662-72. [PMID: 21883586 DOI: 10.1111/j.1365-294x.2011.05236.x] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Dispersal can be motivated by multiple factors including sociality. Dispersal behaviour affects population genetic structure that in turn reinforces social organization. We combined observational information with individual-based genetic data in the Karoo scrub-robin, a facultative cooperatively breeding bird, to understand how social bonds within familial groups affect mating patterns, cause sex asymmetry in dispersal behaviour and ultimately influence the evolution of dispersal. Our results revealed that males and females do not have symmetrical roles in structuring the population. Males are extremely philopatric and tend to delay dispersal until they gain a breeding position within a radius of two territories around the natal site. By contrast, females dispersed over larger distances, as soon as they reach independence. This resulted in male neighbourhoods characterized by high genetic relatedness. The long-distance dispersal strategy of females ensured that Karoo scrub-robins do not pair with relatives thereby compensating for male philopatry caused by cooperation. The observed female-biased strategy seems to be the most prominent mechanism to reduce the risk of inbreeding that characterizes social breeding system. This study demonstrates that tying together ecological data, such as breeding status, determining social relationships with genetic data, such as kinship, provides valuable insights into the proximate causes of dispersal, which are central to any evolutionary interpretation.
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Affiliation(s)
- A M Ribeiro
- Department of Integrative Biology and Museum of Vertebrate Zoology, University of California, Berkeley, CA 94720, USA.
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37
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Washington NL, Stinson EO, Perry MD, Ruzanov P, Contrino S, Smith R, Zha Z, Lyne R, Carr A, Lloyd P, Kephart E, McKay SJ, Micklem G, Stein LD, Lewis SE. The modENCODE Data Coordination Center: lessons in harvesting comprehensive experimental details. Database (Oxford) 2011; 2011:bar023. [PMID: 21856757 PMCID: PMC3170170 DOI: 10.1093/database/bar023] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
The model organism Encyclopedia of DNA Elements (modENCODE) project is a National Human Genome Research Institute (NHGRI) initiative designed to characterize the genomes of Drosophila melanogaster and Caenorhabditis elegans. A Data Coordination Center (DCC) was created to collect, store and catalog modENCODE data. An effective DCC must gather, organize and provide all primary, interpreted and analyzed data, and ensure the community is supplied with the knowledge of the experimental conditions, protocols and verification checks used to generate each primary data set. We present here the design principles of the modENCODE DCC, and describe the ramifications of collecting thorough and deep metadata for describing experiments, including the use of a wiki for capturing protocol and reagent information, and the BIR-TAB specification for linking biological samples to experimental results. modENCODE data can be found at http://www.modencode.org.
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Affiliation(s)
- Nicole L Washington
- Lawrence Berkeley National Laboratory, Genomics Division, 1 Cyclotron Road MS64-121, Berkeley, CA 94720, USA
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38
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Flesch G, Czendlik C, Renard D, Lloyd P. Pharmacokinetics of the monohydroxy derivative of oxcarbazepine and its enantiomers after a single intravenous dose given as racemate compared with a single oral dose of oxcarbazepine. Drug Metab Dispos 2011; 39:1103-10. [PMID: 21389120 DOI: 10.1124/dmd.109.030593] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Oxcarbazepine (OXC) is an antiepileptic drug. In humans, OXC is metabolized via reduction and conjugation. Monohydroxy derivative of OXC (MHD) is the major pharmacologically active component after OXC ingestion. This study was performed to characterize the disposition of the two enantiomers of MHD after oral and intravenous administration and to estimate the bioavailability of MHD after a single oral dose administration of OXC compared to a single intravenous administration of MHD. The study was performed in two parts. In a first pilot study, three intravenous doses were given in an ascending manner (150, 200, and 250 mg of MHD; one subject per dose level) to assess the safety, tolerability, and basic pharmacokinetics. Part two was an open, single-center, randomized, two-way crossover, single-dose trial in 12 healthy adult subjects (n = 6 males and n = 6 females) given OXC orally (one film-coated 300-mg tablet of OXC) and MHD intravenously (250 mg infused over 30 min). Concentrations of OXC and its metabolites were measured by means of high-performance liquid chromatography methods. OXC given as a tablet is completely absorbed in man under fasting conditions. When MHD is given intravenously, (S)-MHD predominates as free compound in plasma. When OXC is administered orally, the ratio of the area-under-the-curve values of (S)-MHD over (R)-MHD equals 3.8, indicating an enantioselective reduction of the prochiral carbonyl group of OXC.
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Affiliation(s)
- G Flesch
- Modeling & Simulation, WSJ-027.6.69, Novartis Limited, CH-4002 Basel, Switzerland.
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39
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Gerstein MB, Lu ZJ, Van Nostrand EL, Cheng C, Arshinoff BI, Liu T, Yip KY, Robilotto R, Rechtsteiner A, Ikegami K, Alves P, Chateigner A, Perry M, Morris M, Auerbach RK, Feng X, Leng J, Vielle A, Niu W, Rhrissorrakrai K, Agarwal A, Alexander RP, Barber G, Brdlik CM, Brennan J, Brouillet JJ, Carr A, Cheung MS, Clawson H, Contrino S, Dannenberg LO, Dernburg AF, Desai A, Dick L, Dosé AC, Du J, Egelhofer T, Ercan S, Euskirchen G, Ewing B, Feingold EA, Gassmann R, Good PJ, Green P, Gullier F, Gutwein M, Guyer MS, Habegger L, Han T, Henikoff JG, Henz SR, Hinrichs A, Holster H, Hyman T, Iniguez AL, Janette J, Jensen M, Kato M, Kent WJ, Kephart E, Khivansara V, Khurana E, Kim JK, Kolasinska-Zwierz P, Lai EC, Latorre I, Leahey A, Lewis S, Lloyd P, Lochovsky L, Lowdon RF, Lubling Y, Lyne R, MacCoss M, Mackowiak SD, Mangone M, McKay S, Mecenas D, Merrihew G, Miller DM, Muroyama A, Murray JI, Ooi SL, Pham H, Phippen T, Preston EA, Rajewsky N, Rätsch G, Rosenbaum H, Rozowsky J, Rutherford K, Ruzanov P, Sarov M, Sasidharan R, Sboner A, Scheid P, Segal E, Shin H, Shou C, Slack FJ, Slightam C, Smith R, Spencer WC, Stinson EO, Taing S, Takasaki T, Vafeados D, Voronina K, Wang G, Washington NL, Whittle CM, Wu B, Yan KK, Zeller G, Zha Z, Zhong M, Zhou X, Ahringer J, Strome S, Gunsalus KC, Micklem G, Liu XS, Reinke V, Kim SK, Hillier LW, Henikoff S, Piano F, Snyder M, Stein L, Lieb JD, Waterston RH. Integrative analysis of the Caenorhabditis elegans genome by the modENCODE project. Science 2010; 330:1775-87. [PMID: 21177976 PMCID: PMC3142569 DOI: 10.1126/science.1196914] [Citation(s) in RCA: 741] [Impact Index Per Article: 52.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
We systematically generated large-scale data sets to improve genome annotation for the nematode Caenorhabditis elegans, a key model organism. These data sets include transcriptome profiling across a developmental time course, genome-wide identification of transcription factor-binding sites, and maps of chromatin organization. From this, we created more complete and accurate gene models, including alternative splice forms and candidate noncoding RNAs. We constructed hierarchical networks of transcription factor-binding and microRNA interactions and discovered chromosomal locations bound by an unusually large number of transcription factors. Different patterns of chromatin composition and histone modification were revealed between chromosome arms and centers, with similarly prominent differences between autosomes and the X chromosome. Integrating data types, we built statistical models relating chromatin, transcription factor binding, and gene expression. Overall, our analyses ascribed putative functions to most of the conserved genome.
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Affiliation(s)
- Mark B. Gerstein
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Computer Science, Yale University, 51 Prospect Street, New Haven, CT 06511, USA
| | - Zhi John Lu
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Eric L. Van Nostrand
- Department of Genetics, Stanford University Medical Center, Stanford, CA 94305, USA
| | - Chao Cheng
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Bradley I. Arshinoff
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
- Department of Molecular Genetics, University of Toronto, 27 King's College Circle, Toronto, Ontario M5S 1A1, Canada
| | - Tao Liu
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, 44 Binney Street, Boston, MA 02115, USA
- Department of Biostatistics, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115, USA
| | - Kevin Y. Yip
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Rebecca Robilotto
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Andreas Rechtsteiner
- Molecular, Cell, and Developmental Biology, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Kohta Ikegami
- Department of Biology and Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Pedro Alves
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Aurelien Chateigner
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | - Marc Perry
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
| | - Mitzi Morris
- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
| | - Raymond K. Auerbach
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Xin Feng
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
- Department of Biomedical Engineering, State University of New York at Stonybrook, Stonybrook, NY 11794, USA
| | - Jing Leng
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Anne Vielle
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Wei Niu
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT 06824, USA
- Department of Genetics, Yale University School of Medicine, New Haven, CT 06520–8005, USA
| | - Kahn Rhrissorrakrai
- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
| | - Ashish Agarwal
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Computer Science, Yale University, 51 Prospect Street, New Haven, CT 06511, USA
| | - Roger P. Alexander
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Galt Barber
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064 USA
| | - Cathleen M. Brdlik
- Department of Genetics, Stanford University Medical Center, Stanford, CA 94305, USA
| | - Jennifer Brennan
- Department of Biology and Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | | | - Adrian Carr
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | - Ming-Sin Cheung
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Hiram Clawson
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064 USA
| | - Sergio Contrino
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | | | - Abby F. Dernburg
- Howard Hughes Medical Institute, Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA 94720, USA, and Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Arshad Desai
- Ludwig Institute Cancer Research/Department of Cellular and Molecular Medicine, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92093–0653, USA
| | - Lindsay Dick
- David Rockefeller Graduate Program, Rockefeller University, 1230 York Avenue New York, NY 10065, USA
| | - Andréa C. Dosé
- Howard Hughes Medical Institute, Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA 94720, USA, and Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Jiang Du
- Department of Computer Science, Yale University, 51 Prospect Street, New Haven, CT 06511, USA
| | - Thea Egelhofer
- Molecular, Cell, and Developmental Biology, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Sevinc Ercan
- Department of Biology and Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Ghia Euskirchen
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT 06824, USA
| | - Brent Ewing
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - Elise A. Feingold
- Division of Extramural Research, National Human Genome Research Institute, National Institutes of Health, 5635 Fishers Lane, Suite 4076, Bethesda, MD 20892–9305, USA
| | - Reto Gassmann
- Ludwig Institute Cancer Research/Department of Cellular and Molecular Medicine, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92093–0653, USA
| | - Peter J. Good
- Division of Extramural Research, National Human Genome Research Institute, National Institutes of Health, 5635 Fishers Lane, Suite 4076, Bethesda, MD 20892–9305, USA
| | - Phil Green
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - Francois Gullier
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | - Michelle Gutwein
- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
| | - Mark S. Guyer
- Division of Extramural Research, National Human Genome Research Institute, National Institutes of Health, 5635 Fishers Lane, Suite 4076, Bethesda, MD 20892–9305, USA
| | - Lukas Habegger
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Ting Han
- Life Sciences Institute, Department of Human Genetics, University of Michigan, 210 Washtenaw Avenue, Ann Arbor, MI 48109–2216, USA
| | - Jorja G. Henikoff
- Basic Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue North, Seattle, WA 98109, USA
| | - Stefan R. Henz
- Max Planck Institute for Developmental Biology, Spemannstrasse 37-39, 72076 Tübingen, Germany
| | - Angie Hinrichs
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064 USA
| | - Heather Holster
- Roche NimbleGen, 500 South Rosa Road, Madison, WI 53719, USA
| | - Tony Hyman
- Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstrasse 108, 01307 Dresden, Germany
| | - A. Leo Iniguez
- Roche NimbleGen, 500 South Rosa Road, Madison, WI 53719, USA
| | - Judith Janette
- Department of Genetics, Yale University School of Medicine, New Haven, CT 06520–8005, USA
| | - Morten Jensen
- Department of Biology and Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Masaomi Kato
- Department of Molecular, Cellular and Developmental Biology, Post Office Box 208103, Yale University, New Haven, CT 06520, USA
| | - W. James Kent
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064 USA
| | - Ellen Kephart
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
| | - Vishal Khivansara
- Life Sciences Institute, Department of Human Genetics, University of Michigan, 210 Washtenaw Avenue, Ann Arbor, MI 48109–2216, USA
| | - Ekta Khurana
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - John K. Kim
- Life Sciences Institute, Department of Human Genetics, University of Michigan, 210 Washtenaw Avenue, Ann Arbor, MI 48109–2216, USA
| | - Paulina Kolasinska-Zwierz
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Eric C. Lai
- Sloan-Kettering Institute, 1275 York Avenue, Post Office Box 252, New York, NY 10065, USA
| | - Isabel Latorre
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Amber Leahey
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - Suzanna Lewis
- Genomics Division, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Mailstop 64-121, Berkeley, CA 94720 USA
| | - Paul Lloyd
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
| | - Lucas Lochovsky
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Rebecca F. Lowdon
- Division of Extramural Research, National Human Genome Research Institute, National Institutes of Health, 5635 Fishers Lane, Suite 4076, Bethesda, MD 20892–9305, USA
| | - Yaniv Lubling
- Department of Computer Science and Applied Mathematics, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Rachel Lyne
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | - Michael MacCoss
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
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- Max-Delbrück-Centrum für Molekulare Medizin, Division of Systems Biology, Robert-Rössle-Strasse 10, D-13125 Berlin-Buch, Germany
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- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
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- Cold Spring Harbor Laboratory, 1 Bungtown Road, Cold Spring Harbor, NY 11542 USA
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- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
| | - Gennifer Merrihew
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - David M. Miller
- Department of Cell and Developmental Biology, Vanderbilt University, 465 21st Avenue South, Nashville, TN 37232–8240, USA
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- Ludwig Institute Cancer Research/Department of Cellular and Molecular Medicine, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92093–0653, USA
| | - John I. Murray
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - Siew-Loon Ooi
- Basic Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue North, Seattle, WA 98109, USA
| | - Hoang Pham
- Howard Hughes Medical Institute, Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA 94720, USA, and Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
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- Molecular, Cell, and Developmental Biology, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Elicia A. Preston
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - Nikolaus Rajewsky
- Max-Delbrück-Centrum für Molekulare Medizin, Division of Systems Biology, Robert-Rössle-Strasse 10, D-13125 Berlin-Buch, Germany
| | - Gunnar Rätsch
- Friedrich Miescher Laboratory of the Max Planck Society, Spemannstrasse 39, 72076 Tübingen, Germany
| | - Heidi Rosenbaum
- Roche NimbleGen, 500 South Rosa Road, Madison, WI 53719, USA
| | - Joel Rozowsky
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Kim Rutherford
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | - Peter Ruzanov
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
| | - Mihail Sarov
- Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstrasse 108, 01307 Dresden, Germany
| | - Rajkumar Sasidharan
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Andrea Sboner
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Paul Scheid
- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
| | - Eran Segal
- Department of Computer Science and Applied Mathematics, Weizmann Institute of Science, Rehovot, 76100, Israel
| | - Hyunjin Shin
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, 44 Binney Street, Boston, MA 02115, USA
- Department of Biostatistics, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115, USA
| | - Chong Shou
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Frank J. Slack
- Department of Molecular, Cellular and Developmental Biology, Post Office Box 208103, Yale University, New Haven, CT 06520, USA
| | - Cindie Slightam
- Department of Developmental Biology, Stanford University Medical Center, 279 Campus Drive, Stanford, CA 94305–5329, USA
| | - Richard Smith
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | - William C. Spencer
- Department of Cell and Developmental Biology, Vanderbilt University, 465 21st Avenue South, Nashville, TN 37232–8240, USA
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- Genomics Division, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Mailstop 64-121, Berkeley, CA 94720 USA
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- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, 44 Binney Street, Boston, MA 02115, USA
| | - Teruaki Takasaki
- Molecular, Cell, and Developmental Biology, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Dionne Vafeados
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - Ksenia Voronina
- Ludwig Institute Cancer Research/Department of Cellular and Molecular Medicine, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92093–0653, USA
| | - Guilin Wang
- Department of Genetics, Yale University School of Medicine, New Haven, CT 06520–8005, USA
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- Genomics Division, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Mailstop 64-121, Berkeley, CA 94720 USA
| | - Christina M. Whittle
- Department of Biology and Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Beijing Wu
- Department of Developmental Biology, Stanford University Medical Center, 279 Campus Drive, Stanford, CA 94305–5329, USA
| | - Koon-Kiu Yan
- Program in Computational Biology and Bioinformatics, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, Bass 432, 266 Whitney Avenue, New Haven, CT 06520, USA
| | - Georg Zeller
- Friedrich Miescher Laboratory of the Max Planck Society, Spemannstrasse 39, 72076 Tübingen, Germany
- European Molecular Biology Laboratory, 69117 Heidelberg, Germany
| | - Zheng Zha
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
| | - Mei Zhong
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT 06824, USA
| | - Xingliang Zhou
- Department of Biology and Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge CB2 1QN, UK
| | - Susan Strome
- Molecular, Cell, and Developmental Biology, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Kristin C. Gunsalus
- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
- New York University, Abu Dhabi, United Arab Emirates
| | - Gos Micklem
- Department of Genetics, University of Cambridge, Cambridge CB2 3EH, UK, and Cambridge Systems Biology Centre, Tennis Court Road, Cambridge CB2 1QR, UK
| | - X. Shirley Liu
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, 44 Binney Street, Boston, MA 02115, USA
- Department of Biostatistics, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115, USA
| | - Valerie Reinke
- Department of Genetics, Yale University School of Medicine, New Haven, CT 06520–8005, USA
| | - Stuart K. Kim
- Department of Genetics, Stanford University Medical Center, Stanford, CA 94305, USA
- Department of Developmental Biology, Stanford University Medical Center, 279 Campus Drive, Stanford, CA 94305–5329, USA
| | - LaDeana W. Hillier
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
| | - Steven Henikoff
- Basic Sciences Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue North, Seattle, WA 98109, USA
| | - Fabio Piano
- Center for Genomics and Systems Biology, Department of Biology, New York University, 1009 Silver Center, 100 Washington Square East, New York, NY 10003–6688, USA
- New York University, Abu Dhabi, United Arab Emirates
| | - Michael Snyder
- Department of Genetics, Stanford University Medical Center, Stanford, CA 94305, USA
- Department of Molecular, Cellular, and Developmental Biology, Yale University, New Haven, CT 06824, USA
| | - Lincoln Stein
- Ontario Institute for Cancer Research, 101 College Street, Suite 800, Toronto, Ontario M5G 0A3, Canada
- Department of Molecular Genetics, University of Toronto, 27 King's College Circle, Toronto, Ontario M5S 1A1, Canada
- Cold Spring Harbor Laboratory, 1 Bungtown Road, Cold Spring Harbor, NY 11542 USA
| | - Jason D. Lieb
- Department of Biology and Carolina Center for Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Robert H. Waterston
- Department of Genome Sciences, University of Washington School of Medicine, William H. Foege Building S350D, 1705 NE Pacific Street, Post Office Box 355065, Seattle, WA 98195–5065, USA
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Loveless SE, Api AM, Crevel RWR, Debruyne E, Gamer A, Jowsey IR, Kern P, Kimber I, Lea L, Lloyd P, Mehmood Z, Steiling W, Veenstra G, Woolhiser M, Hennes C. Potency values from the local lymph node assay: application to classification, labelling and risk assessment. Regul Toxicol Pharmacol 2009; 56:54-66. [PMID: 19733604 DOI: 10.1016/j.yrtph.2009.08.016] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2009] [Revised: 08/31/2009] [Accepted: 08/31/2009] [Indexed: 11/17/2022]
Abstract
Hundreds of chemicals are contact allergens but there remains a need to identify and characterise accurately skin sensitising hazards. The purpose of this review was fourfold. First, when using the local lymph node assay (LLNA), consider whether an exposure concentration (EC3 value) lower than 100% can be defined and used as a threshold criterion for classification and labelling. Second, is there any reason to revise the recommendation of a previous ECETOC Task Force regarding specific EC3 values used for sub-categorisation of substances based upon potency? Third, what recommendations can be made regarding classification and labelling of preparations under GHS? Finally, consider how to integrate LLNA data into risk assessment and provide a rationale for using concentration responses and corresponding no-effect concentrations. Although skin sensitising chemicals having high EC3 values may represent only relatively low risks to humans, it is not possible currently to define an EC3 value below 100% that would serve as an appropriate threshold for classification and labelling. The conclusion drawn from reviewing the use of distinct categories for characterising contact allergens was that the most appropriate, science-based classification of contact allergens according to potency is one in which four sub-categories are identified: 'extreme', 'strong', 'moderate' and 'weak'. Since draining lymph node cell proliferation is related causally and quantitatively to potency, LLNA EC3 values are recommended for determination of a no expected sensitisation induction level that represents the first step in quantitative risk assessment.
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Affiliation(s)
- S E Loveless
- DuPont Haskell Global Centers for Health and Environmental Sciences, Newark, DE, USA.
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Spazierer D, Skvara H, Dawid M, Fallahi N, Gruber K, Rose K, Lloyd P, Heuerding S, Stingl G, Jung T. T helper 2 biased de novo immune response to Keyhole Limpet Hemocyanin in humans. Clin Exp Allergy 2009; 39:999-1008. [PMID: 19236409 DOI: 10.1111/j.1365-2222.2008.03177.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Allergen-specific T helper 2 (Th2) cells play an important role in the pathogenesis of atopic disorders. To date, no model system exists in humans that would allow the monitoring of a developing de novo Th2 immune response in vivo. OBJECTIVE The aim of the experiment was to establish an immunization protocol inducing a de novo Th2 response in humans using Keyhole Limpet Hemocyanin (KLH) as neo-antigen. METHODS The double-blind placebo-controlled, parallel-group study was conducted in two groups of subjects (16 healthy volunteers and 16 patients with allergic rhinitis). Subjects received three i.m. injections of 100 microg KLH adsorbed to aluminium hydroxide or matching placebo (alum alone) in intervals of 2 weeks. On day 43, KLH alone (10 microg) was given intra-dermally (i.d.) to all subjects to assess immediate and late-phase skin responses. RESULTS The immunization protocol was well tolerated, highly specific and efficient. Antigen-specific production of Th2-cytokines (mainly IL-5 and IL-13) by PBMCs suggested a Th2 pattern, as did the presence of KLH-specific IgG4 in sera. Intra-dermal KLH challenge induced an immediate-type of response predominantly in atopic subjects followed by a late-phase skin reaction. The latter was accompanied by the presence of IgE(+) cells, eosinophils and a strong up-regulation of IL-4 and IL-13 along with the absence of Th1 transcripts in biopsies taken from the site of antigen challenge. IL-17 and IL-22 transcripts were detected only in healthy subjects skin following KLH challenge, while IL-1beta and IL-33 expression did not differ between the healthy and the atopics. CONCLUSIONS The immunization protocol resulted in the elicitation of a local and peripheral Th2 immune response in both healthy and atopic individuals. This may permit the investigation and monitoring of novel immunomodulatory strategies aiming to interfere with Th2 responses in man. The relevance of lack of Th17 cells in atopic skin in this model remains to be determined.
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Affiliation(s)
- D Spazierer
- Department of Dermatology, Division of Immunology, Allergy and Infectious Diseases, Medical University of Vienna, Vienna Competence Center, 1090 Vienna, Austria
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Lloyd P, Freebairn R. Using quantitative acid-base analysis in the ICU. CRIT CARE RESUSC 2006; 8:19-30. [PMID: 16536715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2005] [Accepted: 11/09/2005] [Indexed: 05/07/2023]
Abstract
The quantitative acid-base 'Strong Ion' calculator is a practical application of quantitative acid-base chemistry, as developed by Peter Stewart and Peter Constable. It quantifies the three independent factors that control acidity, calculates the concentration and charge of unmeasured ions, produces a report based on these calculations and displays a Gamblegram depicting measured ionic species. Used together with the medical history, quantitative acid-base analysis has advantages over traditional approaches.
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Affiliation(s)
- P Lloyd
- Hawke's Bay Regional Hospital, Hastings, New Zealand.
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Martin TE, Bassar RD, Bassar SK, Fontaine JJ, Lloyd P, Mathewson HA, Niklison AM, Chalfoun A. Life-history and ecological correlates of geographic variation in egg and clutch mass among passerine species. Evolution 2006; 60:390-8. [PMID: 16610329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Broad geographic patterns in egg and clutch mass are poorly described, and potential causes of variation remain largely unexamined. We describe interspecific variation in avian egg and clutch mass within and among diverse geographic regions and explore hypotheses related to allometry, clutch size, nest predation, adult mortality, and parental care as correlates and possible explanations of variation. We studied 74 species of Passeriformes at four latitudes on three continents: the north temperate United States, tropical Venezuela, subtropical Argentina, and south temperate South Africa. Egg and clutch mass increased with adult body mass in all locations, but differed among locations for the same body mass, demonstrating that egg and clutch mass have evolved to some extent independent of body mass among regions. A major portion of egg mass variation was explained by an inverse relationship with clutch size within and among regions, as predicted by life-history theory. However, clutch size did not explain all geographic differences in egg mass; eggs were smallest in South Africa despite small clutch sizes. These small eggs might be explained by high nest predation rates in South Africa; life-history theory predicts reduced reproductive effort under high risk of offspring mortality. This prediction was supported for clutch mass, which was inversely related to nest predation but not for egg mass. Nevertheless, clutch mass variation was not fully explained by nest predation, possibly reflecting interacting effects of adult mortality. Tests of the possible effects of nest predation on egg mass were compromised by limited power and by counterposing direct and indirect effects. Finally, components of parental investment, defined as effort per offspring, might be expected to positively coevolve. Indeed, egg mass, but not clutch mass, was greater in species that shared incubation by males and females compared with species in which only females incubate eggs. However, egg and clutch mass were not related to effort of parental care as measured by incubation attentiveness. Ecological and life-history correlates of egg and clutch mass variation found here follow from theory, but possible evolutionary causes deserve further study.
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Affiliation(s)
- Thomas E Martin
- U.S. Geological Survey, Montana Cooperative Wildlife Research Unit, University of Montana, Missoula, Montana 59812, USA.
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Martin TE, Bassar RD, Bassar SK, Fontaine JJ, Lloyd P, Mathewson HA, Niklison AM, Chalfoun A. LIFE-HISTORY AND ECOLOGICAL CORRELATES OF GEOGRAPHIC VARIATION IN EGG AND CLUTCH MASS AMONG PASSERINE SPECIES. Evolution 2006. [DOI: 10.1111/j.0014-3820.2006.tb01115.x] [Citation(s) in RCA: 106] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Martin TE, Bassar RD, Bassar SK, Fontaine JJ, Lloyd P, Mathewson HA, Niklison AM, Chalfoun A. LIFE-HISTORY AND ECOLOGICAL CORRELATES OF GEOGRAPHIC VARIATION IN EGG AND CLUTCH MASS AMONG PASSERINE SPECIES. Evolution 2006. [DOI: 10.1554/05-429.1] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Lloyd P. Strong ion gap or net unmeasured ions? CRIT CARE RESUSC 2005; 7:64. [PMID: 16548825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
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Yuen CT, Storring PL, Tiplady RJ, Izquierdo M, Wait R, Gee CK, Gerson P, Lloyd P, Cremata JA. Relationships Between the N-Glycan Structures and Biological Activities Of Recombinant Human Erythropoietins Produced Using Different Culture Conditions and Purification Procedures. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2005; 564:141-2. [PMID: 16400821 DOI: 10.1007/0-387-25515-x_25] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Affiliation(s)
- C T Yuen
- National Institute for Biological Standards and Control, Potters Bar, Herts., UK
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Lloyd P. Strong ion calculator--a practical bedside application of modern quantitative acid-base physiology. CRIT CARE RESUSC 2004; 6:285-94. [PMID: 16556109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2004] [Accepted: 07/19/2004] [Indexed: 05/08/2023]
Abstract
OBJECTIVE To review acid-base balance by considering the physical effects of ions in solution and describe the use of a calculator to derive the strong ion difference and Atot and strong ion gap. DATA SOURCES A review of articles reporting on the use of strong ion difference and Atot in the interpretation of acid base balance. SUMMARY OF REVIEW Tremendous progress has been made in the last decade in our understanding of acid-base physiology. We now have a quantitative understanding of the mechanisms underlying the acidity of an aqueous solution. We can now predict the acidity given information about the concentration of the various ion-forming species within it. We can predict changes in acid-base status caused by disturbance of these factors, and finally, we can detect unmeasured anions with greater sensitivity than was previously possible with the anion gap, using either arterial or venous blood sampling. Acid-base interpretation has ceased to be an intuitive and arcane art. Much of it is now an exact computation that can be automated and incorporated into an online hospital laboratory information system. CONCLUSIONS All diseases and all therapies can affect a patient's acid-base status only through the final common pathway of one or more of the three independent factors. With Constable's equations we can now accurately predict the acidity of plasma. When there is a discrepancy between the observed and predicted acidity we can deduce the net concentration of unmeasured ions to account for the difference.
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Affiliation(s)
- P Lloyd
- Anaesthetic Department, Hawke's Bay Regional Hospital, Hastings, New Zealand.
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