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Alexandre M, Prague M, Thiébaut R. Between-group comparison of area under the curve in clinical trials with censored follow-up: Application to HIV therapeutic vaccines. Stat Methods Med Res 2021; 30:2130-2147. [PMID: 34218746 DOI: 10.1177/09622802211023963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In clinical trials, longitudinal data are commonly analyzed and compared between groups using a single summary statistic such as area under the outcome versus time curve (AUC). However, incomplete data, arising from censoring due to a limit of detection or missing data, can bias these analyses. In this article, we present a statistical test based on splines-based mixed-model accounting for both the censoring and missingness mechanisms in the AUC estimation. Inferential properties of the proposed method were evaluated and compared to ad hoc approaches and to a non-parametric method through a simulation study based on two-armed trial where trajectories and the proportion of missing data were varied. Simulation results highlight that our approach has significant advantages over the other methods. A real working example from two HIV therapeutic vaccine trials is presented to illustrate the applicability of our approach.
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Affiliation(s)
- Marie Alexandre
- University of Bordeaux, Inria Bordeaux Sud-Ouest, Inserm, Bordeaux Population Health Research Center, SISTM Team, France.,Data Science Division, Vaccine Research Institute (VRI), Créteil, France
| | - Mélanie Prague
- University of Bordeaux, Inria Bordeaux Sud-Ouest, Inserm, Bordeaux Population Health Research Center, SISTM Team, France.,Data Science Division, Vaccine Research Institute (VRI), Créteil, France
| | - Rodolphe Thiébaut
- University of Bordeaux, Inria Bordeaux Sud-Ouest, Inserm, Bordeaux Population Health Research Center, SISTM Team, France.,Data Science Division, Vaccine Research Institute (VRI), Créteil, France
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Lamers SL, Rose R, Maidji E, Agsalda-Garcia M, Nolan DJ, Fogel GB, Salemi M, Garcia DL, Bracci P, Yong W, Commins D, Said J, Khanlou N, Hinkin CH, Sueiras MV, Mathisen G, Donovan S, Shiramizu B, Stoddart CA, McGrath MS, Singer EJ. HIV DNA Is Frequently Present within Pathologic Tissues Evaluated at Autopsy from Combined Antiretroviral Therapy-Treated Patients with Undetectable Viral Loads. J Virol 2016; 90:8968-83. [PMID: 27466426 PMCID: PMC5044815 DOI: 10.1128/jvi.00674-16] [Citation(s) in RCA: 124] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2016] [Accepted: 07/20/2016] [Indexed: 01/05/2023] Open
Abstract
UNLABELLED HIV infection treatment strategies have historically defined effectiveness through measuring patient plasma HIV RNA. While combined antiretroviral therapy (cART) can reduce plasma viral load (pVL) to undetectable levels, the degree that HIV is eliminated from other anatomical sites remains unclear. We investigated the HIV DNA levels in 229 varied autopsy tissues from 20 HIV-positive (HIV(+)) cART-treated study participants with low or undetectable plasma VL and cerebrospinal fluid (CSF) VL prior to death who were enrolled in the National Neurological AIDS Bank (NNAB) longitudinal study and autopsy cohort. Extensive medical histories were obtained for each participant. Autopsy specimens, including at least six brain and nonbrain tissues per participant, were reviewed by study pathologists. HIV DNA, measured in tissues by quantitative and droplet digital PCR, was identified in 48/87 brain tissues and 82/142 nonbrain tissues at levels >200 HIV copies/million cell equivalents. No participant was found to be completely free of tissue HIV. Parallel sequencing studies from some tissues recovered intact HIV DNA and RNA. Abnormal histological findings were identified in all participants, especially in brain, spleen, lung, lymph node, liver, aorta, and kidney. All brain tissues demonstrated some degree of pathology. Ninety-five percent of participants had some degree of atherosclerosis, and 75% of participants died with cancer. This study assists in characterizing the anatomical locations of HIV, in particular, macrophage-rich tissues, such as the central nervous system (CNS) and testis. Additional studies are needed to determine if the HIV recovered from tissues promotes the pathogenesis of inflammatory diseases, such as HIV-associated neurocognitive disorders, cancer, and atherosclerosis. IMPORTANCE It is well-known that combined antiretroviral therapy (cART) can reduce plasma HIV to undetectable levels; however, cART cannot completely clear HIV infection. An ongoing question is, "Where is HIV hiding?" A well-studied HIV reservoir is "resting" T cells, which can be isolated from blood products and succumb to cART once activated. Less-studied reservoirs are anatomical tissue samples, which have unknown cART penetration, contain a comparably diverse spectrum of potentially HIV-infected immune cells, and are important since <2% of body lymphocytes actually reside in blood. We examined 229 varied autopsy specimens from 20 HIV(+) participants who died while on cART and identified that >50% of tissues were HIV infected. Additionally, we identified considerable pathology in participants' tissues, especially in brain, spleen, lung, lymph node, liver, aorta, and kidney. This study substantiates that tissue-associated HIV is present despite cART and can inform future studies into HIV persistence.
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Affiliation(s)
| | | | - Ekaterina Maidji
- Division of Experimental Medicine, Department of Medicine, San Francisco General Hospital, University of California, San Francisco, California, USA
| | - Melissa Agsalda-Garcia
- The University of Hawaii, Department of Tropical Medicine, Medical Microbiology & Pharmacology and Hawaii Center for AIDS, Honolulu, Hawaii, USA
| | - David J Nolan
- Bioinfoexperts, LLC, Thibodaux, Louisiana, USA The University of Florida Emerging Pathogens Institute, Department of Pathology and Laboratory Medicine, Gainesville, Florida, USA
| | - Gary B Fogel
- Natural Selection, Inc., San Diego, California, USA
| | - Marco Salemi
- The University of Florida Emerging Pathogens Institute, Department of Pathology and Laboratory Medicine, Gainesville, Florida, USA
| | - Debra L Garcia
- The AIDS and Cancer Specimen Resource, San Francisco, California, USA University of California, San Francisco, Department of Medicine, San Francisco, California, USA
| | - Paige Bracci
- The AIDS and Cancer Specimen Resource, San Francisco, California, USA University of California, San Francisco, Department of Medicine, San Francisco, California, USA
| | - William Yong
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA David Geffen School of Medicine and Olive View-UCLA Medical Center, Department of Pathology and Laboratory Medicine, Los Angeles, California, USA
| | - Deborah Commins
- University of Southern California Keck School of Medicine, Los Angeles, California, USA
| | - Jonathan Said
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA David Geffen School of Medicine and Olive View-UCLA Medical Center, Department of Pathology and Laboratory Medicine, Los Angeles, California, USA
| | - Negar Khanlou
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA David Geffen School of Medicine and Olive View-UCLA Medical Center, Department of Pathology and Laboratory Medicine, Los Angeles, California, USA
| | - Charles H Hinkin
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA UCLA School of Medicine, Department of Psychiatry & Biobehavioral Sciences, Los Angeles, California, USA
| | - Miguel Valdes Sueiras
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA David Geffen School of Medicine and Olive View-UCLA Medical Center, Department of Neurology, Los Angeles, California, USA
| | - Glenn Mathisen
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA
| | - Suzanne Donovan
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA
| | - Bruce Shiramizu
- The University of Hawaii, Department of Tropical Medicine, Medical Microbiology & Pharmacology and Hawaii Center for AIDS, Honolulu, Hawaii, USA
| | - Cheryl A Stoddart
- Division of Experimental Medicine, Department of Medicine, San Francisco General Hospital, University of California, San Francisco, California, USA
| | - Michael S McGrath
- The AIDS and Cancer Specimen Resource, San Francisco, California, USA University of California, San Francisco, Department of Medicine, San Francisco, California, USA
| | - Elyse J Singer
- National Neurological AIDS Bank, Department of Neurology, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, California, USA David Geffen School of Medicine and Olive View-UCLA Medical Center, Department of Neurology, Los Angeles, California, USA
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López-Abente J, Correa-Rocha R, Pion M. Functional Mechanisms of Treg in the Context of HIV Infection and the Janus Face of Immune Suppression. Front Immunol 2016; 7:192. [PMID: 27242797 PMCID: PMC4871867 DOI: 10.3389/fimmu.2016.00192] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 05/02/2016] [Indexed: 12/20/2022] Open
Abstract
Regulatory T cells (Tregs) play an important role in infections, by modulating host immune responses and avoiding the overreactive immunity that in the case of human immunodeficiency virus (HIV) infection leads to a marked erosion and deregulation of the entire immune system. Therefore, the suppressive function of Treg in HIV-infected patients is critical because of their implication on preventing the immune hyperactivation, even though it could also have a detrimental effect by suppressing HIV-specific immune responses. In recent years, several studies have shown that HIV-1 can directly infect Treg, disturbing their phenotype and suppressive capacity via different mechanisms. These effects include Foxp3 and CD25 downregulation, and the impairment of suppressive capacity. This review describes the functional mechanisms of Treg to modulate immune activation during HIV infection, and how such control is no longer fine-tune orchestrated once Treg itself get infected. We will review the current knowledge about the HIV effects on the Treg cytokine expression, on pathways implying the participation of different ectoenzymes (i.e., CD39/CD73 axis), transcription factors (ICER), and lastly on cyclic adenosine monophosphate (cAMP), one of the keystones in Treg-suppressive function. To define which are the HIV effects upon these regulatory mechanisms is crucial not only for the comprehension of immune deregulation in HIV-infected patients but also for the correct understanding of the role of Tregs in HIV infection.
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Affiliation(s)
- Jacobo López-Abente
- Laboratory of Immunoregulation, "Gregorio Marañón" Health Research Institute (IISGM) , Madrid , Spain
| | - Rafael Correa-Rocha
- Laboratory of Immunoregulation, "Gregorio Marañón" Health Research Institute (IISGM) , Madrid , Spain
| | - Marjorie Pion
- Laboratory of Immunoregulation, "Gregorio Marañón" Health Research Institute (IISGM) , Madrid , Spain
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