1
|
Jamshidi A, Liu MC, Klein EA, Venn O, Hubbell E, Beausang JF, Gross S, Melton C, Fields AP, Liu Q, Zhang N, Fung ET, Kurtzman KN, Amini H, Betts C, Civello D, Freese P, Calef R, Davydov K, Fayzullina S, Hou C, Jiang R, Jung B, Tang S, Demas V, Newman J, Sakarya O, Scott E, Shenoy A, Shojaee S, Steffen KK, Nicula V, Chien TC, Bagaria S, Hunkapiller N, Desai M, Dong Z, Richards DA, Yeatman TJ, Cohn AL, Thiel DD, Berry DA, Tummala MK, McIntyre K, Sekeres MA, Bryce A, Aravanis AM, Seiden MV, Swanton C. Evaluation of cell-free DNA approaches for multi-cancer early detection. Cancer Cell 2022; 40:1537-1549.e12. [PMID: 36400018 DOI: 10.1016/j.ccell.2022.10.022] [Citation(s) in RCA: 61] [Impact Index Per Article: 30.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 08/03/2022] [Accepted: 10/26/2022] [Indexed: 11/19/2022]
Abstract
In the Circulating Cell-free Genome Atlas (NCT02889978) substudy 1, we evaluate several approaches for a circulating cell-free DNA (cfDNA)-based multi-cancer early detection (MCED) test by defining clinical limit of detection (LOD) based on circulating tumor allele fraction (cTAF), enabling performance comparisons. Among 10 machine-learning classifiers trained on the same samples and independently validated, when evaluated at 98% specificity, those using whole-genome (WG) methylation, single nucleotide variants with paired white blood cell background removal, and combined scores from classifiers evaluated in this study show the highest cancer signal detection sensitivities. Compared with clinical stage and tumor type, cTAF is a more significant predictor of classifier performance and may more closely reflect tumor biology. Clinical LODs mirror relative sensitivities for all approaches. The WG methylation feature best predicts cancer signal origin. WG methylation is the most promising technology for MCED and informs development of a targeted methylation MCED test.
Collapse
Affiliation(s)
| | - Minetta C Liu
- Department of Oncology, Mayo Clinic, Rochester, MN 55905, USA
| | | | | | | | | | | | | | | | | | - Nan Zhang
- GRAIL, LLC, Menlo Park, CA 94025, USA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Zhao Dong
- GRAIL, LLC, Menlo Park, CA 94025, USA
| | | | - Timothy J Yeatman
- Gibbs Cancer Center and Research Institute, Spartanburg, SC 29303, USA; Department of Surgery, University of Utah, Salt Lake City, UT 84112, USA
| | - Allen L Cohn
- Rocky Mountain Cancer Center, Denver, CO 80218, USA
| | - David D Thiel
- Department of Urology, Mayo Clinic Florida, Jacksonville, FL 32224, USA
| | - Donald A Berry
- Department of Biostatistics, MD Anderson Cancer Center, Houston, TX 77030, USA
| | | | | | | | | | | | | | - Charles Swanton
- Francis Crick Institute, London, NW1 1AT, UK; UCL Cancer Institute, CRUK Lung Cancer Centre of Excellence, London, WC1E 6DD, UK
| |
Collapse
|
2
|
Calef R, Venn O, Maher MC, Beausang JF, Hubbell E, Patel A, Fields AP, Bredno J, Jamshidi A, Aravanis AM. Abstract 2114: HPV-driven cancers show distinct methylation signatures in cell-free DNA (cfDNA). Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-2114] [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
Accurate tissue of origin (TOO) prediction is crucial for effective clinical follow-up in early cancer detection from blood. In the second substudy of the Circulating Cell-free Genome Atlas (CCGA; NCT02889978), we trained logistic regression classifiers under cross-validation to detect and localize cancer. Input features were methylation states from a targeted cfDNA assay of 2023 participants. TOO classification accuracy was 89% across 20 pre-specified prediction classes. We subsequently sought to understand the causes of the remaining TOO errors. 45% of the errors fell into clusters reflecting similarities in developmental biology, histology, or oncological drivers. Here, we analyzed tissues that may be affected by HPV-driven cancers; these accounted for 21% of TOO errors. The original classifier, which used only human epigenetic states as input, demonstrated cross-scoring between likely HPV-driven cancers of the anus (N = 14) and cervix (N = 11), as well as confirmed HPV-positive head & neck (H&N) cancers (37/62). We also observed HPV-associated vulva (N = 9) and penis (N = 1) cancers, which were not directly trained as TOO classes, were assigned high H&N scores. To test the hypothesis of HPV-driven TOO confusion, we assessed HPV cfDNA and HPV-driven methylation in human peripheral blood cfDNA, and used a specialist classifier restricted to HPV-associated cancers to resolve errors. We corroborated putative HPV-positive participants using targeted sequencing of HPV16 and HPV18 cfDNA fragments, and showed that the number of unique HPV-derived fragments in a sample matched with expected cancer localizations, HPV subtypes, and HPV status. Consistent with the literature, we found little evidence of HPV viremia in non-cancer participants despite the high prevalence of transient HPV infections in the US population. At 99.8% specificity, a cross-validated cutoff on the number of HPV cfDNA fragments in a sample achieved sensitivities of 78.6% (11/14), 36.3% (4/11), 66.6% (6/9), 100% (1/1), and 81.0% (30/37), for anus, cervix, vulva, penis, and confirmed HPV-positive H&N cancers, respectively. These sensitivities were similar to those achieved by the epigenetic classifier. Finally, we trained a cross-validated specialist classifier using the same features as the TOO classifier, but restricted to HPV-driven cancers. This improved TOO accuracy for detected anal cancers from 11% (1/9) to 100% (9/9), with little effect on other classes. These data support that HPV presence may explain observed cross-scoring patterns between H&N, cervix, and anus TOO prediction classes, which were driven by recurrent epigenomic changes in participants with HPV-positive cancers as detected by this assay. This suggests that modelling axes of shared biology across cancer types can be useful for accurate cfDNA TOO classification, which is critical to direct diagnostic work-up of diverse cancer types in a multi-cancer early detection test.
Citation Format: Robert Calef, Oliver Venn, M. Cyrus Maher, John F. Beausang, Earl Hubbell, Aman Patel, Alexander P. Fields, Joerg Bredno, Arash Jamshidi, Alexander M. Aravanis. HPV-driven cancers show distinct methylation signatures in cell-free DNA (cfDNA) [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 2114.
Collapse
Affiliation(s)
| | | | | | | | | | - Aman Patel
- 2Massachusetts Institute of Technology, Cambridge, MA
| | | | | | | | | |
Collapse
|
3
|
Bredno J, Lipson J, Venn O, Gross S, Fields AP, Beausang JF, Liu Q, Brooks JD, Chen X, Lopatin R, Liu H, Zhang N, Zhang L, Wu T, Allen B, Hartman AR, Hubbell E, Jamshidi A, Aravanis A. Tumor area and microscopic extent of invasion to determine circulating tumor DNA fraction in plasma and detectability of colorectal cancer (CRC). J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.4_suppl.243] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [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
243 Background: Circulating Cell-free Genome Atlas (CCGA; NCT02889978) is a multi-center, case-control, observational study with longitudinal follow-up to develop a cfDNA assay in which classifiers were trained on whole-genome bisulfite sequencing (WGBS) and targeted methylation (TM) sequencing data for detection of multiple cancer types. Previously, we showed that the fraction of ctDNA fragments (TF) was a stronger predictor of cancer detection than clinical stage and an equivalent predictor for survival. Given that CRC tumors can be described via surface area (TSA) and microscopic tumor extent (microinvasion), CRC was used as a model to examine the biophysical determinants of TF. Methods: Detection of multiple cancers with WGBS at 98% and TM at > 99% specificity, and methods for determining TF, were previously reported. A model to predict the presence of detectable cfDNA fragments for CRC adenocarcinomas of stages I, II, and III included TSA and microinvasion beyond the subserosa. Predictors were combined assuming a linear increase of cfDNA shedding with tumor size, with scaling factors depending on microinvasion. Model parameters were determined for 27 participants (7, 11, 9 for stages I, II, III, resp.) with WGBS and applied to 40 participants (12, 15, 13 for I, II, III, resp.) with TM assay and information on tumor size and microinvasion. Results: CRC detection at stages I/II/III was 33/46, 61/73, 57/74% for WGBS/TM. TF predicted detection with AUC = 97.6. The model predicted TF as TSA multiplied by 3.81*10−6 / mm2 for tumors that invaded beyond the subserosa (p < 0.001). This was 4.4x higher than estimates for tumors below the subserosa. The model trained on the WGBS assay predicted CRC detection in the TM assay with an AUC of 0.844. Conclusions: This model used TSA (number of tumor cells) and microinvasion (bloodstream access) to predict the fraction of CRC ctDNA fragments in blood without needing to account for stage. Tumors not penetrating the subserosa had low ctDNA shedding that likely limited detection. These findings may generalize to other cancer types, providing principles to predict ctDNA shedding and thus cancer detectability based on microinvasion and surface area. Clinical trial information: NCT02889978.
Collapse
|
4
|
Oxnard GR, Klein EA, Seiden M, Hubbell E, Venn O, Jamshidi A, Zhang N, Beausang JF, Gross S, Kurtzman KN, Fung ET, Yecies J, Shaknovich R, Fields AP, Sekeres MA, Richards DA, Yu PP, Aravanis A, Hartman AR, Liu MC. Simultaneous multi-cancer detection and tissue of origin (TOO) localization using targeted bisulfite sequencing of plasma cell-free DNA (cfDNA). J Glob Oncol 2019. [DOI: 10.1200/jgo.2019.5.suppl.44] [Citation(s) in RCA: 9] [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: 11/20/2022] Open
Abstract
44 Background: A noninvasive cfDNA blood test detecting multiple cancers at earlier stages could decrease cancer mortality. In earlier discovery work, whole-genome bisulfite sequencing outperformed whole-genome and targeted sequencing approaches for multi-cancer detection across stages at high specificity. Here, multi-cancer detection and TOO localization using bisulfite sequencing of plasma cfDNA to identify methylomic signatures was evaluated in preparation for clinical validation, utility, and implementation studies. Methods: 2301 analyzable participants (1422 cancer [ > 20 tumor types, all stages], 879 non-cancer) were included in this prespecified substudy from the Circulating Cell-free Genome Atlas (CCGA) (NCT02889978) study - a prospective, multi-center, observational, case-control study with longitudinal follow-up. Plasma cfDNA was subjected to a targeted methylation sequencing assay using high-efficiency methylation chemistry to enrich for methylation targets, and a machine learning classifier determined cancer status and tissue of origin (TOO). Observed methylation fragments characteristic of cancer and TOO were combined across targeted regions and assigned a relative probability of cancer and of a specific TOO. Results: Performance is reported at 99% specificity (ie, a combined false positive rate across all cancer types of 1%), a level required for population-level screening. Across cancer types, sensitivity ranged from 59 to 86%. Combined cancer detection (sensitivity [95% CI]) was 34% (27-43%) in stage I (n = 151), 77% (70-83%) in stage II (n = 171), 84% (79-89%) in stage III (n = 204), and 92% (88-95%) in stage IV (n = 281). TOO was provided for 94% of all cancers detected; of these, TOO was correct in > 90% of cases. Conclusions: Detection of multiple deadly cancers across stages using methylation signatures in plasma cfDNA was achieved with a single, fixed, low false positive rate, and simultaneously provided accurate TOO localization. This targeted methylation assay is undergoing validation in preparation for prospective clinical investigation as a cancer detection diagnostic. Clinical trial information: NCT02889978.
Collapse
|
5
|
Erdrich J, Schaberg KB, Khodadoust MS, Zhou L, Shelton AA, Visser BC, Ford JM, Alizadeh AA, Quake SR, Kunz PL, Beausang JF. Surgical and molecular characterization of primary and metastatic disease in a neuroendocrine tumor arising in a tailgut cyst. Cold Spring Harb Mol Case Stud 2018; 4:mcs.a003004. [PMID: 30087100 PMCID: PMC6169824 DOI: 10.1101/mcs.a003004] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Accepted: 07/31/2018] [Indexed: 12/11/2022] Open
Abstract
Neuroendocrine tumors (NETs) arising from tailgut cysts are a rare but increasingly reported entity with gene expression profiles that may be indicative of the gastrointestinal cell of origin. We present a case report describing the unique pathological and genomic characteristics of a tailgut cyst NET that metastasized to liver. The histologic and immunohistochemical findings were consistent with a well-differentiated NET. Genomic testing indicates a germline frameshift in BRCA1 and a few somatic mutations of unknown significance. Transcriptomic analysis suggests an enteroendocrine L cell in the tailgut as a putative cell of origin. Genomic profiling of a rare NET and metastasis provides insight into its origin, development, and potential therapeutic options.
Collapse
Affiliation(s)
- Jennifer Erdrich
- Department of Surgery, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Kurt B Schaberg
- Department of Pathology, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Michael S Khodadoust
- Department of Medicine/Oncology, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Li Zhou
- Stanford Cancer Institute, Stanford University, Stanford, California 94305, USA
| | - Andrew A Shelton
- Department of Surgery, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Brendan C Visser
- Department of Surgery, Stanford University School of Medicine, Stanford, California 94305, USA
| | - James M Ford
- Department of Medicine/Oncology, Stanford University School of Medicine, Stanford, California 94305, USA.,Department of Genetics; Stanford University School of Medicine, Stanford, California 94305, USA
| | - Ash A Alizadeh
- Department of Medicine/Oncology, Stanford University School of Medicine, Stanford, California 94305, USA
| | - Stephen R Quake
- Department of Bioengineering and Department of Applied Physics, Stanford University and Chan Zuckerberg Biohub, Stanford, California 94305, USA
| | - Pamela L Kunz
- Department of Medicine/Oncology, Stanford University School of Medicine, Stanford, California 94305, USA
| | - John F Beausang
- Department of Bioengineering, Stanford University, Stanford, California 94305, USA
| |
Collapse
|
6
|
Oxnard GR, Maddala T, Hubbell E, Aravanis A, Zhang N, Venn O, Valouev A, Shen L, Patel S, Jamshidi A, Jagadeesh K, Gross S, Filippova D, Beausang JF, Liu MC, Richards DA, Plevritis S, Williams RT, Hartman AR, Swanton C. Genome-wide sequencing for early stage lung cancer detection from plasma cell-free DNA (cfDNA): The Circulating Cancer Genome Atlas (CCGA) study. J Clin Oncol 2018. [DOI: 10.1200/jco.2018.36.18_suppl.lba8501] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [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
LBA8501 Background: Plasma cfDNA genomic analysis is used widely for the care of advanced lung cancer, but its suitability for early stage lung cancer detection is not well established. CCGA (NCT02889978) is a prospective, multi-center, observational study launched for the development of a noninvasive assay for cancer detection. Methods: Blood was prospectively collected (N = 1627) from 749 controls (no cancer diagnosis) and 878 participants (pts) with newly-diagnosed untreated cancer in this preplanned substudy, including 127 pts with lung cancer. Three prototype sequencing assays were performed: paired cfDNA and white blood cell (WBC) targeted sequencing (507 genes, 60,000X) for single nucleotide variants/indels; paired cfDNA and WBC whole genome sequencing (WGS) for copy number variation (30X); and cfDNA whole genome bisulfite sequencing (WGBS) for methylation (30X). For each assay, a classification model using 10-fold cross-validation was developed for all pts with cancer, then evaluated in the pts with lung cancer; sensitivity was estimated at 95% specificity. Results: We evaluated pts with lung cancer (127) and a subset of controls (580) with similar ages (mean±SD yrs: 67±9, 60±13), 85% and 43% were ever-smokers, and 46% and 22% were men, respectively. Of 3055 nonsynonymous mutations detected across 122 evaluable pts with lung cancer, > 50% were detected in WBC consistent with clonal hematopoiesis (CH). Accounting for CH, sensitivity in 63 stage I-IIIA pts evaluable across all 3 assays was 48% (35-61, targeted), 54% (41-67, WGS), and 56% (43-68, WGBS); in 54 stage IIIB-IV pts it was 85% (73-93, targeted), 91% (80-97, WGS), and 93% (82-98, WGBS) . Similar sensitivities were observed across histological subtypes (adenocarcinoma, squamous cell, small cell). Comparison to tumor WGS and multi-assay classification will be reported. Conclusions: Early stage lung cancers are detectable in cfDNA using a genome-wide sequencing approach. For lung cancer detection using targeted assays, CH must be accounted for to minimize false positives. Assay optimization is ongoing to allow further clinical development in the intended use population. Clinical trial information: NCT02889978.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Charles Swanton
- Stanford University, Stanford, CA; Translation Cancer Therapeutics Laboratory, The Francis Crick Institute, London, United Kingdom
| |
Collapse
|
7
|
Klein EA, Hubbell E, Maddala T, Aravanis A, Beausang JF, Filippova D, Gross S, Jamshidi A, Kurtzman K, Shen L, Valouev A, Venn O, Zhang N, Smith DA, Yeatman TJ, Tibshirani R, Williams RT, Hartman AR, Seiden M, Liu MC. Development of a comprehensive cell-free DNA (cfDNA) assay for early detection of multiple tumor types: The Circulating Cell-free Genome Atlas (CCGA) study. J Clin Oncol 2018. [DOI: 10.1200/jco.2018.36.15_suppl.12021] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [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)
- Eric A. Klein
- Cleveland Clinic Glickman Urology and Kidney Institute, Cleveland, OH
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
8
|
Liu MC, Maddala T, Aravanis A, Hubbell E, Beausang JF, Filippova D, Gross S, Jamshidi A, Kurtzman K, Shen L, Valouev A, Venn O, Zhang N, Smith DA, Couch F, Curtis C, Williams RT, Klein EA, Hartman AR, Baselga J. Breast cancer cell-free DNA (cfDNA) profiles reflect underlying tumor biology: The Circulating Cell-Free Genome Atlas (CCGA) study. J Clin Oncol 2018. [DOI: 10.1200/jco.2018.36.15_suppl.536] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [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)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Fergus Couch
- Mayo Clinic, Department of Laboratory Medicine and Pathology, Rochester, MN
| | - Christina Curtis
- Department of Medicine, Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA
| | | | - Eric A. Klein
- Cleveland Clinic Glickman Urology and Kidney Institute, Cleveland, OH
| | | | - Jose Baselga
- Memorial Sloan Kettering Cancer Center, New York, NY
| |
Collapse
|
9
|
Swanton C, Venn O, Aravanis A, Hubbell E, Maddala T, Beausang JF, Filippova D, Gross S, Jamshidi A, Shen L, Valouev A, Zhang N, Bolton KL, Yeatman TJ, Seiden M, Oxnard GR, Liu MC, Williams RT, Hartman AR, Baselga J. Prevalence of clonal hematopoiesis of indeterminate potential (CHIP) measured by an ultra-sensitive sequencing assay: Exploratory analysis of the Circulating Cancer Genome Atlas (CCGA) study. J Clin Oncol 2018. [DOI: 10.1200/jco.2018.36.15_suppl.12003] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [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)
- Charles Swanton
- Translation Cancer Therapeutics Laboratory, The Francis Crick Institute, London, United Kingdom
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Jose Baselga
- Memorial Sloan Kettering Cancer Center, New York, NY
| |
Collapse
|
10
|
Gee MH, Han A, Lofgren SM, Beausang JF, Mendoza JL, Birnbaum ME, Bethune MT, Fischer S, Yang X, Gomez-Eerland R, Bingham DB, Sibener LV, Fernandes RA, Velasco A, Baltimore D, Schumacher TN, Khatri P, Quake SR, Davis MM, Garcia KC. Antigen Identification for Orphan T Cell Receptors Expressed on Tumor-Infiltrating Lymphocytes. Cell 2017; 172:549-563.e16. [PMID: 29275860 DOI: 10.1016/j.cell.2017.11.043] [Citation(s) in RCA: 187] [Impact Index Per Article: 26.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2017] [Revised: 10/30/2017] [Accepted: 11/22/2017] [Indexed: 12/30/2022]
Abstract
The immune system can mount T cell responses against tumors; however, the antigen specificities of tumor-infiltrating lymphocytes (TILs) are not well understood. We used yeast-display libraries of peptide-human leukocyte antigen (pHLA) to screen for antigens of "orphan" T cell receptors (TCRs) expressed on TILs from human colorectal adenocarcinoma. Four TIL-derived TCRs exhibited strong selection for peptides presented in a highly diverse pHLA-A∗02:01 library. Three of the TIL TCRs were specific for non-mutated self-antigens, two of which were present in separate patient tumors, and shared specificity for a non-mutated self-antigen derived from U2AF2. These results show that the exposed recognition surface of MHC-bound peptides accessible to the TCR contains sufficient structural information to enable the reconstruction of sequences of peptide targets for pathogenic TCRs of unknown specificity. This finding underscores the surprising specificity of TCRs for their cognate antigens and enables the facile indentification of tumor antigens through unbiased screening.
Collapse
Affiliation(s)
- Marvin H Gee
- Program in Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Arnold Han
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Shane M Lofgren
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - John F Beausang
- Department of Bioengineering, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Juan L Mendoza
- Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Michael E Birnbaum
- Program in Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Michael T Bethune
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Suzanne Fischer
- Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Xinbo Yang
- Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Raquel Gomez-Eerland
- Division of Immunology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - David B Bingham
- Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Leah V Sibener
- Program in Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Ricardo A Fernandes
- Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Andrew Velasco
- Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - David Baltimore
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Ton N Schumacher
- Division of Immunology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Purvesh Khatri
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Stephen R Quake
- Department of Bioengineering, Stanford University School of Medicine, Stanford, CA 94305, USA; Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Mark M Davis
- Institute for Immunity, Transplantation, and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; The Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - K Christopher Garcia
- Departments of Molecular and Cellular Physiology and Structural Biology, Stanford University School of Medicine, Stanford, CA 94305, USA; The Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA.
| |
Collapse
|
11
|
Beausang JF, Fan HC, Sit R, Hutchins MU, Jirage K, Curtis R, Hutchins E, Quake SR, Yabu JM. B cell repertoires in HLA-sensitized kidney transplant candidates undergoing desensitization therapy. J Transl Med 2017; 15:9. [PMID: 28086979 PMCID: PMC5237299 DOI: 10.1186/s12967-017-1118-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Accepted: 01/04/2017] [Indexed: 12/27/2022] Open
Abstract
Background Kidney transplantation is the most effective treatment for end-stage renal disease. Sensitization refers to pre-existing antibodies against human leukocyte antigen (HLA) protein and remains a major barrier to successful transplantation. Despite implementation of desensitization strategies, many candidates fail to respond. Our objective was to determine whether measuring B cell repertoires could differentiate candidates that respond to desensitization therapy. Methods We developed an assay based on high-throughput DNA sequencing of the variable domain of the heavy chain of immunoglobulin genes to measure changes in B cell repertoires in 19 highly HLA-sensitized kidney transplant candidates undergoing desensitization and 7 controls with low to moderate HLA sensitization levels. Responders to desensitization had a decrease of 5% points or greater in cumulated calculated panel reactive antibody (cPRA) levels, and non-responders had no decrease in cPRA. Results Dominant B cell clones were not observed in highly sensitized candidates, suggesting that the B cells responsible for sensitization are either not present in peripheral blood or present at comparable levels to other circulating B cells. Candidates that responded to desensitization therapy had pre-treatment repertoires composed of a larger fraction of class-switched (IgG and IgA) isotypes compared to non-responding candidates. After B cell depleting therapy, the proportion of switched isotypes increased and the mutation frequencies of the remaining non-switched isotypes (IgM and IgD) increased in both responders and non-responders, perhaps representing a shift in the repertoire towards memory B cells or plasmablasts. Conversely, after transplantation, non-switched isotypes with fewer mutations increased, suggesting a shift in the repertoire towards naïve B cells. Conclusions Relative abundance of different B cell isotypes is strongly perturbed by desensitization therapy and transplantation, potentially reflecting changes in the relative abundance of memory and naïve B cell compartments. Candidates that responded to therapy experienced similar changes to those that did not respond. Further studies are required to understand differences between these two groups of highly sensitized kidney transplant candidates. Electronic supplementary material The online version of this article (doi:10.1186/s12967-017-1118-7) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
| | - H Christina Fan
- Immumetrix, LLC, 3183 Porter Drive, Palo Alto, CA, 94304, USA
| | - Rene Sit
- CareDx, 3260 Bayshore Blvd, Brisbane, CA, 94005, USA
| | | | - Kshama Jirage
- Immumetrix, LLC, 3183 Porter Drive, Palo Alto, CA, 94304, USA
| | - Rachael Curtis
- Immumetrix, LLC, 3183 Porter Drive, Palo Alto, CA, 94304, USA
| | - Edward Hutchins
- Immumetrix, LLC, 3183 Porter Drive, Palo Alto, CA, 94304, USA
| | - Stephen R Quake
- Department of Bioengineering, Stanford University, 318 Campus Drive, Stanford, CA, 94305, USA.,Howard Hughes Medical Institute, Stanford, CA, USA
| | - Julie M Yabu
- Department of Medicine, Stanford University School of Medicine, 750 Welch Road, Palo Alto, CA, 94304, USA.
| |
Collapse
|
12
|
Chen C, Cui X, Beausang JF, Cooperman BS, Goldman YE. Rotational Motions of Domains in Elongation Factor G Detected by Single-Molecule Polarized Fluorescence Microscopy. Biophys J 2014. [DOI: 10.1016/j.bpj.2013.11.1404] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
|
13
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. The polarized total internal reflection fluorescence microscopy (polTIRFM) processive motility assay for myosin V. Cold Spring Harb Protoc 2012; 2012:716-8. [PMID: 22661446 DOI: 10.1101/pdb.prot069393] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes the processive motility assay for investigating the motility of myosin V in vitro. Biotin-Alexa actin filaments are fixed to a slide by biotin/streptavidin linkages and aligned with the microscope x-axis by fluid flow. The orientation of a rhodamine-calmodulin (CaM) probe bound to a single myosin V molecule is determined as it moves along an actin filament. Excess wild-type calmodulin (WT-CaM) is present in the buffer solution to replenish lost CaM from the myosin lever arm. The techniques for myosin V should be generally applicable to other single-molecule experiments where angular changes have an important mechanistic role in their biological function.
Collapse
|
14
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. The acquisition and analysis of polarized total internal reflection fluorescence microscopy (polTIRFM) data. Cold Spring Harb Protoc 2012; 2012:722-5. [PMID: 22661430 DOI: 10.1101/pdb.prot069419] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to acquire polTIRFM data and then calibrate the setup. Calibration corrects for any systematic variations in beam intensity and unequal detector sensitivities and is performed for each slide after experimental data are recorded. To convert the intensities into angles, one set of (θ, ϕ, δ(s), δ(f), κ) is then determined from one complete cycle of the incident intensities. This process is repeated for every cycle in the trace to measure the time dependence of rotational motions. The collection and analysis of data is similar for the processive motility assay for myosin V and for the twirling filament assay, in which a sparsely labeled actin filament is translocated by a field of unlabeled myosin V.
Collapse
|
15
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. The polarized total internal reflection fluorescence microscopy (polTIRFM) twirling filament assay. Cold Spring Harb Protoc 2012; 2012:719-21. [PMID: 22661429 DOI: 10.1101/pdb.prot069401] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes the twirling filament assay, so named because actin sometimes twirls about its own axis as it is translocated by myosin. A gliding filament assay is constructed in which a sparsely labeled actin filament (0.3% of the actin monomers contain 6'- iodoacetamidotetramethylrhodamine [IATR]) is translocated by a field of unlabeled myosin V fixed to the surface. The polTIRFM twirling assay differs from a standard gliding filament assay in that full filaments are not visible, but rather individual fluorophores are spaced along each filament. The goal is to investigate possible rotational motions of the actin filament about its axis (i.e., twirling) by measuring the spatial angle of the fluorescent probe as a function of time. Successful assays contain microscopic fields of approximately 50 isolated points of fluorescence that move across the field in the presence of ATP. Actin is usually translocated by more than one myosin molecule, depending on the filament length and the myosin surface density. Sparsely labeled filaments are required because the orientation of only one probe can be resolved at a time.
Collapse
|
16
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. Construction of flow chambers for polarized total internal reflection fluorescence microscopy (polTIRFM) motility assays. Cold Spring Harb Protoc 2012; 2012:712-5. [PMID: 22661445 DOI: 10.1101/pdb.prot069385] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to construct sample chambers (flow chambers) for polTIRFM motility assays. Each chamber can hold ∼20 µL of solution. To flow a solution through the chamber, the solution is added to the chamber with a pipette while wicking out the previous contents with filter paper. Each end of the coverslip should extend beyond the edge of the slide to support the pipette tip and filter paper. The flow rate can be roughly controlled by adjusting the contact area between the filter paper and the solution. The chambers can be used for investigating the motility of myosin V in vitro with the processive motility assay, as well as for assessing the motility of actin using the twirling assay.
Collapse
|
17
|
Abstract
Myosin V (myoV) is a two-headed myosin capable of taking many successive steps along actin per diffusional encounter, enabling it to transport vesicular and ribonucleoprotein cargos in the dense and complex environment within cells. To better understand how myoV navigates along actin, we used polarized total internal reflection fluorescence microscopy to examine angular changes of bifunctional rhodamine probes on the lever arms of single myoV molecules in vitro. With a newly developed analysis technique, the rotational motions of the lever arm and the local orientation of each probe relative to the lever arm were estimated from the probe’s measured orientation. This type of analysis could be applied to similar studies on other motor proteins, as well as other proteins with domains that undergo significant rotational motions. The experiments were performed on recombinant constructs of myoV that had either the native-length (six IQ motifs and calmodulins [CaMs]) or truncated (four IQ motifs and CaMs) lever arms. Native-length myoV-6IQ mainly took straight steps along actin, with occasional small azimuthal tilts around the actin filament. Truncated myoV-4IQ showed an increased frequency of azimuthal steps, but the magnitudes of these steps were nearly identical to those of myoV-6IQ. The results show that the azimuthal deflections of myoV on actin are more common for the truncated lever arm, but the range of these deflections is relatively independent of its lever-arm length.
Collapse
Affiliation(s)
- John H Lewis
- The Pennsylvania Muscle Institute and Department of Physiology, University of Pennsylvania School of Medicine, Philadelphia, PA 19104, USA
| | | | | | | |
Collapse
|
18
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. Fluorescent labeling of calmodulin with bifunctional rhodamine. Cold Spring Harb Protoc 2012; 2012:2012/5/pdb.prot069351. [PMID: 22550304 DOI: 10.1101/pdb.prot069351] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to label chicken calmodulin (CaM) with bifunctional rhodamine (BR) at two engineered cysteine (Cys) residues (P66C and A73C) so that it cross-links the two Cys sites. The resulting BR-CaM protein is then purified by high-performance liquid chromatography (HPLC) and concentrated by filter centrifugation. To confirm that the two Cys residues in the labeled CaM are actually cross-linked by BR, a sample of purified BR-CaM is digested by an endoproteinase and analyzed by mass spectrometry. The BR-CaM can then be used to label myosin V, which can in turn be used in a polTIRFM processive motility assay.
Collapse
|
19
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. Fluorescent labeling of myosin V for polarized total internal reflection fluorescence microscopy (polTIRFM) motility assays. Cold Spring Harb Protoc 2012; 2012:2012/5/pdb.prot069369. [PMID: 22550305 DOI: 10.1101/pdb.prot069369] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. This protocol describes how to exchange bifunctional rhodamine-calmodulin (BR-CaM) for wild-type calmodulin (WT-CaM) on the lever arm of myosin V. BR-CaM is exchanged at low stoichiometry (∼0.4 BR-CaM per double-headed myosin V) to obtain myosin V molecules with one BR-CaM and to limit the proportion of myosin V molecules with two or more probes. The stoichiometry is very sensitive to the concentration of calcium during the exchange reaction. The labeled myosin V can subsequently be used for investigating the motility of myosin V in vitro with a polTIRFM processive motility assay, which is performed on substrate-attached actin.
Collapse
|
20
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. Orientation and rotational motions of single molecules by polarized total internal reflection fluorescence microscopy (polTIRFM). Cold Spring Harb Protoc 2012; 2012:2012/5/pdb.top069344. [PMID: 22550303 DOI: 10.1101/pdb.top069344] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
In this article, we describe methods to detect the spatial orientation and rotational dynamics of single molecules using polarized total internal reflection fluorescence microscopy (polTIRFM). polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. We discuss single-molecule versus ensemble measurements, as well as single-molecule techniques for orientation and rotation, and fluorescent probes for orientation studies. Using calmodulin (CaM) as an example of a target protein, we describe a method for labeling CaM with bifunctional rhodamine (BR). We also describe the physical principles and experimental setup of polTIRFM. We conclude with a brief introduction to assays using polTIRFM to assess the interaction of actin and myosin.
Collapse
|
21
|
Beausang JF, Sun Y, Quinlan ME, Forkey JN, Goldman YE. Preparation of filamentous actin for polarized total internal reflection fluorescence microscopy (polTIRFM) motility assays. Cold Spring Harb Protoc 2012; 2012:2012/5/pdb.prot069377. [PMID: 22550306 DOI: 10.1101/pdb.prot069377] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Polarized total internal reflection fluorescence microscopy (polTIRFM) can be used to detect the spatial orientation and rotational dynamics of single molecules. polTIRFM determines the three-dimensional angular orientation and the extent of wobble of a fluorescent probe bound to the macromolecule of interest. In this protocol, filamentous actin (F-actin) is polymerized from purified, monomeric actin (G-actin) for use in polTIRFM motility assays in which actin interacts with myosin. The procedures include (1) the preparation of unlabeled F-actin from G-actin; (2) the preparation of F-actin that is sparsely labeled with 6'-IATR (6'-iodoacetamidotetramethylrhodamine); and (3) the preparation of F-actin with a combination of unlabeled, biotinylated, and rhodamine-labeled monomers. Rhodamine-phalloidin actin, also used in polTIRFM assays, can be prepared using a procedure similar to the one for unlabeled actin.
Collapse
|
22
|
Beausang JF, Nelson PC, Goldman YE. Single Molecule Myosin V Dynamics Using High Time Resolution Polarized TIRF. Biophys J 2011. [DOI: 10.1016/j.bpj.2010.12.1051] [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: 11/28/2022] Open
|
23
|
Abstract
We calculate the probability of DNA loop formation mediated by regulatory proteins such as Lac repressor (LacI), using a mathematical model of DNA elasticity. Our model is adapted to calculating quantities directly observable in tethered particle motion (TPM) experiments, and it accounts for all the entropic forces present in such experiments. Our model has no free parameters; it characterizes DNA elasticity using information obtained in other kinds of experiments. It assumes a harmonic elastic energy function (or wormlike chain type elasticity), but our Monte Carlo calculation scheme is flexible enough to accommodate arbitrary elastic energy functions. We show how to compute both the 'looping J factor' (or equivalently, the looping free energy) for various DNA construct geometries and LacI concentrations, as well as the detailed probability density function of bead excursions. We also show how to extract the same quantities from recent experimental data on TPM, and then compare to our model's predictions. In particular, we present a new method to correct observed data for finite camera shutter time and other experimental effects. Although the currently available experimental data give large uncertainties, our first-principles predictions for the looping free energy change are confirmed to within about 1 k(B)T, for loops of length around 300 basepairs. More significantly, our model successfully reproduces the detailed distributions of bead excursion, including their surprising three-peak structure, without any fit parameters and without invoking any alternative conformation of the LacI tetramer. Indeed, the model qualitatively reproduces the observed dependence of these distributions on tether length (e.g., phasing) and on LacI concentration (titration). However, for short DNA loops (around 95 basepairs) the experiments show more looping than is predicted by the harmonic-elasticity model, echoing other recent experimental results. Because the experiments we study are done in vitro, this anomalously high looping cannot be rationalized as resulting from the presence of DNA-bending proteins or other cellular machinery. We also show that it is unlikely to be the result of a hypothetical 'open' conformation of the LacI tetramer.
Collapse
Affiliation(s)
- Kevin B Towles
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - John F Beausang
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Hernan G Garcia
- Department of Physics, California Institute of Technology, Pasadena, CA 91125, USA
| | - Rob Phillips
- Division of Engineering and Applied Science, California Institute of Technology, Pasadena, CA 91125, USA
| | - Philip C Nelson
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104, USA
| |
Collapse
|
24
|
Lewis JH, Beausang JF, Sweeney H, Goldman YE. Lever Arm Length Determines The Azimuthal But Not The Axial Orientation Of Myosin V During Processive Motility. Biophys J 2009. [DOI: 10.1016/j.bpj.2008.12.3882] [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: 10/21/2022] Open
|
25
|
Beausang JF, Schroeder HW, Nelson PC, Goldman YE. Twirling of actin by myosins II and V observed via polarized TIRF in a modified gliding assay. Biophys J 2008; 95:5820-31. [PMID: 18931255 PMCID: PMC2599829 DOI: 10.1529/biophysj.108.140319] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.3] [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] [Received: 07/03/2008] [Accepted: 09/12/2008] [Indexed: 11/18/2022] Open
Abstract
The force generated between actin and myosin acts predominantly along the direction of the actin filament, resulting in relative sliding of the thick and thin filaments in muscle or transport of myosin cargos along actin tracks. Previous studies have also detected lateral forces or torques that are generated between actin and myosin, but the origin and biological role of these sideways forces is not known. Here we adapt an actin gliding filament assay to measure the rotation of an actin filament about its axis ("twirling") as it is translocated by myosin. We quantify the rotation by determining the orientation of sparsely incorporated rhodamine-labeled actin monomers, using polarized total internal reflection microscopy. To determine the handedness of the filament rotation, linear incident polarizations in between the standard s- and p-polarizations were generated, decreasing the ambiguity of our probe orientation measurement fourfold. We found that whole myosin II and myosin V both twirl actin with a relatively long (approximately 1 microm), left-handed pitch that is insensitive to myosin concentration, filament length, and filament velocity.
Collapse
Affiliation(s)
- John F Beausang
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | | | | | | |
Collapse
|
26
|
Sun Y, Schroeder HW, Beausang JF, Homma K, Ikebe M, Goldman YE. Myosin VI walks "wiggly" on actin with large and variable tilting. Mol Cell 2008; 28:954-64. [PMID: 18158894 DOI: 10.1016/j.molcel.2007.10.029] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2007] [Revised: 08/18/2007] [Accepted: 10/15/2007] [Indexed: 10/21/2022]
Abstract
Myosin VI is an unconventional motor protein with unusual motility properties such as its direction of motion and path on actin and a large stride relative to its short lever arms. To understand these features, the rotational dynamics of the lever arm were studied by single-molecule polarized total internal reflection fluorescence (polTIRF) microscopy during processive motility of myosin VI along actin. The axial angle is distributed in two peaks, consistent with the hand-over-hand model. The changes in lever arm angles during discrete steps suggest that it exhibits large and variable tilting in the plane of actin and to the sides. These motions imply that, in addition to the previously suggested flexible tail domain, there is a compliant region between the motor domain and lever arm that allows myosin VI to accommodate the helical position of binding sites while taking variable step sizes along the actin filament.
Collapse
Affiliation(s)
- Yujie Sun
- Pennsylvania Muscle Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | | | | | | | | |
Collapse
|
27
|
Abstract
In many biochemical processes, proteins bound to DNA at distant sites are brought into close proximity by loops in the underlying DNA. For example, the function of some gene-regulatory proteins depends on such 'DNA looping' interactions. We present a new technique for characterizing the kinetics of loop formation in vitro, as observed using the tethered particle method, and apply it to experimental data on looping induced by lambda repressor. Our method uses a modified ('diffusive') hidden Markov analysis that directly incorporates the Brownian motion of the observed tethered bead. We compare looping lifetimes found with our method (which we find are consistent over a range of sampling frequencies) to those obtained via the traditional threshold-crossing analysis (which can vary depending on how the raw data are filtered in the time domain). Our method does not involve any time filtering and can detect sudden changes in looping behavior. For example, we show how our method can identify transitions between long-lived, kinetically distinct states that would otherwise be difficult to discern.
Collapse
Affiliation(s)
- John F Beausang
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | |
Collapse
|
28
|
Abstract
The tethered particle motion (TPM) technique involves an analysis of the Brownian motion of a bead tethered to a slide by a single DNA molecule. We describe an improved experimental protocol with which to form the tethers, an algorithm for analyzing bead motion visualized using differential interference contrast microscopy, and a physical model with which we have successfully simulated such DNA tethers. Both experiment and theory show that the statistics of the bead motion are quite different from those of a free semiflexible polymer. Our experimental data for chain extension versus tether length fit our model over a range of tether lengths from 109 to 3477 base pairs, using a value for the DNA persistence length that is consistent with those obtained under similar solution conditions by other methods. Moreover, we present the first experimental determination of the full probability distribution function of bead displacements and find excellent agreement with our theoretical prediction. Our results show that TPM is a useful tool for monitoring large conformational changes such as DNA looping.
Collapse
Affiliation(s)
- Philip C Nelson
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | | | | | | | | | | |
Collapse
|
29
|
Abstract
Tethered particle experiments use light microscopy to measure the position of a micrometer-sized bead tethered to a microscope slide via an approximately micrometer-length polymer, to infer the behavior of the invisible polymer. Currently, this method is used to measure rate constants of DNA loop formation and breakdown mediated by repressor protein that binds to the DNA. We report a new technique for measuring these rates using a modified hidden Markov analysis that directly incorporates the diffusive motion of the bead, which is an inherent complication of tethered particle motion because it occurs on a timescale between the sampling frequency and the looping time. We compare looping lifetimes found with our method, which are consistent over a range of sampling frequencies, to those obtained via the traditional threshold-crossing analysis, which vary depending on how the raw data are filtered in the time domain. Our method does not involve such filtering, and so can detect short-lived looping events and sudden changes in looping behavior.
Collapse
|