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Hu Q, Rizvi AA, Schau G, Ingale K, Muller Y, Baits R, Pretzer S, BenTaieb A, Gordhamer A, Nussenzveig R, Cole A, Leavitt MO, Jones RD, Joshi RP, Beaubier N, Stumpe MC, Nagpal K. Development and validation of a deep learning-based microsatellite instability predictor from prostate cancer whole-slide images. NPJ Precis Oncol 2024; 8:88. [PMID: 38594360 PMCID: PMC11004110 DOI: 10.1038/s41698-024-00560-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 10/11/2023] [Accepted: 02/22/2024] [Indexed: 04/11/2024] Open
Abstract
Microsatellite instability-high (MSI-H) is a tumor-agnostic biomarker for immune checkpoint inhibitor therapy. However, MSI status is not routinely tested in prostate cancer, in part due to low prevalence and assay cost. As such, prediction of MSI status from hematoxylin and eosin (H&E) stained whole-slide images (WSIs) could identify prostate cancer patients most likely to benefit from confirmatory testing to evaluate their eligibility for immunotherapy and need for Lynch syndrome testing. Prostate biopsies and surgical resections from prostate cancer patients referred to our institution were analyzed. MSI status was determined by next-generation sequencing. Patients sequenced before a cutoff date formed an algorithm development set (n = 4015, MSI-H 1.8%) and a paired validation set (n = 173, MSI-H 19.7%) that consisted of two serial sections from each sample, one stained and scanned internally and the other at an external site. Patients sequenced after the cutoff date formed a temporally independent validation set (n = 1350, MSI-H 2.3%). Attention-based multiple instance learning models were trained to predict MSI-H from H&E WSIs. The predictor achieved area under the receiver operating characteristic curve values of 0.78 (95% CI [0.69-0.86]), 0.72 (95% CI [0.63-0.81]), and 0.72 (95% CI [0.62-0.82]) on the internally prepared, externally prepared, and temporal validation sets, respectively, showing effective predictability and generalization to both external staining/scanning processes and temporally independent samples. While MSI-H status is significantly correlated with Gleason score, the model remained predictive within each Gleason score subgroup.
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Affiliation(s)
- Qiyuan Hu
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Abbas A Rizvi
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Geoffery Schau
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Kshitij Ingale
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Yoni Muller
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Rachel Baits
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Sebastian Pretzer
- Work done while at Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Aïcha BenTaieb
- Work done while at Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Abigail Gordhamer
- PathNet, Inc, 5100 Talley Rd Suite 300, Little Rock, AR, 72204, USA
- DDx Foundation, 2889 W Ashton Blvd. Suite 300, Lehi, UT, 84043, USA
| | - Roberto Nussenzveig
- PathNet, Inc, 5100 Talley Rd Suite 300, Little Rock, AR, 72204, USA
- DDx Foundation, 2889 W Ashton Blvd. Suite 300, Lehi, UT, 84043, USA
| | - Adam Cole
- PathNet, Inc, 5100 Talley Rd Suite 300, Little Rock, AR, 72204, USA
- DDx Foundation, 2889 W Ashton Blvd. Suite 300, Lehi, UT, 84043, USA
| | - Matthew O Leavitt
- PathNet, Inc, 5100 Talley Rd Suite 300, Little Rock, AR, 72204, USA
- DDx Foundation, 2889 W Ashton Blvd. Suite 300, Lehi, UT, 84043, USA
- Lumea, 2889 Ashton Blvd #300, Lehi, UT, 84043, USA
| | - Ryan D Jones
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Rohan P Joshi
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Nike Beaubier
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Martin C Stumpe
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA
| | - Kunal Nagpal
- Tempus AI, Inc, 600 W Chicago Ave #510, Chicago, IL, 60654, USA.
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Ingale K, Hong SH, Bell JSK, Rizvi A, Welch A, Sha L, Ho I, Nagpal K, Bentaieb A, Joshi RP, Stumpe MC. Prediction of MET Overexpression in Lung Adenocarcinoma from Hematoxylin and Eosin Images. Am J Pathol 2024:S0002-9440(24)00088-9. [PMID: 38493926 DOI: 10.1016/j.ajpath.2024.02.015] [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] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 01/26/2024] [Accepted: 02/15/2024] [Indexed: 03/19/2024]
Abstract
MET protein overexpression is a targetable event in non-small cell lung cancer (NSCLC) and is the subject of active drug development. Challenges in identifying patients for these therapies include lack of access to validated testing, such as standardized immunohistochemistry (IHC) assessment, and consumption of valuable tissue for a single gene/protein assay. Development of pre-screening algorithms using routinely available digitized hematoxylin and eosin (H&E)-stained slides to predict MET overexpression could promote testing for those who will benefit most. Recent literature reports a positive correlation between MET protein overexpression and RNA expression. In this work, a large database of matched H&E slides and RNA expression data was leveraged to train a weakly supervised model to predict MET RNA overexpression directly from H&E images. This model was evaluated on an independent holdout test set of 300 over-expressed and 289 normal patients, demonstrating an ROC-AUC of 0.70 (95th percentile interval: 0.66 - 0.74) with stable performance characteristics across different patient clinical variables and robust to synthetic noise on the test set. These results suggest that H&E-based predictive models could be useful to prioritize patients for confirmatory testing of MET protein or MET gene expression status.
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Affiliation(s)
| | | | | | | | | | - Lingdao Sha
- Work done at Tempus AI, Inc., current affiliation: Amazon
| | | | | | - Aïcha Bentaieb
- Work done at Tempus AI, Inc., current affiliation: Genentech
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Rajendran P, Saini S, Kumar N, Vashistha H, Thiruvengadam K, Ramamoorthy T, Gopalaswamy R, Kayesth J, Alavadi U, Moore M, Joshi RP, Ramachandran R, Anand S, Shanmugam S, Padmapriyadarsini C. Establishing proof of concept for utility of Trueprep ®-extracted DNA in line-probe assay testing. Int J Tuberc Lung Dis 2023; 27:742-747. [PMID: 37749831 PMCID: PMC10519390 DOI: 10.5588/ijtld.23.0003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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] [Received: 01/01/2023] [Accepted: 04/01/2023] [Indexed: 09/27/2023] Open
Abstract
BACKGROUND AND OBJECTIVES: With an increased demand for rapid, diagnostic tools for TB and drug resistance detection, Truenat® MTB-RIF assay has proven to be a rapid point of care molecular test. The present study aimed to establish a proof of concept of using Trueprep-extracted DNA for line-probe assay (LPA) testing.METHODS: A total of 150 sputum samples (MTB-positive at Truenat sites) were divided into two aliquots. One aliquot was used for DNA extraction using the Trueprep device and MTB testing. The second aliquot of the sample was subjected to GenoLyse® DNA extraction. DNA from both the Trueprep and GenoLyse methods was subjected to first-line (FL) and second-line (SL) LPA testing.RESULTS: Of 139 Trueprep-extracted DNA, respectively 135 (97%) and 105 (75%) had interpretable results by FL and SL-LPA testing. Of 128 GenoLyse-extracted DNA, all 128 (100%) had interpretable FL-LPA results and 114 (89%) had interpretable SL-LPA results.CONCLUSION: The results obtained in this study indicate that Trueprep-extracted DNA can be used in obtaining valid LPA results. However, the study needs to be conducted on a larger sample size before our recommendations can be used for policy-making decisions.
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Affiliation(s)
- P Rajendran
- National Institute for Research in Tuberculosis, Indian Council of Medical Research, New Delhi
| | - S Saini
- Infectious Disease Detection and Surveillance Project, United States Agency for International Development (USAID), ICF Incorporated, Reston, VA, USA
| | - N Kumar
- Central TB Division, Ministry of Health and Family Welfare, New Delhi
| | - H Vashistha
- Infectious Disease Detection and Surveillance Project, United States Agency for International Development (USAID), ICF Incorporated, Reston, VA, USA
| | - K Thiruvengadam
- National Institute for Research in Tuberculosis, Indian Council of Medical Research, New Delhi
| | - T Ramamoorthy
- National Institute for Research in Tuberculosis, Indian Council of Medical Research, New Delhi
| | - R Gopalaswamy
- National Institute for Research in Tuberculosis, Indian Council of Medical Research, New Delhi
| | - J Kayesth
- Infectious Disease Detection and Surveillance Project, United States Agency for International Development (USAID), ICF Incorporated, Reston, VA, USA
| | | | - M Moore
- Infectious Disease Detection and Surveillance Project, United States Agency for International Development (USAID), ICF Incorporated, Reston, VA, USA
| | - R P Joshi
- Central TB Division, Ministry of Health and Family Welfare, New Delhi
| | - R Ramachandran
- World Health Organization India Office, New Delhi, India
| | - S Anand
- World Health Organization India Office, New Delhi, India
| | - S Shanmugam
- National Institute for Research in Tuberculosis, Indian Council of Medical Research, New Delhi
| | - C Padmapriyadarsini
- National Institute for Research in Tuberculosis, Indian Council of Medical Research, New Delhi
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Baker C, Milestone W, Garner AL, Joshi RP. Selective Electroporation of Tumor Cells Under AC Radiofrequency Stimulation - A Numerical Study. IEEE Trans Biomed Eng 2023; PP:1-9. [PMID: 37418405 DOI: 10.1109/tbme.2023.3293278] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/09/2023]
Abstract
Self-consistent evaluations of membrane electroporation along with local heating in single spherical cells arising from external AC radiofrequency electrical stimulation have been carried out. The present numerical study seeks to determine whether healthy and malignant cells exhibit separate electroporative responses with regards to operating frequency. It is shown that cells of Burkitt's lymphoma would respond to frequencies >4.5 MHz, while normal B-cells would have negligible porative effects in that higher frequency range. Similarly, a frequency separation between the response of healthy T-cells and malignant species is predicted with a threshold of about 4 MHz for cancer cells. The present simulation technique is general and so would be able to ascertain the beneficial frequency range for different cell types. The demonstration of higher frequencies to induce poration in malignant cells, while having minimal affecting healthy ones, suggests the possibility of selective electrical targeting for tumor treatments and protocols. It also opens the doorway for tabulating selectivity enhancement regimes as a guide for parameter selection towards more effective treatments while minimizing deleterious effects on healthy cells and tissues.
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Diaz L, Karkash A, Alsharari S, Joshi RP, Schamiloglu E, Sanati M. Author Correction: Importance of surface morphology on secondary electron emission: a case study of Cu covered with carbon, carbon pairs, or graphitic-like layers. Sci Rep 2023; 13:10749. [PMID: 37400484 DOI: 10.1038/s41598-023-37839-x] [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: 07/05/2023] Open
Affiliation(s)
- L Diaz
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - A Karkash
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - S Alsharari
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - R P Joshi
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX, 79409, USA
| | - E Schamiloglu
- Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque, NM, 87131, USA
| | - M Sanati
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA.
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Diaz L, Karkash A, Alsharari S, Joshi RP, Schamiloglu E, Sanati M. Importance of surface morphology on secondary electron emission: a case study of Cu covered with carbon, carbon pairs, or graphitic-like layers. Sci Rep 2023; 13:8260. [PMID: 37217573 DOI: 10.1038/s41598-023-34721-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Accepted: 05/06/2023] [Indexed: 05/24/2023] Open
Abstract
Understanding the relationship between surface adsorbates and secondary electronic emission is critical for a variety of technologies, since the secondary electrons can have deleterious effects on the operation of devices. The mitigation of such phenomena is desirable. Here, using the collective efforts of first-principles, molecular dynamics, and Monte Carlo simulations, we studied the effects of a variety of carbon adsorbates on the secondary electron emission of Cu (110). It was demonstrated that the adsorption of atomic C and C[Formula: see text] pair layers can both reduce and increase the number of secondary electrons depending on the adsorbate coverage. It was shown that under electron irradiation, the C-Cu bonds can be dissociated and reformed into C[Formula: see text] pairs and graphitic-like layers, in agreement with experimental observation. It was verified that the lowest secondary electron emission was due to the formation of the graphitic-like layer. To understand the physical reason for changes in number of secondary electrons for different systems from an electronic structure perspective, two-dimensional potential energy surfaces and charge density contour plots were calculated and analyzed. It was shown that the changes are strongly influenced by the Cu surface morphology and depends highly on the nature of the interactions between the surface Cu and C atoms.
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Affiliation(s)
- L Diaz
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - A Karkash
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - S Alsharari
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - R P Joshi
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX, 79409, USA
| | - E Schamiloglu
- Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque, NM, 87131, USA
| | - M Sanati
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA.
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7
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Brown M, Diaz L, Aslan A, Sanati M, Portillo S, Schamiloglu E, Joshi RP. Carbon-oxygen surface formation enhances secondary electron yield in Cu, Ag and Au. Sci Rep 2022; 12:15808. [PMID: 36138077 PMCID: PMC9499956 DOI: 10.1038/s41598-022-19924-9] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 09/06/2022] [Indexed: 11/24/2022] Open
Abstract
First-principles calculations coupled with Monte Carlo simulations are used to probe the role of a surface CO monolayer formation on secondary electron emission (SEE) from Cu, Ag, and Au (110) materials. It is shown that formation of such a layer increases the secondary electron emission in all systems. Analysis of calculated total density of states (TDOS) in Cu, Ag, and Au, and partial density of states (PDOS) of C and O confirm the formation of a covalent type bonding between C and O atoms. It is shown that such a bond modifies the TDOS and extended it to lower energies, which is then responsible for an increase in the probability density of secondary electron generation. Furthermore, a reduction in inelastic mean free path is predicted for all systems. Our predicted results for the secondary electron yield (SEY) compare very favorably with experimental data in all three materials, and exhibit increases in SEY. This is seen to occur despite increases in the work function for Cu, Ag, and Au. The present analysis can be extended to other absorbates and gas atoms at the surface, and such analyses will be present elsewhere.
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Affiliation(s)
- M Brown
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX, 79409, USA
| | - L Diaz
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - A Aslan
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - M Sanati
- Department of Physics and Astronomy, Texas Tech University, Lubbock, TX, 79409, USA
| | - S Portillo
- Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque, NM, 87131, USA
| | - E Schamiloglu
- Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque, NM, 87131, USA
| | - R P Joshi
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, TX, 79409, USA.
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Hu Q, Joshi RP. Continuum analysis to assess field enhancements for tailoring electroporation driven by monopolar or bipolar pulsing based on nonuniformly distributed nanoparticles. Phys Rev E 2021; 103:022402. [PMID: 33736030 DOI: 10.1103/physreve.103.022402] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Accepted: 01/15/2021] [Indexed: 11/07/2022]
Abstract
Recent reports indicate that nanoparticle (NP) clusters near cell membranes could enhance local electric fields, leading to heightened electroporation. This aspect is quantitatively analyzed through numerical simulations whereby time dependent transmembrane potentials are first obtained on the basis of a distributed circuit mode, and the results then used to calculate pore distributions from continuum Smoluchowski theory. For completeness, both monopolar and bipolar nanosecond-range pulse responses are presented and discussed. Our results show strong increases in TMP with the presence of multiple NP clusters and demonstrate that enhanced poration could be possible even over sites far away from the poles at the short pulsing regime. Furthermore, our results demonstrate that nonuniform distributions would work to enable poration at regions far away from the poles. The NP clusters could thus act as distributed electrodes. Our results were roughly in line with recent experimental observations.
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Affiliation(s)
- Q Hu
- School of Engineering, Eastern Michigan University, Ypsilanti, Michigan 48197, USA
| | - R P Joshi
- Department of Electrical and Computer Engineering, Texas Tech University, Lubbock, Texas 79409, USA
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Joshi RP, Pejaver V, Hammarlund NE, Sung H, Lee SK, Furmanchuk A, Lee HY, Scott G, Gombar S, Shah N, Shen S, Nassiri A, Schneider D, Ahmad FS, Liebovitz D, Kho A, Mooney S, Pinsky BA, Banaei N. A predictive tool for identification of SARS-CoV-2 PCR-negative emergency department patients using routine test results. J Clin Virol 2020; 129:104502. [PMID: 32544861 PMCID: PMC7286235 DOI: 10.1016/j.jcv.2020.104502] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [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: 06/03/2020] [Accepted: 06/07/2020] [Indexed: 01/08/2023]
Abstract
Background Testing for COVID-19 remains limited in the United States and across the world. Poor allocation of limited testing resources leads to misutilization of health system resources, which complementary rapid testing tools could ameliorate. Objective To predict SARS-CoV-2 PCR positivity based on complete blood count components and patient sex. Study design A retrospective case-control design for collection of data and a logistic regression prediction model was used. Participants were emergency department patients > 18 years old who had concurrent complete blood counts and SARS-CoV-2 PCR testing. 33 confirmed SARS-CoV-2 PCR positive and 357 negative patients at Stanford Health Care were used for model training. Validation cohorts consisted of emergency department patients > 18 years old who had concurrent complete blood counts and SARS-CoV-2 PCR testing in Northern California (41 PCR positive, 495 PCR negative), Seattle, Washington (40 PCR positive, 306 PCR negative), Chicago, Illinois (245 PCR positive, 1015 PCR negative), and South Korea (9 PCR positive, 236 PCR negative). Results A decision support tool that utilizes components of complete blood count and patient sex for prediction of SARS-CoV-2 PCR positivity demonstrated a C-statistic of 78 %, an optimized sensitivity of 93 %, and generalizability to other emergency department populations. By restricting PCR testing to predicted positive patients in a hypothetical scenario of 1000 patients requiring testing but testing resources limited to 60 % of patients, this tool would allow a 33 % increase in properly allocated resources. Conclusions A prediction tool based on complete blood count results can better allocate SARS-CoV-2 testing and other health care resources such as personal protective equipment during a pandemic surge.
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Affiliation(s)
- Rohan P Joshi
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Vikas Pejaver
- Department of Biomedical Informatics and Medical Education, University of Washington School of Medicine, Seattle, WA, USA
| | - Noah E Hammarlund
- Department of Biomedical Informatics and Medical Education, University of Washington School of Medicine, Seattle, WA, USA
| | - Heungsup Sung
- Department of Laboratory Medicine, University of Ulsan College of Medicine and Asan Medical Center, Seoul, Republic of Korea
| | - Seong Kyu Lee
- Department of Laboratory Medicine, Bundang Jesaeng General Hospital, Seongnam, Republic of Korea
| | - Al'ona Furmanchuk
- Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Hye-Young Lee
- Department of Laboratory Medicine, University of Ulsan College of Medicine and Asan Medical Center, Seoul, Republic of Korea; Department of Laboratory Medicine, U2Bio Laboratories, Seoul, Republic of Korea
| | - Gregory Scott
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Saurabh Gombar
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Nigam Shah
- Department of Medicine, Division of Stanford University School of Medicine, Stanford, CA, USA
| | - Sam Shen
- Department of Emergency Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Daniel Schneider
- Research Analytics at Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | - Faraz S Ahmad
- Department of Medicine, Division of Cardiology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - David Liebovitz
- Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Abel Kho
- Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sean Mooney
- Department of Biomedical Informatics and Medical Education, University of Washington School of Medicine, Seattle, WA, USA
| | - Benjamin A Pinsky
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA; Department of Medicine, Division of Infectious Diseases and Geographic Medicine, Stanford University School of Medicine, Stanford, CA, USA; Clinical Virology Laboratory, Stanford University Medical Center, Palo Alto, CA, USA
| | - Niaz Banaei
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA; Department of Medicine, Division of Infectious Diseases and Geographic Medicine, Stanford University School of Medicine, Stanford, CA, USA; Clinical Microbiology Laboratory, Stanford University Medical Center, Palo Alto, CA, USA.
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Joshi RP, Kruger AJ, Sha L, Kannan M, Khan AA, Stumpe M. Learning relevant H&E slide morphologies for prediction of colorectal cancer tumor mutation burden using weakly supervised deep learning. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e15244] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
e15244 Background: Tumor mutation burden (TMB) is the number of non-synonymous mutations present in a cancer exome. In colorectal cancer (CRC), high TMB is associated with microsatellite instability (MSI), POLE mutations, and response to immunotherapy. TMB prediction from whole-slide images (WSIs) could aid workflows that determine MSI and POLE status. Deep learning has previously been used to predict MSI status from WSIs. This approach assumed the morphologies of all regions within the tumor are equally associated with MSI. Here, we predict TMB using a weakly supervised deep learning framework that relaxes this assumption and automatically learns relevant regions within the tumor that are most associated with TMB, potentially uncovering morphological associations. Methods: Weakly supervised learning methods facilitate classification of samples that contain many individual instances, only some of which are related to the sample label. Here, a given WSI has a single TMB-high or -low label and contains individual regions that may or may not be associated with TMB status. We implemented a ResNet18 attention-based, multiple-instance learning (MIL), convolutional neural network to simultaneously learn which tiles are important for prediction of the slide-level TMB and the tile features that are associated TMB-high and -low. We determined performance through 8-fold cross-validation within a Tempus dataset using a 75%-12.5%-12.5% split of ~940 WSIs for training, validation, and testing folds. Results: In the cross-validation, we observed a receiver operating characteristic area under the curve of 0.854 (95% CI 0.776-0.932), an average precision of 0.723 (95% CI 0.580-0.865), and an accuracy of 0.889 (95% CI 0.833-0.945) in the held-out test sets. Morphologies predicted as irrelevant for TMB include adipose tissue and WSI artifacts. Visualizations of model weights show morphologies determined to be most associated with TMB-high and -low, such as high tumor/lymphocyte content and vasculature/red blood cells, respectively. Conclusions: Attention-MIL shows high performance for the prediction of TMB in CRC from H&E images and potentially reveals the morphologies of CRC that are most associated with TMB. Future directions include further investigation of morphological associations, generalizing this model beyond Tempus acquired data, and re-training on the entire Tempus dataset.
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Kruger AJ, Sha L, Kannan M, Joshi RP, Leibowitz BD, Zhang R, Khan AA, Stumpe M. H&E image-based consensus molecular subtype classification of colorectal cancer using weak labeling. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.e16097] [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
e16097 Background: Using gene-expression, consensus molecular subtypes (CMS) divide colorectal cancers (CRC) into four categories with prognostic and therapy-predictive clinical utilities. These subtypes also manifest as different morphological phenotypes in whole-slide images (WSIs). Here, we implemented and trained a novel deep multiple instance learning (MIL) framework that requires only a single label per WSI to identify morphological biomarkers and accelerate CMS classification. Methods: Deep learning models can be trained by MIL frameworks to classify tissue in localized tiles from large ( > 1 Gb) WSIs using only weakly supervised, slide-level classification labels. Here we demonstrate a novel framework that advances on instance-based MIL by using a multi-phase approach to training deep learning models. The framework allows us to train on WSIs that contain multiple CMS classes while further identifying previously undiscovered tissue features that have low or no correlation with any subtype. Identification of these uncorrelated features results in improved insights into the specific tissue features that are most associated with the four CMS classes and a more accurate classification of CMS status. Results: We trained and validated (n = 735 WSIs and 184 withheld WSIs, respectively) a ResNet34 convolutional neural network to classify 224x224 pixel tiles distributed across tumor, lymphocyte, and stroma tissue regions. The slide-level CMS classification probability was calculated by an aggregation of the tiles correlated with each one of the four subtypes. The receiver operating characteristic curves had the following one-vs-all AUCs: CMS1 = 0.854, CMS2 = 0.921, CMS3 = 0.850, and CMS4 = 0.866, resulting in an average AUC of 0.873. Initial tests to generalize to other data sets, such as TCGA, are promising and constitute one of the future directions of this work. Conclusions: The MIL framework robustly identified tissue features correlated with CMS groups, allowing for a more efficient classification of CRC samples. We also demonstrated that the morphological features indicative of different molecular subtypes can be identified from the deep neural network.
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Joshi RP, Steiner DF, Konnick EQ, Suarez CJ. Pharma-Oncogenomics in the Era of Personal Genomics: A Quick Guide to Online Resources and Tools. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2019; 1168:103-115. [DOI: 10.1007/978-3-030-24100-1_7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/05/2023]
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Shaffer SM, Joshi RP, Chambers BS, Sterken D, Biaesch AG, Gabrieli DJ, Li Y, Feemster KA, Hensley SE, Issadore D, Raj A. Multiplexed detection of viral infections using rapid in situ RNA analysis on a chip. Lab Chip 2015; 15:3170-82. [PMID: 26113495 PMCID: PMC4670042 DOI: 10.1039/c5lc00459d] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Viral infections are a major cause of human disease, but many require molecular assays for conclusive diagnosis. Current assays typically rely on RT-PCR or ELISA; however, these tests often have limited speed, sensitivity or specificity. Here, we demonstrate that rapid RNA FISH is a viable alternative method that could improve upon these limitations. We describe a platform beginning with software to generate RNA FISH probes both for distinguishing related strains of virus (even those different by a single base) and for capturing large numbers of strains simultaneously. Next, we present a simple fluidic device for reliably performing RNA FISH assays in an automated fashion. Finally, we describe an automated image processing pipeline to robustly identify uninfected and infected samples. Together, our results establish RNA FISH as a methodology with potential for viral point-of-care diagnostics.
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Affiliation(s)
- Sydney M Shaffer
- Department of Bioengineering, University of Pennsylvania, Philadelphia, USA.
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14
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Agrawal AR, Joshi RP, Shah V. Mandating audio-video recording of informed consent: are we right in enforcing this? Int J Clin Pract 2014; 68:794-5. [PMID: 24942306 DOI: 10.1111/ijcp.12441] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Abstract
Medicines are the result of experimentation carried out in animals and humans. However, there are numerous instances in the history of medicine where humans were subjected to undue risks and abuses, requiring regulations for their safety. Idea of informed consent has found its presence in medical literature from the times of Hippocratic Oath propagating principles of '...never do harm to anyone' and physician directed care of patients. This was revived in post-world war II era in the form of Nuremberg code and the declaration of Helsinki in response to various debilitating experimentations done on prisoners in concentration camps and elsewhere. Complete information and voluntary participation forms the ethical tenets of these acts and the same has been reflected in various guidelines enacted worldwide, which are sufficient to make sure that patient consent is obtained in fair and just manner. Despite this, there have been undesirable lapses in the conduct of clinical trials. This situation worsens, when intentional lapses in conduct of trial hamper the ability of socially and economically disadvantaged communities in developing countries to make free and informed decision.
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Joshi RP, Schmidt AM, Das J, Pytel D, Riese MJ, Lester M, Diehl JA, Behrens EM, Kambayashi T, Koretzky GA. The ζ isoform of diacylglycerol kinase plays a predominant role in regulatory T cell development and TCR-mediated ras signaling. Sci Signal 2013; 6:ra102. [PMID: 24280043 DOI: 10.1126/scisignal.2004373] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Diacylglycerol (DAG) is a critical second messenger that mediates T cell receptor (TCR)-stimulated signaling. The abundance of DAG is reduced by the diacylglycerol kinases (DGKs), which catalyze the conversion of DAG to phosphatidic acid (PA) and thus inhibit DAG-mediated signaling. In T cells, the predominant DGK isoforms are DGKα and DGKζ, and deletion of the genes encoding either isoform enhances DAG-mediated signaling. We found that DGKζ, but not DGKα, suppressed the development of natural regulatory T (T(reg)) cells and predominantly mediated Ras and Akt signaling downstream of the TCR. The differential functions of DGKα and DGKζ were not attributable to differences in protein abundance in T cells or in their localization to the contact sites between T cells and antigen-presenting cells. RasGRP1, a key DAG-mediated activator of Ras signaling, associated to a greater extent with DGKζ than with DGKα; however, in silico modeling of TCR-stimulated Ras activation suggested that a difference in RasGRP1 binding affinity was not sufficient to cause differences in the functions of each DGK isoform. Rather, the model suggested that a greater catalytic rate for DGKζ than for DGKα might lead to DGKζ exhibiting increased suppression of Ras-mediated signals compared to DGKα. Consistent with this notion, experimental studies demonstrated that DGKζ was more effective than DGKα at catalyzing the metabolism of DAG to PA after TCR stimulation. The enhanced effective enzymatic production of PA by DGKζ is therefore one possible mechanism underlying the dominant functions of DGKζ in modulating T(reg) cell development.
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Affiliation(s)
- Rohan P Joshi
- 1Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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16
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Schmidt AM, Zou T, Joshi RP, Leichner TM, Pimentel MA, Sommers CL, Kambayashi T. Diacylglycerol kinase ζ limits the generation of natural regulatory T cells. Sci Signal 2013; 6:ra101. [PMID: 24280042 DOI: 10.1126/scisignal.2004411] [Citation(s) in RCA: 32] [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] [Indexed: 01/12/2023]
Abstract
Natural regulatory T (nT(reg)) cells are important for maintaining tolerance to self- and foreign antigens, and they are thought to develop from thymocytes that receive strong T cell receptor (TCR)-mediated signals in the thymus. TCR engagement leads to the activation of phospholipase C-γ1, which generates the lipid second messenger diacylglycerol (DAG) from phosphatidylinositol 4,5-bisphosphate. We used mice that lack the ζ isoform of DAG kinase (DGKζ), which metabolizes DAG to terminate its signaling, to enhance TCR-mediated signaling and identify critical signaling events in nT(reg) cell development. Loss of DGKζ resulted in increased numbers of thymic CD25(+)Foxp3(-)CD4(+) nT(reg) cell precursors and Foxp3(+)CD4(+) nT(reg) cells in a cell-autonomous manner. DGKζ-deficient T cells exhibited increased nuclear translocation of the nuclear factor κB subunit c-Rel, as well as enhanced extracellular signal-regulated kinase (ERK) phosphorylation in response to TCR stimulation, suggesting that these downstream pathways may contribute to nT(reg) cell development. Indeed, reducing c-Rel abundance or blocking ERK phosphorylation abrogated the increased generation of nTreg cells by DGKζ-deficient thymocytes. The extent of ERK phosphorylation correlated with TCR-mediated acquisition of Foxp3 in immature thymocytes in vitro. Furthermore, the development of nT(reg) cells was augmented in mice in which ERK activation was selectively enhanced in T cells. Together, these data suggest that DGKζ regulates the development of nT(reg) cells by limiting the extent of activation of the ERK and c-Rel signaling pathways.
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Affiliation(s)
- Amanda M Schmidt
- 1Department of Pathology and Laboratory Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA 10194, USA
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17
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Riese MJ, Wang LCS, Moon EK, Joshi RP, Ranganathan A, June CH, Koretzky GA, Albelda SM. Enhanced effector responses in activated CD8+ T cells deficient in diacylglycerol kinases. Cancer Res 2013; 73:3566-77. [PMID: 23576561 PMCID: PMC3686869 DOI: 10.1158/0008-5472.can-12-3874] [Citation(s) in RCA: 94] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Recent clinical trials have shown promise in the use of chimeric antigen receptor (CAR)-transduced T cells; however, augmentation of their activity may broaden their clinical use and improve their efficacy. We hypothesized that because CAR action requires proteins essential for T-cell receptor (TCR) signal transduction, deletion of negative regulators of these signaling pathways would enhance CAR signaling and effector T-cell function. We tested CAR activity and function in T cells that lacked one or both isoforms of diacylglycerol kinase (dgk) expressed highly in T cells, dgkα and dgkζ, enzymes that metabolize the second messenger diacylglycerol (DAG) and limit Ras/ERK activation. We found that primary murine T cells transduced with CARs specific for the human tumor antigen mesothelin showed greatly enhanced cytokine production and cytotoxicity when cocultured with a murine mesothelioma line that stably expresses mesothelin. In addition, we found that dgk-deficient CAR-transduced T cells were more effective in limiting the growth of implanted tumors, both concurrent with and after establishment of tumor. Consistent with our studies in mice, pharmacologic inhibition of dgks also augments function of primary human T cells transduced with CARs. These results suggest that deletion of negative regulators of TCR signaling enhances the activity and function of CAR-expressing T cells and identify dgks as potential targets for improving the clinical potential of CARs.
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MESH Headings
- Animals
- Blotting, Western
- CD8-Positive T-Lymphocytes/immunology
- CD8-Positive T-Lymphocytes/metabolism
- CD8-Positive T-Lymphocytes/transplantation
- Cell Line, Tumor
- Cells, Cultured
- Diacylglycerol Kinase/genetics
- Diacylglycerol Kinase/immunology
- Diacylglycerol Kinase/metabolism
- Diglycerides/immunology
- Diglycerides/metabolism
- Flow Cytometry
- GPI-Linked Proteins/immunology
- HEK293 Cells
- Humans
- Immunotherapy, Adoptive
- Isoenzymes/genetics
- Isoenzymes/immunology
- Isoenzymes/metabolism
- Lymphocyte Activation/immunology
- Mesothelin
- Mice
- Mice, Inbred C57BL
- Mice, Knockout
- Neoplasms, Experimental/immunology
- Neoplasms, Experimental/pathology
- Neoplasms, Experimental/therapy
- Receptors, Antigen, T-Cell/immunology
- Receptors, Antigen, T-Cell/metabolism
- Signal Transduction/immunology
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Affiliation(s)
- Matthew J. Riese
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Liang-Chuan S. Wang
- Division of Pulmonology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Edmund K. Moon
- Division of Pulmonology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Rohan P. Joshi
- Abramson Family Cancer Research Institute, Perelman School of Medicine, Philadelphia, PA
| | - Anjana Ranganathan
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Carl H. June
- Abramson Family Cancer Research Institute, Perelman School of Medicine, Philadelphia, PA
- Department of Path and Lab Medicine, Perelman School of Medicine, Philadelphia, PA
| | - Gary A. Koretzky
- Abramson Family Cancer Research Institute, Perelman School of Medicine, Philadelphia, PA
- Division of Rheumatology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Steven M. Albelda
- Division of Pulmonology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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18
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Joshi RP, Koretzky GA. Diacylglycerol kinases: regulated controllers of T cell activation, function, and development. Int J Mol Sci 2013; 14:6649-73. [PMID: 23531532 PMCID: PMC3645659 DOI: 10.3390/ijms14046649] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Revised: 03/07/2013] [Accepted: 03/14/2013] [Indexed: 01/22/2023] Open
Abstract
Diacylglycerol kinases (DGKs) are a diverse family of enzymes that catalyze the conversion of diacylglycerol (DAG), a crucial second messenger of receptor-mediated signaling, to phosphatidic acid (PA). Both DAG and PA are bioactive molecules that regulate a wide set of intracellular signaling proteins involved in innate and adaptive immunity. Clear evidence points to a critical role for DGKs in modulating T cell activation, function, and development. More recently, studies have elucidated factors that control DGK function, suggesting an added complexity to how DGKs act during signaling. This review summarizes the available knowledge of the function and regulation of DGK isoforms in signal transduction with a particular focus on T lymphocytes.
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Affiliation(s)
- Rohan P. Joshi
- Abramson Family Cancer Research Institute, University of Pennsylvania, Philadelphia, PA 19104, USA; E-Mail:
| | - Gary A. Koretzky
- Abramson Family Cancer Research Institute, University of Pennsylvania, Philadelphia, PA 19104, USA; E-Mail:
- Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA 19104, USA
- Author to whom correspondence should be addressed; E-Mail: ; Tel.: +1-215-746-5522; Fax: +1-215-746-5525
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19
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Abstract
Models for electric field interactions with biological cells predict that pulses with durations shorter than the charging time of the outer membrane can affect intracellular structures. Experimental studies in which human cells were exposed to pulsed electric fields of up to 300 kV/cm amplitude, with durations as short as 10 ns, have confirmed this hypothesis. The observed effects include the breaching of intracellular granule membranes without permanent damage to the cell membrane, abrupt rises in intracellular free calcium levels, enhanced expression of genes, cytochrome c release, and electroporation for gene transfer and drug delivery. At increased electric fields, the application of nanosecond pulses induces apoptosis (programmed cell death) in biological cells, an effect that has been shown to reduce the growth of tumors. Possible applications of the intracellular electroeffects are enhancing gene delivery to the nucleus, controlling cell functions that depend on calcium release (causing cell immobilization), and treating tumors. Such nanosecond electrical pulses have been shown to successfully treat melanoma tumors by using needle arrays as pulse delivery systems. Reducing the pulse duration of intense electric field pulses even further into the subnanosecond range will allow for the use of wideband antennas to deliver the electromagnetic fields into tissue with a spatial resolution in the centimeter range. This review carefully examines the above concepts, provides a theoretical basis, and modeling results based on both continuum approaches and atomistic molecular dynamics methods. Relevant experimental data are also presented, and some of the many potential bioengineering applications discussed.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, and Frank Reidy Research Center for Bioelectrics, Old Domonion University, Norfolk, VA 23529-0246, USA.
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20
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Rood JE, Migueles SA, Berkley AM, Compton AA, Joshi RP, Duerr A, McElrath J, Connors M. 0A07-01. HIV-specific CD8+ T-cells of vaccinees exhibit proliferative and cytotoxic capacities comparable to those of progressors. Retrovirology 2009. [PMCID: PMC2767572 DOI: 10.1186/1742-4690-6-s3-o49] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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21
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Hu Q, Joshi RP. Transmembrane voltage analyses in spheroidal cells in response to an intense ultrashort electrical pulse. Phys Rev E Stat Nonlin Soft Matter Phys 2009; 79:011901. [PMID: 19257063 DOI: 10.1103/physreve.79.011901] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2008] [Revised: 10/09/2008] [Indexed: 05/27/2023]
Abstract
Self-consistent evaluations of both the transmembrane potential (TMP) and possible electroporation density across membrane of spheroidal cells in response to ultrashort, high-intensity pulses are reported and discussed. Most treatments in the literature have been based on spherical cells, and this represents a step towards more realistic analyses. The present study couples the Laplace equation with Smoluchowski theory of pore formation, to yield dynamic membrane conductivities that influence the TMP. It is shown that the TMP induced by pulsed external voltages can be substantial higher in oblate spheroids as compared to spherical or prolate spheroidal cells. Flattening of the surface area in oblate spheroids leads to both higher electric fields seen by the membrane, and allows a great fraction of the surface area to be porated. This suggests that biomedical applications such as drug delivery and electrochemotherapy could work best for flatter-shaped cells, and secondary field-enabled orienting would be beneficial. Results for arbitrary field orientations and different cell sizes have also been presented.
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Affiliation(s)
- Q Hu
- Department of Engineering and Technology, Central Michigan University, Mt Pleasant, Michigan 48859, USA
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22
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Migueles SA, Osborne CM, Royce C, Compton AA, Joshi RP, Weeks KA, Rood JE, Berkley AM, Sacha JB, Cogliano-Shutta NA, Lloyd M, Roby G, Kwan R, McLaughlin M, Stallings S, Rehm C, O'Shea MA, Mican J, Packard BZ, Komoriya A, Palmer S, Wiegand AP, Maldarelli F, Coffin JM, Mellors JW, Hallahan CW, Follman DA, Connors M. Lytic granule loading of CD8+ T cells is required for HIV-infected cell elimination associated with immune control. Immunity 2008; 29:1009-21. [PMID: 19062316 DOI: 10.1016/j.immuni.2008.10.010] [Citation(s) in RCA: 433] [Impact Index Per Article: 27.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2008] [Revised: 09/19/2008] [Accepted: 10/10/2008] [Indexed: 01/19/2023]
Abstract
Virus-specific CD8+ T cells probably mediate control over HIV replication in rare individuals, termed long-term nonprogressors (LTNPs) or elite controllers. Despite extensive investigation, the mechanisms responsible for this control remain incompletely understood. We observed that HIV-specific CD8+ T cells of LTNPs persisted at higher frequencies than those of treated progressors with equally low amounts of HIV. Measured on a per-cell basis, HIV-specific CD8+ T cells of LTNPs efficiently eliminated primary autologous HIV-infected CD4+ T cells. This function required lytic granule loading of effectors and delivery of granzyme B to target cells. Defective cytotoxicity of progressor effectors could be restored after treatment with phorbol ester and calcium ionophore. These results establish an effector function and mechanism that clearly segregate with immunologic control of HIV. They also demonstrate that lytic granule contents of memory cells are a critical determinant of cytotoxicity that must be induced for maximal per-cell killing capacity.
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Affiliation(s)
- Stephen A Migueles
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, USA
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23
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Joshi RP, Mishra A, Hu Q, Schoenbach KH, Pakhomov A. Self-consistent analyses for potential conduction block in nerves by an ultrashort high-intensity electric pulse. Phys Rev E Stat Nonlin Soft Matter Phys 2007; 75:061906. [PMID: 17677299 DOI: 10.1103/physreve.75.061906] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2006] [Indexed: 05/16/2023]
Abstract
Simulation studies are presented that probe the possibility of using high-field (> 100 kV/cm) , short-duration ( approximately 50 ns) electrical pulses for nonthermal and reversible cessation of biological electrical signaling pathways. This would have obvious applications in neurophysiology, clinical research, neuromuscular stimulation therapies, and even nonlethal bioweapons development. The concept is based on the creation of a sufficiently high density of pores on the nerve membrane by an electric pulse. This modulates membrane conductance and presents an effective "electrical short" to an incident voltage wave traveling across a nerve. Net blocking of action potential propagation can then result. A continuum approach based on the Smoluchowski equation is used to treat electroporation. This is self-consistently coupled with a distributed circuit representation of the nerve dynamics. Our results indicate that poration at a single neural segment would be sufficient to produce an observable, yet reversible, effect.
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Affiliation(s)
- R P Joshi
- Department of Electrical & Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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24
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Pliquett U, Joshi RP, Sridhara V, Schoenbach KH. High electrical field effects on cell membranes. Bioelectrochemistry 2007; 70:275-82. [PMID: 17123870 DOI: 10.1016/j.bioelechem.2006.10.004] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2006] [Revised: 10/07/2006] [Accepted: 10/09/2006] [Indexed: 10/24/2022]
Abstract
Electrical charging of lipid membranes causes electroporation with sharp membrane conductance increases. Several recent observations, especially at very high field strength, are not compatible with the simple electroporation picture. Here we present several relevant experiments on cell electrical responses to very high external voltages. We hypothesize that, not only are aqueous pores created within the lipid membranes, but that nanoscale membrane fragmentation occurs, possibly with micelle formation. This effect would produce conductivity increases beyond simple electroporation and display a relatively fast turn-off with external voltage. In addition, material loss can be expected at the anode side of cells, in agreement with published experimental reports at high fields. Our hypothesis is qualitatively supported by molecular dynamics simulations. Finally, such cellular responses might temporarily inactivate voltage-gated and ion-pump activity, while not necessarily causing cell death. This hypothesis also supports observations on electrofusion.
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Affiliation(s)
- U Pliquett
- Frank Reidy Research Center for Bioelectrics 830 Southampton Ave., Suite 5100, Norfolk, VA 23510, United States
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25
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Joshi RP, Nguyen A, Sridhara V, Hu Q, Nuccitelli R, Beebe SJ, Kolb J, Schoenbach KH. Simulations of intracellular calcium release dynamics in response to a high-intensity, ultrashort electric pulse. Phys Rev E Stat Nonlin Soft Matter Phys 2007; 75:041920. [PMID: 17500934 DOI: 10.1103/physreve.75.041920] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/08/2007] [Revised: 03/06/2007] [Indexed: 05/15/2023]
Abstract
Numerical simulations for electrically induced, intracellular calcium release from the endoplasmic reticulum are reported. A two-step model is used for self-consistency. Distributed electrical circuit representation coupled with the Smoluchowski equation yields the ER membrane nanoporation for calcium outflow based on a numerical simulation. This is combined with the continuum Li-Rinzel model and drift diffusion for calcium dynamics. Our results are shown to be in agreement with reported calcium release data. A modest increase (rough doubling) of the cellular calcium is predicted in the absence of extra-cellular calcium. In particular, the applied field of 15 kV/cm with 60 ns pulse duration makes for a strong comparison. No oscillations are predicted and the net recovery period of about 5 min are both in agreement with published experimental results. A quantitative explanation for the lack of such oscillatory behavior, based on the density dependent calcium fluxes, is also provided.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, VA 23529-0246, USA
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26
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Joshi RP, Sridhara V, Schoenbach KH. Microscopic calculations of local lipid membrane permittivities and diffusion coefficients for application to electroporation analyses. Biochem Biophys Res Commun 2006; 348:643-8. [PMID: 16890913 DOI: 10.1016/j.bbrc.2006.07.144] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2006] [Accepted: 07/20/2006] [Indexed: 11/17/2022]
Abstract
Interaction of electric fields with biological systems has begun to receive considerable attention for applications that include field-assisted drug delivery, medical interventions, and genetic engineering. External fields induce the strongest effects at membranes with electroporation being a common feature. Membrane transport in this context of poration is often based on continuum approaches utilizing macroscopic parameters such as the permittivity, diffusion coefficients, and mobilities. In such modeling, field dependences, local inhomogeneities, and microscopic details are usually ignored. Here, a molecular dynamics (MD) scheme is used for a more rigorous and physically realistic evaluation of such parameters for potential application to electroporative transport model development. A suitable membrane structure containing a nanopore derived from MD analysis is used as the initial geometric configuration. Both static and frequency dependent diffusion coefficients have been evaluated. Permittivities are also calculated and shown to be dramatically non-uniform in the vicinity of membranes under high external fields. A positive feedback mechanism leading to enhanced membrane fields is discussed.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, VA 23529-0246, USA.
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27
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Frey W, White JA, Price RO, Blackmore PF, Joshi RP, Nuccitelli R, Beebe SJ, Schoenbach KH, Kolb JF. Plasma membrane voltage changes during nanosecond pulsed electric field exposure. Biophys J 2006; 90:3608-15. [PMID: 16513782 PMCID: PMC1440741 DOI: 10.1529/biophysj.105.072777] [Citation(s) in RCA: 195] [Impact Index Per Article: 10.8] [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: 02/03/2023] Open
Abstract
The change in the membrane potential of Jurkat cells in response to nanosecond pulsed electric fields was studied for pulses with a duration of 60 ns and maximum field strengths of approximately 100 kV/cm (100 V/cell diameter). Membranes of Jurkat cells were stained with a fast voltage-sensitive dye, ANNINE-6, which has a subnanosecond voltage response time. A temporal resolution of 5 ns was achieved by the excitation of this dye with a tunable laser pulse. The laser pulse was synchronized with the applied electric field to record images at times before, during, and after exposure. When exposing the Jurkat cells to a pulse, the voltage across the membrane at the anodic pole of the cell reached values of 1.6 V after 15 ns, almost twice the voltage level generally required for electroporation. Voltages across the membrane on the side facing the cathode reached values of only 0.6 V in the same time period, indicating a strong asymmetry in conduction mechanisms in the membranes of the two opposite cell hemispheres. This small voltage drop of 0.6-1.6 V across the plasma membrane demonstrates that nearly the entire imposed electric field of 10 V/mum penetrates into the interior of the cell and every organelle.
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Affiliation(s)
- W Frey
- Forschungszentrum Karlsruhe, IHM, D-76344, Eggenstein-Leopoldshafen, Germany
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28
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Hu Q, Joshi RP, Schoenbach KH. Simulations of nanopore formation and phosphatidylserine externalization in lipid membranes subjected to a high-intensity, ultrashort electric pulse. Phys Rev E Stat Nonlin Soft Matter Phys 2005; 72:031902. [PMID: 16241477 DOI: 10.1103/physreve.72.031902] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2005] [Indexed: 05/05/2023]
Abstract
A combined MD simulator and time dependent Laplace solver are used to analyze the electrically driven phosphatidylserine externalization process in cells. Time dependent details of nanopore formation at cell membranes in response to a high-intensity (100 kV/cm), ultrashort (10 ns) electric pulse are also probed. Our results show that nanosized pores could typically be formed within about 5 ns. These predictions are in very good agreement with recent experimental data. It is also demonstrated that defect formation and PS externalization in membranes should begin on the anode side. Finally, the simulations confirm that PS externalization is a nanopore facilitated event, rather than the result of molecular translocation across the trans-membrane energy barrier.
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Affiliation(s)
- Q Hu
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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Hu Q, Viswanadham S, Joshi RP, Schoenbach KH, Beebe SJ, Blackmore PF. Simulations of transient membrane behavior in cells subjected to a high-intensity ultrashort electric pulse. Phys Rev E Stat Nonlin Soft Matter Phys 2005; 71:031914. [PMID: 15903466 DOI: 10.1103/physreve.71.031914] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2004] [Indexed: 05/02/2023]
Abstract
A molecular dynamics (MD) scheme is combined with a distributed circuit model for a self-consistent analysis of the transient membrane response for cells subjected to an ultrashort (nanosecond) high-intensity (approximately 0.01-V/nm spatially averaged field) voltage pulse. The dynamical, stochastic, many-body aspects are treated at the molecular level by resorting to a course-grained representation of the membrane lipid molecules. Coupling the Smoluchowski equation to the distributed electrical model for current flow provides the time-dependent transmembrane fields for the MD simulations. A good match between the simulation results and available experimental data is obtained. Predictions include pore formation times of about 5-6 ns. It is also shown that the pore formation process would tend to begin from the anodic side of an electrically stressed membrane. Furthermore, the present simulations demonstrate that ions could facilitate pore formation. This could be of practical importance and have direct relevance to the recent observations of calcium release from the endoplasmic reticulum in cells subjected to such ultrashort, high-intensity pulses.
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Affiliation(s)
- Q Hu
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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Joshi RP, Hu Q, Schoenbach KH, Beebe SJ. Energy-landscape-model analysis for irreversibility and its pulse-width dependence in cells subjected to a high-intensity ultrashort electric pulse. Phys Rev E Stat Nonlin Soft Matter Phys 2004; 69:051901. [PMID: 15244841 DOI: 10.1103/physreve.69.051901] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2003] [Revised: 12/15/2003] [Indexed: 05/24/2023]
Abstract
We provide a simple, but physical analysis for cell irreversibility and apoptosis in response to an ultrashort (nanosecond), high-intensity electric pulse. Our approach is based on an energy landscape model for determining the temporal evolution of the configurational probability function p(q). The primary focus is on obtaining qualitative predictions of a pulse width dependence to apoptotic cell irreversibility that has been observed experimentally. The analysis couples a distributed electrical model for current flow with the Smoluchowski equation to provide self-consistent, time-dependent transmembrane voltages. The model captures the essence of the experimentally observed pulse-width dependence, and provides a possible physical picture that depends only on the electrical trigger. A number of interesting features are predicted.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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31
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Joshi RP, Schoenbach KH. Mechanism for membrane electroporation irreversibility under high-intensity, ultrashort electrical pulse conditions. Phys Rev E Stat Nonlin Soft Matter Phys 2002; 66:052901. [PMID: 12513540 DOI: 10.1103/physreve.66.052901] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2002] [Indexed: 05/24/2023]
Abstract
An improved electroporation model is used to address membrane irreversibility under ultrashort electric pulse conditions. It is shown that membranes can survive a strong electric pulse and recover provided the pore distribution has a relatively large spread. If, however, the population consists predominantly of larger radii pores, then irreversibility can result. Physically, such a distribution could arise if pores at adjacent sites coalesce. The requirement of close proximity among the pore sites is more easily satisfied in smaller organelles than in outer cell membranes. Model predictions are in keeping with recent observations of cell damage to intracellular organelles (e.g., mitochondria), without irreversible shock at the outer membranes, by a nanosecond, high-intensity electric pulse. This mechanism also explains the greater damage from multiple electric shocks.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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32
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Joshi RP, Hu Q, Schoenbach KH, Hjalmarson HP. Improved energy model for membrane electroporation in biological cells subjected to electrical pulses. Phys Rev E Stat Nonlin Soft Matter Phys 2002; 65:041920. [PMID: 12005886 DOI: 10.1103/physreve.65.041920] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2001] [Revised: 02/01/2002] [Indexed: 05/23/2023]
Abstract
A self-consistent model analysis of electroporation in biological cells has been carried out based on an improved energy model. The simple energy model used in the literature is somewhat incorrect and unphysical for a variety of reasons. Our model for the pore formation energy E(r) includes a dependence on pore population and density. It also allows for variable surface tension, incorporates the effects of finite conductivity on the electrostatic correction term, and is dynamic in nature. Self-consistent calculations, based on a coupled scheme involving the Smoluchowski equation and the improved energy model, are presented. It is shown that E(r) becomes self-adjusting with variations in its magnitude and profile, in response to pore population, and inhibits uncontrolled pore growth and expansion. This theory can be augmented to include pore-pore interactions to move beyond the independent pore picture.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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Joshi RP, Hu Q, Schoenbach KH, Hjalmarson HP. Theoretical predictions of electromechanical deformation of cells subjected to high voltages for membrane electroporation. Phys Rev E Stat Nonlin Soft Matter Phys 2002; 65:021913. [PMID: 11863569 DOI: 10.1103/physreve.65.021913] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2001] [Indexed: 11/07/2022]
Abstract
An electromechanical analysis based on thin-shell theory is presented to analyze cell shape changes in response to external electric fields. This approach can be extended to include osmotic-pressure changes. Our calculations demonstrate that at large fields, the spherical cell geometry can be significantly modified, and even ellipsoidal forms would be inappropriate to account for the deformation. Values of the surface forces obtained from our calculations are in very good agreement with the 1--10 mN/m range for membrane rupture reported in the literature. The results, in keeping with reports in the literature, demonstrate that the final shape depends on membrane thickness. This has direct implications for tissues in which significant molecular restructuring can occur. It is also shown that, at least for the smaller electric fields, both the cellular surface area and volume change roughly in a quadratic manner with the electric field. Finally, it is shown that the bending moments are generally quite small and can be neglected for a simpler analysis.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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34
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Joshi RP, Hu Q, Aly R, Schoenbach KH, Hjalmarson HP. Self-consistent simulations of electroporation dynamics in biological cells subjected to ultrashort electrical pulses. Phys Rev E Stat Nonlin Soft Matter Phys 2001; 64:011913. [PMID: 11461294 DOI: 10.1103/physreve.64.011913] [Citation(s) in RCA: 38] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2001] [Revised: 04/04/2001] [Indexed: 05/23/2023]
Abstract
The temporal dynamics of electroporation of cells subjected to ultrashort voltage pulses are studied based on a coupled scheme involving the Laplace, Nernst-Plank, and Smoluchowski equations. A pore radius dependent energy barrier for ionic transport, accounts for cellular variations. It is shown that a finite time delay exists in pore formation, and leads to a transient overshoot of the transmembrane potential V(mem) beyond 1.0 V. Pore resealing is shown to consist of an initial fast process, a 10(-4) s delay, followed by a much slower closing at a time constant of about 10(-1) s. This establishes a time-window during which the pores are mostly open, and hence, the system is most vulnerable to destruction by a second electric pulse. The existence of such a time window for effective killing by a second pulse is amply supported by our experimental data for E. coli cells. The time constant for the longer process also matches experiments. The study suggests that controlled manipulation of the pore "open times" can be achieved through multiple, ultrashort pulses.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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Joshi RP, Schoenbach KH. Electroporation dynamics in biological cells subjected to ultrafast electrical pulses: a numerical simulation study. Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Topics 2000; 62:1025-1033. [PMID: 11088559 DOI: 10.1103/physreve.62.1025] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/1999] [Indexed: 05/23/2023]
Abstract
A model analysis of electroporation dynamics in biological cells has been carried out based on the Smoluchowski equation. Results of the cellular response to short, electric pulses are presented, taking account of the growth and resealing dynamics of transient aqueous pores. It is shown that the application of large voltages alone may not be sufficient to cause irreversible breakdown, if the time duration is too short. Failure to cause irreversible damage at small pulse widths could be attributed to the time inadequacy for pores to grow and expand beyond a critical threshold radius. In agreement with earlier studies, it is shown that irreversible breakdown would lead to the formation of a few large pores, while a large number of smaller pores would appear in the case of reversible breakdown. Finally, a pulse width dependence of the applied voltage for irreversible breakdown has been obtained. It is shown that in the absence of dissipation, the associated energy input necessary reduces with decreasing pulse width to a limiting value. However, with circuit effects taken into account, a local minima in the pulse dependent energy function is predicted, in keeping with previously published experimental reports.
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Affiliation(s)
- R P Joshi
- Department of Electrical and Computer Engineering, Old Dominion University, Norfolk, Virginia 23529-0246, USA
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Abstract
This study evaluated an instrument for measuring patellar mobility in the coronal plane in normal subjects, established baseline quantitative data and compared with methods of measurement described in the literature. This data can be used as a baseline for clinical assessment of patellar mobility. The findings suggest that 8-20 mm displacement is normal patellar mobility in the coronal plane. Displacement less than 8 mm may be considered as retinacular tightness and displacement greater than 20 mm considered as abnormal retinacular laxity.
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Affiliation(s)
- R P Joshi
- Orthopaedic Academic Unit, Rayne Institute, St. Thomas' Hospital, London SE1 7EH, UK
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Abstract
Fifty-nine consecutive primary total elbow replacements were performed with the modified posterior approach. The approach differs from other described approaches. The fascia and periosteum over the subcutaneous border of the ulna are preserved, and dissection is carried out on either side of the ulna. This enables a more secure repair of the posteromedial and posterolateral muscle compartments. The ulnar nerve is mobilized to prevent any injury. The distal humerus and proximal ulna can be fully exposed by this approach, giving wide access so necessary for accurate positioning of the prosthesis. The overall complication rate in 59 total elbow replacements was 33.9% including 4 (6.7%) ulnar nerve palsy, 4 (6.7%) wound infections, 2 (3.3%) delayed healing, 4 (11.8%) diminished range of motion in the affected elbow, 2 (3.3%) instability (1 had dislocated elbow and 1 had subluxation), and 1 (1.7%) triceps dehiscence requiring exploration and repair. All the patients could perform active resisted extension of the elbow, indicating continuity of the triceps. The senior author (SCG) has been using this approach for the Roper-Tuke unconstrained total elbow replacement for the last 15 years, and it has been associated with a lower incidence of complications. This approach has not been described before and is recommended for total elbow replacement.
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Affiliation(s)
- R P Joshi
- Orthopaedic Academic Unit, Rayne Institute, St. Thomas' Hospital, London, UK
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Joshi RP, Eftekhar NS, McMahon DJ, Nercessian OA. Osteolysis after Charnley primary low-friction arthroplasty. A comparison of two matched paired groups. J Bone Joint Surg Br 1998; 80:585-90. [PMID: 9699816 DOI: 10.1302/0301-620x.80b4.7361] [Citation(s) in RCA: 92] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
We reviewed 249 consecutive Charnley primary low-friction arthroplasties in 191 patients performed by one surgeon using a transtrochanteric approach at a minimum follow-up of ten years. Of these, 37 hips in 32 patients showed osteolysis and were compared with 41 hips in 37 matched patients with no osteolysis. We assessed in each case the wear rate, stability of the prosthesis, acetabular angle, socket angle, thickness of the acetabular and femoral cement mantle, canal flare index, femoral score, stem alignment, implant:canal ratio and stem:canal ratio. We found that a high rate of wear, component instability and osteolysis were associated. Osteolysis was three times more common in men than in women. Factors which reduced osteolysis were cement mantles of 6 mm at the acetabulum and of 3 mm in all zones of the femur, a stem:canal ratio of 60% to 70% and an implant:canal ratio of over 99%. The overall incidence of osteolysis was 14.9% but when these technical criteria were met, the incidence was 5.2%. This suggests that careful technique can dramatically reduce the risk of this complication.
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Affiliation(s)
- R P Joshi
- Department of Orthopaedic Surgery, Columbia Presbyterian Medical Center and New York Orthopaedic Hospital, NY 10032, USA
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39
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Affiliation(s)
- R P Joshi
- Orthopaedic Department, Conquest Hospital, Sussex, UK
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Abstract
A study was done of 70 patients who had internal fixation of an olecranon fracture with an Attenborough spring and Rush nail at the Royal East Sussex Hospital (now called Conquest Hospital), Hastings. This method has been in use since 1970. The age-sex distribution showed more men in the younger age group and more women in the older one. A subjective evaluation was done of all patients. The results were recorded for pain, activities, range of movement, further operations and re-referral after discharge. In the series more than 90 per cent of the patients were satisfied in terms of pain relief, daily activities and range of movements. There were four dissatisfied patients and seven complications. This method provides a quick, safe and effective method of fixing olecranon fractures and appears to give a high level of patient satisfaction.
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Affiliation(s)
- R P Joshi
- Orthopaedic Department, Conquest Hospital, St. Leonard on Sea, East Sussex, UK
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Abstract
Ten- to 20-year (average, 14 years) results of primary Charnley low friction arthroplasties performed in patients 50 years of age or younger (55 sockets and 53 femoral prostheses) were compared with those in patients older than 50 years (273 sockets and 273 femoral prostheses). The incidence of radiologic loosening of the socket, including revision cases, was higher in the younger (29.1%) than in the older patients (14.3%). The revision rate for aseptic loosening of the socket was higher in the younger (20%) than in the older group (4%). This poor performance of the socket may be attributable to the higher incidences of rheumatoid diseases and accelerated polyethylene wear in the younger patients. In contrast, only 3.8% of the femoral prostheses were radiologically loose, and none of them were revised in the younger patients. These figures were comparable with those in the older patients. Quality of structure of bone available for implant fixation may be important for the durability of the arthroplasty. It was considered inferior on the acetabular side and better on the femoral side in the younger patients than in the older. Continued use of the cemented Charnley femoral prostheses can be justified in young patients, although further research is required for the socket problem.
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Affiliation(s)
- S Kobayashi
- New York Orthopaedic Hospital, College of Physicians and Surgeons of Columbia University, New York, USA
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43
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Affiliation(s)
- R P Joshi
- Orthopaedic Academic Unit (UMDS) Rayne Institute St. Thomas' Hospital, London, UK
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Nercessian OA, Newton PM, Joshi RP, Sheikh B, Eftekhar NS. Trochanteric osteotomy and wire fixation: a comparison of 2 techniques. Clin Orthop Relat Res 1996:208-16. [PMID: 8981898] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Between 1986 and 1989, 190 patients (214 hips) with the diagnosis of osteoarthritis or posttraumatic arthritis underwent cemented Charnley total hip replacement surgeries via the biplane or single plane transtrochanteric approach. The technique of surgery was identical in every aspect except for the technique of the trochanteric osteotomy and reattachment. The results indicate that there was no significant difference in union rates between the 2 groups. Six (6.4%) patients in the biplane group and 7 (6.2%) patients in the single plane group had obvious evidence of nonunion at the 1-year evaluation. This study suggests no significant difference in union rate between a group of patients with biplane osteotomy and a closely paired group of patients with single plane osteotomy. Other equally important factors also may influence the rate of union of the trochanter in total hip arthroplasty.
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Affiliation(s)
- O A Nercessian
- Department of Orthopaedic Surgery, Columbia-Presbyterian Medical Center, New York, NY 10032, USA
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45
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Affiliation(s)
- T B Niazi
- Orthopaedics Department, Frimley Park Hospital, Frimley, Surrey, UK
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Joshi RP, Ferry DK. Effect of multi-ion screening on the electronic transport in doped semiconductors: A molecular-dynamics analysis. Phys Rev B Condens Matter 1991; 43:9734-9739. [PMID: 9996673 DOI: 10.1103/physrevb.43.9734] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Joshi RP, Grondin RO, Ferry DK. Monte Carlo simulation of electron-hole thermalization in photoexcited bulk semiconductors. Phys Rev B Condens Matter 1990; 42:5685-5692. [PMID: 9996154 DOI: 10.1103/physrevb.42.5685] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Joshi RP, Tsen KT, Ferry DK. Monte Carlo study of the transient expansion of photogenerated plasmas in bulk semiconductors: Nonequilibrium phonon effects. Phys Rev B Condens Matter 1990; 41:9899-9906. [PMID: 9993372 DOI: 10.1103/physrevb.41.9899] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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Joshi RP, Ferry DK. Hot-phonon effects and interband relaxation processes in photoexcited GaAs quantum wells. Phys Rev B Condens Matter 1989; 39:1180-1187. [PMID: 9948299 DOI: 10.1103/physrevb.39.1180] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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50
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Tsen KT, Joshi RP, Ferry DK, Morkoc H. Time-resolved Raman scattering of nonequilibrium LO phonons in GaAs quantum wells. Phys Rev B Condens Matter 1989; 39:1446-1449. [PMID: 9948351 DOI: 10.1103/physrevb.39.1446] [Citation(s) in RCA: 25] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
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