1
|
Dorff TB, Blanchard MS, Adkins LN, Luebbert L, Leggett N, Shishido SN, Macias A, Del Real MM, Dhapola G, Egelston C, Murad JP, Rosa R, Paul J, Chaudhry A, Martirosyan H, Gerdts E, Wagner JR, Stiller T, Tilakawardane D, Pal S, Martinez C, Reiter RE, Budde LE, D'Apuzzo M, Kuhn P, Pachter L, Forman SJ, Priceman SJ. PSCA-CAR T cell therapy in metastatic castration-resistant prostate cancer: a phase 1 trial. Nat Med 2024; 30:1636-1644. [PMID: 38867077 PMCID: PMC11186768 DOI: 10.1038/s41591-024-02979-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Accepted: 04/05/2024] [Indexed: 06/14/2024]
Abstract
Despite recent therapeutic advances, metastatic castration-resistant prostate cancer (mCRPC) remains lethal. Chimeric antigen receptor (CAR) T cell therapies have demonstrated durable remissions in hematological malignancies. We report results from a phase 1, first-in-human study of prostate stem cell antigen (PSCA)-directed CAR T cells in men with mCRPC. The starting dose level (DL) was 100 million (M) CAR T cells without lymphodepletion (LD), followed by incorporation of LD. The primary end points were safety and dose-limiting toxicities (DLTs). No DLTs were observed at DL1, with a DLT of grade 3 cystitis encountered at DL2, resulting in addition of a new cohort using a reduced LD regimen + 100 M CAR T cells (DL3). No DLTs were observed in DL3. Cytokine release syndrome of grade 1 or 2 occurred in 5 of 14 treated patients. Prostate-specific antigen declines (>30%) occurred in 4 of 14 patients, as well as radiographic improvements. Dynamic changes indicating activation of peripheral blood endogenous and CAR T cell subsets, TCR repertoire diversity and changes in the tumor immune microenvironment were observed in a subset of patients. Limited persistence of CAR T cells was observed beyond 28 days post-infusion. These results support future clinical studies to optimize dosing and combination strategies to improve durable therapeutic outcomes. ClinicalTrials.gov identifier NCT03873805 .
Collapse
Affiliation(s)
- Tanya B Dorff
- Department of Medical Oncology and Therapeutics Research, City of Hope, Duarte, CA, USA.
| | - M Suzette Blanchard
- Department of Computational and Quantitative Medicine, City of Hope, Duarte, CA, USA
| | - Lauren N Adkins
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Laura Luebbert
- Departments of Mathematics and Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA
| | - Neena Leggett
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Stephanie N Shishido
- Michelson Center for Convergent Bioscience, Convergent Science Institute in Cancer, University of Southern California, Los Angeles, CA, USA
| | - Alan Macias
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Marissa M Del Real
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Gaurav Dhapola
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Colt Egelston
- Department of Immuno-Oncology, Beckman Research Institute of City of Hope, Duarte, CA, USA
| | - John P Murad
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Reginaldo Rosa
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Jinny Paul
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | | | - Hripsime Martirosyan
- Department of Medical Oncology and Therapeutics Research, City of Hope, Duarte, CA, USA
| | - Ethan Gerdts
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Jamie R Wagner
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Tracey Stiller
- Department of Computational and Quantitative Medicine, City of Hope, Duarte, CA, USA
| | - Dileshni Tilakawardane
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | - Sumanta Pal
- Department of Medical Oncology and Therapeutics Research, City of Hope, Duarte, CA, USA
| | - Catalina Martinez
- Department of Clinical and Translational Project Development, City of Hope, Duarte, CA, USA
| | - Robert E Reiter
- Department of Urology, Jonsson Comprehensive Cancer Center, University of California, Los Angeles, CA, USA
| | - Lihua E Budde
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
| | | | - Peter Kuhn
- Michelson Center for Convergent Bioscience, Convergent Science Institute in Cancer, University of Southern California, Los Angeles, CA, USA
| | - Lior Pachter
- Departments of Mathematics and Biology and Biological Engineering, California Institute of Technology, Pasadena, CA, USA
| | - Stephen J Forman
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA
- Department of Immuno-Oncology, Beckman Research Institute of City of Hope, Duarte, CA, USA
| | - Saul J Priceman
- Department of Hematology and Hematopoietic Cell Transplantation, City of Hope, Duarte, CA, USA.
- Department of Immuno-Oncology, Beckman Research Institute of City of Hope, Duarte, CA, USA.
| |
Collapse
|
2
|
Bai L, Courcoubetis G, Mason J, Hicks JB, Nieva J, Kuhn P, Shishido SN. Longitudinal tracking of circulating rare events in the liquid biopsy of stage III-IV non-small cell lung cancer patients. Discov Oncol 2024; 15:142. [PMID: 38700626 PMCID: PMC11068717 DOI: 10.1007/s12672-024-00984-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 04/17/2024] [Indexed: 05/06/2024] Open
Abstract
In the United States, lung cancer is the second most common type of cancer with non-small cell lung cancer (NSCLC) encompassing around 85% of total lung cancer cases. Late-stage patients with metastatic disease have worsening prognosis, highlighting the importance of longitudinal disease monitoring. Liquid biopsy (LBx) represents a way for physicians to non-invasively track tumor analytes, such as circulating tumor cells (CTCs), and understand tumor progression in real-time through analyzing longitudinal blood samples. CTCs have been shown to be effective predictive biomarkers in measuring treatment efficacy and survival outcomes. We used the third-generation High-Definition Single Cell Assay (HDSCA3.0) workflow to analyze circulating rare events longitudinally during treatment in a cohort of 10 late-stage NSCLC patients, identifying rare events including circulating cancer cells (i.e., CTCs), and oncosomes. Here, we show (1) that there is a cancer specific LBx profile, (2) there is considerable heterogeneity of rare cells and oncosomes, and (3) that LBx data elements correlated with patient survival outcomes. Additional studies are warranted to understand the biological significance of the rare events detected, and the clinical potential of the LBx to monitor and predict response to treatment in NSCLC patient care.
Collapse
Affiliation(s)
- Lily Bai
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA
| | - George Courcoubetis
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Jeremy Mason
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
| | - James B Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA
| | - Jorge Nieva
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA.
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA.
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA.
| |
Collapse
|
3
|
Nicolò E, Gianni C, Pontolillo L, Serafini MS, Munoz-Arcos LS, Andreopoulou E, Curigliano G, Reduzzi C, Cristofanilli M. Circulating tumor cells et al.: towards a comprehensive liquid biopsy approach in breast cancer. TRANSLATIONAL BREAST CANCER RESEARCH : A JOURNAL FOCUSING ON TRANSLATIONAL RESEARCH IN BREAST CANCER 2024; 5:10. [PMID: 38751670 PMCID: PMC11093063 DOI: 10.21037/tbcr-23-55] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 03/21/2024] [Indexed: 05/18/2024]
Abstract
Liquid biopsy has emerged as a crucial tool in managing breast cancer (BC) patients, offering a minimally invasive approach to detect circulating tumor biomarkers. Until recently, the majority of the studies in BC focused on evaluating a single liquid biopsy analyte, primarily circulating tumor DNA and circulating tumor cells (CTCs). Despite the proven prognostic and predictive value of CTCs, their low abundance when detected using enrichment methods, especially in the early stages, poses a significant challenge. It is becoming evident that combining diverse circulating biomarkers, each representing different facets of tumor biology, has the potential to enhance the management of patients with BC. This article emphasizes the importance of considering these biomarkers as complementary/synergistic rather than competitive, recognizing their ability to contribute to a comprehensive disease profile. The review provides an overview of the clinical significance of simultaneously analyzing CTCs and other biomarkers, including cell-free circulating DNA, extracellular vesicles, non-canonical CTCs, cell-free RNAs, and non-malignant cells. Such a comprehensive liquid biopsy approach holds promise not only in BC but also in other cancer types, offering opportunities for early detection, prognostication, and therapy monitoring. However, addressing associated challenges, such as refining detection methods and establishing standardized protocols, is crucial for realizing the full potential of liquid biopsy in transforming our understanding and approach to BC. As the field evolves, collaborative efforts will be instrumental in unlocking the revolutionary impact of liquid biopsy in BC research and management.
Collapse
Affiliation(s)
- Eleonora Nicolò
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
- Department of Oncology and Hematology-Oncology, University of Milan, Milan, Italy
- Division of Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy
| | - Caterina Gianni
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Letizia Pontolillo
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
- Medical Oncology Department, Catholic University of Sacred Heart, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Mara Serena Serafini
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
| | - Laura Sofia Munoz-Arcos
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
| | - Eleni Andreopoulou
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
| | - Giuseppe Curigliano
- Department of Oncology and Hematology-Oncology, University of Milan, Milan, Italy
- Division of Early Drug Development, European Institute of Oncology IRCCS, Milan, Italy
| | - Carolina Reduzzi
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
| | - Massimo Cristofanilli
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
| |
Collapse
|
4
|
Bagheri P, Eremina OE, Fernando A, Kamal M, Stegis I, Vazquez C, Shishido SN, Kuhn P, Zavaleta C. A Systematic Approach toward Enabling Maximal Targeting Efficiency of Cell Surface Proteins with Actively Targeted SERS Nanoparticles. ACS APPLIED MATERIALS & INTERFACES 2024; 16:15847-15860. [PMID: 38507685 DOI: 10.1021/acsami.3c18959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/22/2024]
Abstract
With their intricate design, nanoparticles (NPs) have become indispensable tools in the quest for precise cellular targeting. Among various NPs, gold NPs stand out with unique features such as chemical stability, biocompatibility, adjustable shape, and size-dependent optical properties, making them particularly promising for molecular detection by leveraging the surface-enhanced Raman scattering (SERS) effect. Their multiplexing abilities for the simultaneous identification of multiple biomarkers are important in the rapidly evolving landscape of diverse cellular phenotypes and biomolecular profiling. However, the challenge is ensuring that SERS NPs can effectively target specific cells and biomarkers among intricate cell types and biomolecules with high specificity. In this study, we improve the functionalization of SERS NPs, optimizing their targeting efficiency in cellular applications for ca. 160 nm NP-based probes. Spherical SERS NPs, conjugated with antibodies targeting epidermal growth factor receptor and human epidermal growth factor receptor 2, were incubated with cells overexpressing these proteins, and their specific binding potential was quantified at each stage by using flow cytometry to achieve optimal targeting efficiency. We determined that maintaining an average of 3.5 × 105 thiols per NP, 300 antibodies per NP, 18,000 NPs per cell, conducting a 15 min staining incubation at 4 °C in a shaker, and using SM(PEG)12 as a cross-linker for the NP conjugation were crucial to achieve the highest targeting efficiency. Fluorescence and Raman imaging were used with these parameters to observe the maximum ability of these NPs to efficiently target suspended cells. These highly sensitive contrast agents demonstrate their pivotal role in effective active targeting, making them invaluable for multiplexing applications across diverse biological environments.
Collapse
Affiliation(s)
- Pegah Bagheri
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Olga E Eremina
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Augusta Fernando
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Mohamed Kamal
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, United States
| | - Ingus Stegis
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Celine Vazquez
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, United States
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California 90089, United States
| | - Cristina Zavaleta
- Department of Biomedical Engineering, University of Southern California, 3650 McClintock Ave, Los Angeles, California 90089, United States
- USC Michelson Center for Convergent Bioscience, University of Southern California, 1002 Childs Way, Los Angeles, California 90089, United States
| |
Collapse
|
5
|
Ghoreifi A, Shishido SN, Sayeed S, Courcoubetis G, Huang A, Schuckman A, Aron M, Desai M, Daneshmand S, Gill IS, Kuhn P, Djaladat H, Mason J. Blood-based liquid biopsy: A promising noninvasive test in diagnosis, surveillance, and prognosis of patients with upper tract urothelial carcinoma. Urol Oncol 2024; 42:118.e9-118.e17. [PMID: 38383240 DOI: 10.1016/j.urolonc.2024.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 01/29/2024] [Accepted: 02/03/2024] [Indexed: 02/23/2024]
Abstract
OBJECTIVES To assess the efficacy of blood-based liquid biopsy in the diagnosis, surveillance, and prognosis of upper tract urothelial carcinoma (UTUC). METHODS AND MATERIALS In this prospective study, peripheral blood samples were collected from patients with primary UTUC before surgery with curative intent and follow-up visits at University of Southern California between May 2021 and September 2022. The samples were analyzed using the third-generation comprehensive high-definition single-cell assay (HDSCA3.0) to detect rare events, including circulating tumor cells (CTCs) and oncosomes, based on the immunofluorescence signals of DAPI (D), cytokeratin (CK), CD45/CD31 (CD), and vimentin (V). The findings of pre-surgery liquid biopsies were compared with those of blood samples from normal donors (NDs) and matched follow-up liquid biopsies. The association between liquid biopsy findings and clinical data, including recurrence-free survival (RFS), was also assessed. RESULTS Twenty-eight patients with UTUC were included, of whom 21 had follow-up samples. Significant differences in specific rare analytes were detected in the preoperative samples compared to the NDs. In the post- vs. presurgery matched analysis, a significant decrease was detected in total-, CK-, and CK|V oncosomes, as well as in D-, D|V-, and D|V|CD cells. With a median follow-up of 11 months, 8 patients had disease recurrence. Survival analysis demonstrated that patients with >1.95 preoperative CK|V oncosomes (p = 0.020) and those with >4.18 D|CK|V cells (p = 0.050) had worse RFS compared to other patients. CONCLUSIONS This study demonstrated promising initial evidence for the biomarker role of CTCs and oncosomes in the diagnosis and surveillance of patients with UTUC.
Collapse
Affiliation(s)
- Alireza Ghoreifi
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - Salmaan Sayeed
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - George Courcoubetis
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - Amy Huang
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA
| | - Anne Schuckman
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Monish Aron
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Mihir Desai
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Siamak Daneshmand
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Inderbir S Gill
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Peter Kuhn
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA; Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA
| | - Hooman Djaladat
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA.
| | - Jeremy Mason
- Catherine and Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA; Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA; Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA.
| |
Collapse
|
6
|
Shishido SN, Lin E, Nissen N, Courcoubetis G, Suresh D, Mason J, Osipov A, Hendifar AE, Lewis M, Gaddam S, Pandol S, Kuhn P, Lo SK. Cancer-related cells and oncosomes in the liquid biopsy of pancreatic cancer patients undergoing surgery. NPJ Precis Oncol 2024; 8:36. [PMID: 38360856 PMCID: PMC10869814 DOI: 10.1038/s41698-024-00521-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 01/15/2024] [Indexed: 02/17/2024] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) has a five-year survival rate of less than 10% due to its late diagnosis, rapid metastasis, and chemotherapeutic resistance. For a small proportion (10-20%) of early-stage patients however, surgical resection of the pancreatic tumor offers the best chance for survival but the effect of surgery on disease dissemination is unknown. The primary objective of this study was to characterize cellular and acellular blood-based analytes in portal and peripheral blood before pancreatic manipulation, during tumor dissection and immediately after surgical resection to determine the effects of the surgery. This study used the non-enriching third generation High-Definition Single Cell Assay (HDSCA3.0) workflow to investigate heterogeneous circulating rare cell population in the blood. Blood from both sites taken before surgical manipulation of the pancreas had significantly greater incidence of total rare cellular and acellular analytes than normal donor samples. Post-surgery portal and peripheral blood had significantly greater incidence of specific cellular and acellular subtypes compared to the matched pre- and during-surgery samples. Our results reveal that in patients with PDAC liquid biopsy analytes are increased in both the portal and peripheral blood; portal blood contains a higher frequency of analytes than in the peripheral blood; total analytes in the portal and peripheral blood samples were significantly associated with the tumor volume and pathological T stage; and the surgical procedure increased the blood levels of circulating cellular and acellular analytes, but not Epi.CTCs or Mes.CTCs. This study demonstrates liquid biopsy's utility in monitoring patients with PDAC with surgically resectable disease.
Collapse
Affiliation(s)
- Stephanie N Shishido
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Emmeline Lin
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Nicholas Nissen
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - George Courcoubetis
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Divya Suresh
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
| | - Jeremy Mason
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
| | - Arsen Osipov
- IM Hematology Oncology, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Andrew E Hendifar
- IM Hematology Oncology, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Michael Lewis
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
- Greater Los Angeles Veterans Affairs System, Los Angeles, CA, 90073, USA
- Clark Atlanta University, Center for Cancer Research and Therapeutic Development, Atlanta, GA, 30314, USA
| | - Srinivas Gaddam
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Stephen Pandol
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA
| | - Peter Kuhn
- Convergent Science Institute for Cancer, Michelson Center, University of Southern California, Los Angeles, CA, 90089, USA.
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, 90089, USA.
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, 90089, USA.
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA.
| | - Simon K Lo
- Pancreatic and Biliary Diseases Program, Cedars Sinai Medical Center, Los Angeles, CA, 90048, USA.
| |
Collapse
|
7
|
Shishido SN, Hart O, Jeong S, Moriarty A, Heeke D, Rossi J, Bot A, Kuhn P. Liquid biopsy approach to monitor the efficacy and response to CAR-T cell therapy. J Immunother Cancer 2024; 12:e007329. [PMID: 38350684 PMCID: PMC10862257 DOI: 10.1136/jitc-2023-007329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/25/2024] [Indexed: 02/15/2024] Open
Abstract
BACKGROUND Chimeric antigen receptor (CAR)-T cells are approved for use in the treatment of hematological malignancies. Axicabtagene ciloleucel (YESCARTA) and brexucabtagene autoleucel (TECARTUS) genetically modified autologous T cells expressing an anti-CD19 scFv based on the FMC63 clone have shown impressive response rates for the treatment of CD19+B cell malignancies, but there remain challenges in monitoring long-term persistence as well as the functional characterization of low-level persisting CAR-T cells in patients. Furthermore, due to CD19-negative driven relapse, having the capability to monitor patients with simultaneous detection of the B cell malignancy and persisting CAR-T cells in patient peripheral blood is important for ensuring timely treatment optionality and understanding relapse. METHODS This study demonstrates the development and technical validation of a comprehensive liquid biopsy, high-definition single cell assay (HDSCA)-HemeCAR for (1) KTE-X19 CAR-T cell identification and analysis and (2) simultaneously monitoring the CD19-epitope landscape on neoplastic B cells in cryopreserved or fresh peripheral blood. Proprietary anti-CD19 CAR reagents, healthy donor transduced CAR-T cells, and patient samples consisting of malignant B cell fractions from manufacturing were used for assay development. RESULTS The CAR-T assay showed an approximate limit of detection at 1 cell in 3 million with a sensitivity of 91%. Genomic analysis was additionally used to confirm the presence of the CAR transgene. This study additionally reports the successful completion of two B cell assays with multiple CD19 variants (FMC63 and LE-CD19) and a unique fourth channel biomarker (CD20 or CD22). In patient samples, we observed that CD19 isoforms were highly heterogeneous both intrapatient and interpatient. CONCLUSIONS With the simultaneous detection of the CAR-T cells and the B cell malignancy in patient peripheral blood, the HDSCA-HemeCAR workflow may be considered for risk monitoring and patient management.
Collapse
Affiliation(s)
- Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Olivia Hart
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Sujin Jeong
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Aidan Moriarty
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
| | - Darren Heeke
- Kite A Gilead Company, Santa Monica, California, USA
| | - John Rossi
- Kite A Gilead Company, Santa Monica, California, USA
| | - Adrian Bot
- Kite A Gilead Company, Santa Monica, California, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, California, USA
- Department of Biological Sciences Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, California, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, California, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, California, USA
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| |
Collapse
|
8
|
Orsini A, Diquigiovanni C, Bonora E. Omics Technologies Improving Breast Cancer Research and Diagnostics. Int J Mol Sci 2023; 24:12690. [PMID: 37628869 PMCID: PMC10454385 DOI: 10.3390/ijms241612690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 08/09/2023] [Accepted: 08/10/2023] [Indexed: 08/27/2023] Open
Abstract
Breast cancer (BC) has yielded approximately 2.26 million new cases and has caused nearly 685,000 deaths worldwide in the last two years, making it the most common diagnosed cancer type in the world. BC is an intricate ecosystem formed by both the tumor microenvironment and malignant cells, and its heterogeneity impacts the response to treatment. Biomedical research has entered the era of massive omics data thanks to the high-throughput sequencing revolution, quick progress and widespread adoption. These technologies-liquid biopsy, transcriptomics, epigenomics, proteomics, metabolomics, pharmaco-omics and artificial intelligence imaging-could help researchers and clinicians to better understand the formation and evolution of BC. This review focuses on the findings of recent multi-omics-based research that has been applied to BC research, with an introduction to every omics technique and their applications for the different BC phenotypes, biomarkers, target therapies, diagnosis, treatment and prognosis, to provide a comprehensive overview of the possibilities of BC research.
Collapse
Affiliation(s)
| | - Chiara Diquigiovanni
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40131 Bologna, Italy; (A.O.); (E.B.)
| | | |
Collapse
|
9
|
Welter L, Zheng S, Setayesh SM, Morikado M, Agrawal A, Nevarez R, Naghdloo A, Pore M, Higa N, Kolatkar A, Thiele JA, Sharma P, Moore HCF, Richer JK, Elias A, Pienta KJ, Zurita AJ, Gross ME, Shishido SN, Hicks J, Velasco CR, Kuhn P. Cell State and Cell Type: Deconvoluting Circulating Tumor Cell Populations in Liquid Biopsies by Multi-Omics. Cancers (Basel) 2023; 15:3949. [PMID: 37568766 PMCID: PMC10417732 DOI: 10.3390/cancers15153949] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/14/2023] [Accepted: 07/21/2023] [Indexed: 08/13/2023] Open
Abstract
Bi-directional crosstalk between the tumor and the tumor microenvironment (TME) has been shown to increase the rate of tumor evolution and to play a key role in neoplastic progression, therapeutic resistance, and a patient's overall survival. Here, we set out to use a comprehensive liquid-biopsy analysis to study cancer and specific TME cells in circulation and their association with disease status. Cytokeratin+, CD45- circulating rare cells (CRCs) from nine breast and four prostate cancer patients were characterized through morphometrics, single-cell copy number analysis, and targeted multiplexed proteomics to delineate cancer cell lineage from other rare cells originating in the TME. We show that we can detect epithelial circulating tumor cells (EPI.CTC), CTCs undergoing epithelial-to-mesenchymal transition (EMT.CTC) and circulating endothelial cells (CECs) using a universal rare event detection platform (HDSCA). Longitudinal analysis of an index patient finds that CTCs are present at the time of disease progression, while CECs are predominately present at the time of stable disease. In a small cohort of prostate and breast cancer patients, we find high inter-patient and temporal intra-patient variability in the expression of tissue specific markers such as ER, HER2, AR, PSA and PSMA and EpCAM. Our study stresses the importance of the multi-omic characterization of circulating rare cells in patients with breast and prostate carcinomas, specifically highlighting overlapping and cell type defining proteo-genomic characteristics of CTCs and CECs.
Collapse
Affiliation(s)
- Lisa Welter
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Serena Zheng
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Sonia Maryam Setayesh
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Michael Morikado
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Arushi Agrawal
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Rafael Nevarez
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Amin Naghdloo
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
| | - Milind Pore
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Nikki Higa
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - Anand Kolatkar
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Jana-Aletta Thiele
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Priyanka Sharma
- University of Kansas Medical Center, Westwood, KS 66205, USA;
| | - Halle C. F. Moore
- Cleveland Clinic Taussig Cancer Institute, Cleveland, OH 44195, USA;
| | - Jennifer K. Richer
- University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (J.K.R.); (A.E.)
| | - Anthony Elias
- University of Colorado Cancer Center, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA; (J.K.R.); (A.E.)
| | - Kenneth J. Pienta
- The Cancer Ecology Center, Brady Urological Institute, Johns Hopkins School of Medicine, Baltimore, MD 21287, USA;
| | - Amado J. Zurita
- Department of Genitourinary Medical Oncology, MD Anderson, Houston, TX 77230, USA;
| | - Mitchell E. Gross
- Lawrence J. Ellison Institute for Transformative Medicine, Los Angeles, CA 90064, USA;
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
| | - Stephanie N. Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Carmen Ruiz Velasco
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA 90089, USA; (L.W.); (S.Z.); (S.M.S.); (M.M.); (A.A.); (R.N.); (A.N.); (M.P.); (N.H.); (A.K.); (J.-A.T.); (S.N.S.); (C.R.V.)
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA 90089, USA
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA 90089, USA
- Catherine & Joseph Aresty Department of Urology, Institute of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| |
Collapse
|
10
|
Seo J, Kumar M, Mason J, Blackhall F, Matsumoto N, Dive C, Hicks J, Kuhn P, Shishido SN. Plasticity of circulating tumor cells in small cell lung cancer. Sci Rep 2023; 13:11775. [PMID: 37479829 PMCID: PMC10362013 DOI: 10.1038/s41598-023-38881-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 07/17/2023] [Indexed: 07/23/2023] Open
Abstract
Small cell lung cancer (SCLC) is an aggressive neuroendocrine tumor with low five-year survival rates. Recently described molecular phenotypes of SCLC exhibit differential vulnerabilities heralding potential for stratified treatment. Whilst tumor biopsy in SCLC is challenging, circulating tumor cells in the liquid biopsy are prevalent and can be repeatedly sampled accommodating the dynamic plasticity of SCLC phenotypes. The aim of this study was to characterize the heterogeneity of rare circulating cells with confirmed tumor origin and to explore a liquid biopsy approach for future clinical trials of targeted therapies. This study applied the 3rd generation of a previously validated direct imaging platform to 14 chemo-naive SCLC patients and 10 non-cancerous normal donor (ND) samples. Phenotypic heterogeneity of circulating rare cells in SCLC was observed and a patient-level classification model was established to stratify SCLC patients from non-cancerous donors. Eight rare cell groups, with combinations of epithelial, endothelial, and mesenchymal biomarker expression patterns, were phenotypically characterized. The single-cell genomic analysis confirmed the cancer cell plasticity in every rare cell group harboring clonal genomic alterations. This study shows rare cell heterogeneity and confirms cellular plasticity in SCLC providing a valuable resource for better opportunities to discover novel therapeutic targets in SCLC.
Collapse
Affiliation(s)
- Jiyoun Seo
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Mihir Kumar
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Jeremy Mason
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA
- Keck School of Medicine, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, 90033, USA
| | - Fiona Blackhall
- Department of Medical Oncology, The Christie NHS Foundation Trust, Manchester, UK
| | - Nicholas Matsumoto
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
| | - Caroline Dive
- Cancer Research UK Lung Cancer Centre of Excellence, University of Manchester and University College London, Manchester, UK
- CRUK Manchester Institute Cancer Biomarker Centre, University of Manchester, Manchester, UK
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA.
- Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA, 90033, USA.
- Keck School of Medicine, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, 90033, USA.
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA, 90089, USA.
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, 90089, USA.
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, 90089, USA.
| | - Stephanie N Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, University of Southern California, Los Angeles, CA, 90089, USA.
| |
Collapse
|