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Bhamidimarri PM, Fuentes D, Salameh L, Mahboub B, Hamoudi R. Assessing the impact of storage conditions on RNA from human saliva and its application to the identification of mRNA biomarkers for asthma. Front Mol Biosci 2024; 11:1363897. [PMID: 38948078 PMCID: PMC11211611 DOI: 10.3389/fmolb.2024.1363897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2023] [Accepted: 05/22/2024] [Indexed: 07/02/2024] Open
Abstract
Introduction: Human saliva was used to develop non-invasive liquid biopsy biomarkers to establish saliva as an alternate to blood and plasma in translational research. The present study focused on understanding the impact of sample storage conditions on the extraction of RNA from saliva and the RNA yield, to be applied in clinical diagnosis. In this study, genes related to asthma were used to test the method developed. Methods: Salivary RNA was extracted from three subjects using the Qiazol® based method and quantified by both spectrophotometric (NanoDrop) and fluorometric (Qubit®) methods. RNA integrity was measured using a bioanalyzer. Quantitative PCR was used to monitor the impact of storage conditions on the expression of housekeeping genes: GAPDH and β-actin, and the asthma related genes: POSTN and FBN2. In addition, an independent cohort of 38 asthmatics and 10 healthy controls were used to validate the expression of POSTN and FBN2 as mRNA salivary biomarkers. Results: Approximately 2 µg of total RNA was obtained from the saliva stored at 40°C without any preservative for 2 weeks showing consistent gene expression with RNA stored at room temperature (RT) for 48 h with RNAlater. Although saliva stored with RNAlater showed a substantial increase in the yield (110 to 234 ng/μL), a similar Cq (15.6 ± 1.4) for the 18s rRNA gene from saliva without preservative showed that the RNA was stable enough. Gene expression analysis from the degraded RNA can be performed by designing the assay using a smaller fragment size spanning a single exon as described below in the case of the POSTN and FBN2 genes in the asthma cohort. Conclusion: This study showed that samples stored at room temperature up to a temperature of 40°C without any preservative for 2 weeks yielded relatively stable RNA. The methodology developed can be employed to transport samples from the point of collection to the laboratory, under non-stringent storage conditions enabling the execution of gene expression studies in a cost effective and efficient manner.
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Affiliation(s)
- Poorna Manasa Bhamidimarri
- Research Institute of Medical and Health Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - David Fuentes
- Research Institute of Medical and Health Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Laila Salameh
- Research Institute of Medical and Health Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Rashid Hospital, Dubai, United Arab Emirates
| | - Bassam Mahboub
- Rashid Hospital, Dubai, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Rifat Hamoudi
- Research Institute of Medical and Health Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Department of Clinical Sciences, College of Medicine, University of Sharjah, Sharjah, United Arab Emirates
- Division of Surgery and Interventional Science, University College London, London, United Kingdom
- Centre of Excellence for Precision Medicine, Research Institute of Medical and Health Sciences, University of Sharjah, Sharjah, United Arab Emirates
- BIMAI-Lab, Biomedically Informed Artificial Intelligence Laboratory, University of Sharjah, Sharjah, United Arab Emirates
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Sex-specific inflammatory and white matter effects of prenatal opioid exposure: a pilot study. Pediatr Res 2023; 93:604-611. [PMID: 36280708 PMCID: PMC9998341 DOI: 10.1038/s41390-022-02357-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Revised: 09/01/2022] [Accepted: 10/11/2022] [Indexed: 11/08/2022]
Abstract
BACKGROUND Preclinical data demonstrate that opioids modulate brain reward signaling through an inflammatory cascade, but this relationship has yet to be studied in opioid-exposed neonates. METHODS Saliva samples of 54 opioid-exposed and sex- and age-matched non-exposed neonates underwent transcriptomic analysis of inflammatory and reward genes. A subset of 22 neonates underwent brain magnetic resonance imaging (MRI) to evaluate white matter injury commonly associated with inflammatory response. Gene expression and brain MRI were compared between opioid- and non-exposed neonates and further stratified by sex and pharmacotherapy need. RESULTS Opioid-exposed females regardless of pharmacotherapy need had higher expression of inflammatory genes than their male counterparts, with notable differences in the expression of CCL2 and CXCL1 in females requiring pharmacotherapy (p = 0.01 and 0.06, respectively). Opioid-exposed males requiring pharmacotherapy had higher expression of DRD2 than exposed females (p = 0.07), validating our prior research. Higher expression of IL1β, IL6, TNFα, and IL10 was seen in opioid-exposed neonates with T1 white matter hyperintensity (WMH) compared to exposed neonates without WMH (p < 0.05). CONCLUSION Prenatal opioid exposure may promote inflammation resulting in changes in reward signaling and white matter injury in the developing brain, with unique sex-specific effects. The actions of opioids through non-neuronal pathways need further investigation. IMPACT Opioid-exposed neonates are at risk for punctate T1 white matter hyperintensity (WMH). Females carry a greater propensity for WMH. Salivary transcriptomic data showed significantly higher expression of inflammatory genes in opioid-exposed neonates with WMH than those without WMH, irrespective of pharmacotherapy need. Adding to prior studies, our findings suggest that prenatal opioid exposure may modulate white matter injury and reward signaling through a pro-inflammatory process that is sex specific. This novel study highlights the short-term molecular and structural effects of prenatal opioids and the need to elucidate the long-term impact of prenatal opioid exposure.
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Omran A, Abohadid H, Mohammad MH, Shalaby S. Salivary C-Reactive Protein and Mean Platelet Volume in the Diagnosis and Follow-Up of Community-Acquired Pneumonia in Infants. PEDIATRIC ALLERGY, IMMUNOLOGY, AND PULMONOLOGY 2021; 34:141-146. [PMID: 34860599 PMCID: PMC8817682 DOI: 10.1089/ped.2021.0077] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 09/14/2021] [Indexed: 06/13/2023]
Abstract
Background: Community-acquired pneumonia (CAP) in infants is a major cause of morbidity and mortality, especially in developing countries. Increased salivary C-reactive protein (CRP) levels have been demonstrated in neonatal pneumonia and other diseases. We investigated the applicability of CRP and mean platelet volume (MPV) in the diagnosis and follow-up of CAP in infants. Methods: This prospective observational study included 45 infants admitted for CAP. We measured serum and salivary CRP levels via ELISA, while MPV was measured using an automated blood cell counter. Results: Both salivary and serum CRP values were significantly different in the studied population between admission and follow-up (P = 0.001 and P < 0.0001, respectively). The same was observed for MPV (P < 0.0001). We found significant positive correlations between serum and salivary CRP (r = 0.652, P < 0.0001) and between serum CRP and MPV (r = 0.495, P = 0.001), as well as between salivary CRP and MPV (r = 0.439, P = 0.003). Receiver operating curve analysis showed that salivary CRP at a cutoff value of 3.2 ng/L had a sensitivity of 97.2% and specificity of 90%, while MPV at a cutoff value of 8.4 fL showed 91% sensitivity and 90% specificity. Conclusions: The present study showed that both salivary CRP and MPV are reliable diagnostic markers of CAP in infants.
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Affiliation(s)
- Ahmed Omran
- Department of Pediatrics and Neonatology, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | - Hala Abohadid
- Department of Pediatrics and Neonatology, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | - Mai H.S. Mohammad
- Department of Clinical Pathology, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | - Sherien Shalaby
- Department of Pediatrics and Neonatology, Faculty of Medicine, Helwan University, Helwan, Egypt
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Tosson AMS, Koptan D, Abdel Aal R, Abd Elhady M. Evaluation of serum and salivary C-reactive protein for diagnosis of late-onset neonatal sepsis: A single center cross-sectional study. J Pediatr (Rio J) 2021; 97:623-628. [PMID: 33582092 PMCID: PMC9432294 DOI: 10.1016/j.jped.2021.01.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Revised: 01/04/2021] [Accepted: 01/04/2021] [Indexed: 01/06/2023] Open
Abstract
OBJECTIVE To evaluate the diagnostic utility of salivary C-reactive protein (CRP) and its potential correlation with serum CRP levels in full-term neonates with late-onset sepsis (LOS). METHODS This cross-sectional study included 90 neonates assigned to three equal groups: culture proven LOS, clinical LOS and a control group. Clinical findings and routine laboratory data including complete blood pictures and blood culture results were documented. Highly sensitive serum CRP was measured according to hospital protocol, while salivary CRP levels were measured using enzyme-linked immunosorbent assay. RESULTS The median serum CRP was significantly higher in septic neonates compared to controls (p < 0.001). For serum CRP, the optimum cut-off value for LOS diagnosis was found to be 7.2 mg/L with sensitivity, specificity, positive and negative predictive values of 91, 100, 100, and 85.7%, respectively. No significant difference was observed in levels of salivary CRP among the 3 study groups (p = 0.39). No correlation was found between the levels of salivary and serum CRP (r = 0.074, p = 0.49). CONCLUSION Serum CRP, at a cut-off value of 7.2 mg/L, exhibited a high specificity and positive predictive value in LOS diagnosis, whereas salivary CRP levels weren't significantly different between the 3 study groups nor did they predict abnormal serum CRP thresholds in newborns with sepsis.
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Affiliation(s)
- Angie M S Tosson
- Cairo University, Faculty of Medicine, Department of Pediatrics, Cairo, Egypt.
| | - Dina Koptan
- Cairo University, Faculty of Medicine, Clinical and Chemical Pathology Department, Cairo, Egypt
| | - Rabab Abdel Aal
- Cairo University, Faculty of Medicine, Department of Pediatrics, Cairo, Egypt
| | - Marwa Abd Elhady
- Cairo University, Faculty of Medicine, Department of Pediatrics, Cairo, Egypt
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Salivary Interleukin-6 and C-Reactive Protein/Mean Platelet Volume Ratio in the Diagnosis of Late-Onset Neonatal Pneumonia. J Immunol Res 2021; 2021:8495889. [PMID: 34708133 PMCID: PMC8545599 DOI: 10.1155/2021/8495889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2021] [Revised: 09/26/2021] [Accepted: 09/27/2021] [Indexed: 11/17/2022] Open
Abstract
Neonatal pneumonia is a serious respiratory infectious disease with a high rate of case fatality in developing countries. Salivary cytokines could serve as interesting noninvasive markers in the diagnosis of neonatal pneumonia. The aim was to assess the diagnostic role of salivary and serum interleukin-6 (IL-6), C-reactive protein/mean platelet volume (CRP/MPV) ratio, and the combination of these markers in the diagnosis of late-onset neonatal pneumonia in full-term neonates. Seventy full-term neonates, 35 with late-onset neonatal pneumonia and 35 controls, were enrolled in this prospective case-control study. Complete blood count (CBC), salivary and serum IL-6, and CRP concentrations were measured for all the study subjects. The sensitivity, specificity, positive predictive value, and negative predictive value of salivary IL-6, serum IL-6, and CRP/MPV ratio for the diagnosis of late-onset neonatal pneumonia were determined. At the cutoff point of >34 pg/ml, salivary IL-6 showed 82.86% sensitivity and 91.43% specificity. CRP/MPV ratio showed a sensitivity of 97.14% and specificity of 85.71% at a cutoff value > 0.88. The combination of salivary IL-6 and CRP/MPV ratio improved the sensitivity and specificity to 100%. The current study shows for the first time that both salivary IL-6 and CRP/MPV ratio are suitable markers for the diagnosis of late-onset neonatal pneumonia in full-term neonates.
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Omran A, Sobh H, Abdalla MO, El-Sharkawy S, Rezk AR, Khashana A. Salivary and Serum Interleukin-10, C-Reactive Protein, Mean Platelet Volume, and CRP/MPV Ratio in the Diagnosis of Late-Onset Neonatal Sepsis in Full-Term Neonates. J Immunol Res 2021; 2021:4884537. [PMID: 34676267 PMCID: PMC8526251 DOI: 10.1155/2021/4884537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Revised: 09/07/2021] [Accepted: 09/24/2021] [Indexed: 12/03/2022] Open
Abstract
Salivary markers could serve as potential noninvasive markers in the diagnosis of neonatal infections. We aimed to investigate the diagnostic role of salivary and serum interleukin 10 (IL-10), C-reactive protein (CRP), mean platelet volume (MPV), and CRP/MPV ratio in the diagnosis of late-onset neonatal sepsis in full-term neonates. Seventy full-term neonates were enrolled in this prospective case-control study, 35 with late-onset neonatal sepsis, and 35 controls. Salivary IL-10, serum IL-10, and CRP concentrations were measured by enzyme-linked immunosorbent assay (ELISA). Complete blood (CBC) count was measured by an automated blood cell counter. The salivary IL-10, serum IL-10, CRP, MPV, and CRP/MPV ratio levels were much higher in neonates with late-onset sepsis than in control (220 ± 150 vs. 18 ± 9 pg/ml, P < 0.001), (316 ± 198 vs. 23.7 ± 14 pg/ml, P < 0.001), (78.2 ± 34 vs. 3.3 ± 1.7 mg/L, P < 0.001), (11.2 ± 0.9 vs. 8.6 ± 0.4 fL), and (7.08 ± 3.3 vs. 0.4 ± 0.2, P < 0.001), respectively. At the cutoff point of >31 pg/ml, salivary IL-10 showed 97.1% sensitivity and 94.3% specificity. Serum IL-10 at a cutoff value of ≥33.6 pg/ml had a sensitivity of 97.1% and specificity of 80%. MPV showed a sensitivity of 100% and specificity of 94.4% at a cutoff value ≥ 9.2 fL. CRP/MPV ratio showed a sensitivity of 100% and specificity of 97.1% at a cutoff value > 0.9. Salivary and serum IL-10 showed a positive correlation with CRP and CRP/MPV ratio in septic neonates. The current study shows for the first time that both salivary IL-10 and CRP/MPV showed statistically significant differences between neonates with late-onset sepsis and controls. Accordingly, salivary IL-10 could serve as a potential noninvasive biomarker for the diagnosis of late-onset sepsis in full-term neonates.
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Affiliation(s)
- Ahmed Omran
- Department of Pediatrics & Neonatology, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | - Hazem Sobh
- Department of Pediatrics & Neonatology, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | - Mohamed Osama Abdalla
- Clinical Pathology Department, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
| | - Sonya El-Sharkawy
- Departments of Pediatrics & Neonatology, Faculty of Medicine, Port Said University, Port Said, Egypt
| | - Ahmed R. Rezk
- Department of Pediatrics, Ain Shams University, Cairo, Egypt
| | - Abdelmoneim Khashana
- Department of Pediatrics & Neonatology, Faculty of Medicine, Suez Canal University, Ismailia, Egypt
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Datla S, Kitchanan S, Sethuraman G. Diagnostic Reliability of Salivary C-Reactive Protein as an Alternative Noninvasive Biomarker of Neonatal Sepsis. Indian Pediatr 2021. [DOI: 10.1007/s13312-021-2284-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Yen E, Kaneko-Tarui T, Maron JL. Technical Considerations and Protocol Optimization for Neonatal Salivary Biomarker Discovery and Analysis. Front Pediatr 2020; 8:618553. [PMID: 33575231 PMCID: PMC7870796 DOI: 10.3389/fped.2020.618553] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Accepted: 12/31/2020] [Indexed: 12/04/2022] Open
Abstract
Non-invasive techniques to monitor and diagnose neonates, particularly those born prematurely, are a long-sought out goal of Newborn Medicine. In recent years, technical advances, combined with increased assay sensitivity, have permitted the high-throughput analysis of multiple biomarkers simultaneously from a single sample source. Multiplexed transcriptomic and proteomic platforms, along with more comprehensive assays such as RNASeq, allow for interrogation of ongoing physiology and pathology in unprecedented ways. In the fragile neonatal population, saliva is an ideal biofluid to assess clinical status serially and offers many advantages over more invasively obtained blood samples. Importantly, saliva samples are amenable to analysis on emerging proteomic and transcriptomic platforms, even at quantitatively limited volumes. However, biomarker targets are often degraded in human saliva, and as a mixed source biofluid containing both human and microbial targets, saliva presents unique challenges for the investigator. Here, we provide insight into technical considerations and protocol optimizations developed in our laboratory to quantify and discover neonatal salivary biomarkers with improved reproducibility and reliability. We will detail insights learned from years of experimentation on neonatal saliva within our laboratory ranging from salivary collection techniques to processing to downstream analyses, highlighting the need for consistency in approach and a global understanding of both the potential benefits and limitations of neonatal salivary biomarker analyses. Importantly, we will highlight the need for robust and stringent research in this population to provide the field with standardized approaches and workflows to impact neonatal care successfully.
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Affiliation(s)
- Elizabeth Yen
- Mother Infant Research Institute at Tufts Medical Center, Boston, MA, United States.,Division of Newborn Medicine, Tufts Children's Hospital, Boston, MA, United States
| | - Tomoko Kaneko-Tarui
- Mother Infant Research Institute at Tufts Medical Center, Boston, MA, United States
| | - Jill L Maron
- Mother Infant Research Institute at Tufts Medical Center, Boston, MA, United States.,Division of Newborn Medicine, Tufts Children's Hospital, Boston, MA, United States
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Yen E, Kaneko-Tarui T, Ruthazer R, Harvey-Wilkes K, Hassaneen M, Maron JL. Sex-Dependent Gene Expression in Infants with Neonatal Opioid Withdrawal Syndrome. J Pediatr 2019; 214:60-65.e2. [PMID: 31474426 PMCID: PMC10564583 DOI: 10.1016/j.jpeds.2019.07.032] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2019] [Revised: 06/14/2019] [Accepted: 07/11/2019] [Indexed: 12/11/2022]
Abstract
OBJECTIVES To evaluate salivary biomarkers that elucidate the molecular mechanisms by which in utero opioid exposure exerts sex-specific effects on select hypothalamic and reward genes driving hyperphagia, a hallmark symptom of infants suffering from neonatal opioid withdrawal syndrome (NOWS). STUDY DESIGN We prospectively collected saliva from 50 newborns born at ≥34 weeks of gestational age with prenatal opioid exposure and 50 sex- and gestational age-matched infants without exposure. Saliva underwent transcriptomic analysis for 4 select genes involved in homeostatic and hedonic feeding regulation (neuropeptide Y2 receptor [NPY2R], proopiomelanocortin [POMC], leptin receptor [LEPR], dopamine type 2 receptor [DRD2]). Normalized gene expression data were stratified based on sex and correlated with feeding volume on day of life 7 and length of stay in infants with NOWS requiring pharmacotherapy. RESULTS Expression of DRD2, a hedonistic/reward regulator, was significantly higher in male newborns compared with female newborns with NOWS (Δ threshold cycle 10.8 ± 3.8 vs 13.9 ± 3.7, P = .01). In NOWS requiring pharmacotherapy expression of leptin receptor, an appetite suppressor, was higher in male subjects than female subjects (Δ threshold cycle 8.4 ± 2.5 vs 12.4 ± 5.1, P = .05), DRD2 expression significantly correlated with intake volume on day of life 7 (r = 0.58, P = .02), and expression of NPY2R, an appetite regulator, negatively correlated with length of stay (r = -0.24, P = .05). CONCLUSIONS Prenatal opioid exposure exerts sex-dependent effects on hypothalamic feeding regulatory genes with clinical correlations. Neonatal salivary gene expression analyses may predict hyperphagia, severity of withdrawal state, and length of stay in infants with NOWS.
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Affiliation(s)
- Elizabeth Yen
- Department of Pediatrics, Floating Hospital for Children/Tufts University School of Medicine, Boston, MA.
| | | | - Robin Ruthazer
- Biostatistics, Epidemiology, and Research Design, Tufts Medical Center, Boston, MA
| | - Karen Harvey-Wilkes
- Department of Pediatrics, Floating Hospital for Children/Tufts University School of Medicine, Boston, MA
| | | | - Jill L Maron
- Department of Pediatrics, Floating Hospital for Children/Tufts University School of Medicine, Boston, MA; Mother Infant Research Institute, Tufts Medical Center, Boston, MA
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Khanna P, Johnson KL, Maron JL. Optimal reference genes for RT-qPCR normalization in the newborn. Biotech Histochem 2017; 92:459-466. [PMID: 28910197 DOI: 10.1080/10520295.2017.1362474] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
It is difficult to identify reliable reference genes for transcriptomic analyses in biofluids such as saliva. This situation is particularly relevant for the newborn population, where rapid development is associated with dynamic changes in gene expression. Real-time gene expression monitoring holds great promise for elucidating disrupted pathways that result in morbidities unique to this population, such as retinopathy of prematurity, but its impact depends on identifying stable and consistently expressed genes across a wide range of gestational ages. We extracted total RNA from 400 neonatal saliva samples (postconceptional ages: 32 5/7 to 48 2/7 weeks), converted it to cDNA, and pre-amplified and analyzed it by qPCR for three commonly used reference genes, ACTB, GAPDH, and YWHAZ. Relative quantification was determined using the Δ Ct method. Data were analyzed as a whole and also stratified by age and sex. Descriptive statistics and homogeneity of variance were performed to identify optimal reference genes. Data analyzed from all ages and both sexes showed significant expression variation for ACTB, while GAPDH and YWHAZ showed greater stability. Male infants exhibited increased expression variation compared to females for ACTB, but neither GAPDH nor YWHAZ showed significant variance for either sex. We suggest that ACTB is an unreliable reference gene for the newborn population. Males showed significantly more variation in ACTB expression compared to females, which suggests a sex-specific developmental role for this biomarker. By contrast, GAPDH and YWHAZ were less variable and therefore preferable for use in neonates. Our findings may improve the use of reference genes for the RT-qPCR platform in the newborn over a wide range of gestational ages, thereby minimizing the likelihood of erroneous interpretation of gene expression during rapid growth, development, and differentiation.
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Affiliation(s)
- P Khanna
- a Sackler School of Graduate Biomedical Sciences
| | | | - J L Maron
- c Mother Infant Research Institute, Floating Hospital for Children, Tufts Medical Center , Boston , Massachusetts
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Barlow SM, Maron JL, Alterovitz G, Song D, Wilson BJ, Jegatheesan P, Govindaswami B, Lee J, Rosner AO. Somatosensory Modulation of Salivary Gene Expression and Oral Feeding in Preterm Infants: Randomized Controlled Trial. JMIR Res Protoc 2017; 6:e113. [PMID: 28615158 PMCID: PMC5489710 DOI: 10.2196/resprot.7712] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2017] [Accepted: 04/28/2017] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Despite numerous medical advances in the care of at-risk preterm neonates, oral feeding still represents one of the first and most advanced neurological challenges facing this delicate population. Objective, quantitative, and noninvasive assessment tools, as well as neurotherapeutic strategies, are greatly needed in order to improve feeding and developmental outcomes. Pulsed pneumatic orocutaneous stimulation has been shown to improve nonnutritive sucking (NNS) skills in preterm infants who exhibit delayed or disordered nipple feeding behaviors. Separately, the study of the salivary transcriptome in neonates has helped identify biomarkers directly linked to successful neonatal oral feeding behavior. The combination of noninvasive treatment strategies and transcriptomic analysis represents an integrative approach to oral feeding in which rapid technological advances and personalized transcriptomics can safely and noninvasively be brought to the bedside to inform medical care decisions and improve care and outcomes. OBJECTIVE The study aimed to conduct a multicenter randomized control trial (RCT) to combine molecular and behavioral methods in an experimental conceptualization approach to map the effects of PULSED somatosensory stimulation on salivary gene expression in the context of the acquisition of oral feeding habits in high-risk human neonates. The aims of this study represent the first attempt to combine noninvasive treatment strategies and transcriptomic assessments of high-risk extremely preterm infants (EPI) to (1) improve oral feeding behavior and skills, (2) further our understanding of the gene ontology of biologically diverse pathways related to oral feeding, (3) use gene expression data to personalize neonatal care and individualize treatment strategies and timing interventions, and (4) improve long-term developmental outcomes. METHODS A total of 180 extremely preterm infants from three neonatal intensive care units (NICUs) will be randomized to receive either PULSED or SHAM (non-pulsing) orocutaneous intervention simultaneous with tube feedings 3 times per day for 4 weeks, beginning at 30 weeks postconceptional age. Infants will also be assessed 3 times per week for NNS performance, and multiple saliva samples will be obtained each week for transcriptomic analysis, until infants have achieved full oral feeding status. At 18 months corrected age (CA), infants will undergo neurodevelopmental follow-up testing, the results of which will be correlated with feeding outcomes in the neo-and post-natal period and with gene expression data and intervention status. RESULTS The ongoing National Institutes of Health funded randomized controlled trial R01HD086088 is actively recruiting participants. The expected completion date of the study is 2021. CONCLUSIONS Differential salivary gene expression profiles in response to orosensory entrainment intervention are expected to lead to the development of individualized interventions for the diagnosis and management of oral feeding in preterm infants. TRIAL REGISTRATION ClinicalTrials.gov NCT02696343; https://clinicaltrials.gov/ct2/show/NCT02696343 (Archived by WebCite at http://www.webcitation.org/6r5NbJ9Ym).
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Affiliation(s)
- Steven Michael Barlow
- Center for Brain, Biology, and Behavior, Department of Special Education and Communication Disorders, Biological Systems Engineering, University of Nebraska, Lincoln, NE, United States
| | - Jill Lamanna Maron
- Tufts Medical Center, Division of Neonatology, Department of Pediatrics, Boston, MA, United States
| | - Gil Alterovitz
- Center for Biomedical Informatics, Harvard Medical School, Boston, MA, United States
| | - Dongli Song
- Division of Neonatology, Department of Pediatrics, Santa Clara Valley Medical Center, San Jose, CA, United States
| | - Bernard Joseph Wilson
- CHI Health St. Elizabeth, Division of Neonatal-Perinatal Medicine, Lincoln, NE, United States
| | - Priya Jegatheesan
- Division of Neonatology, Department of Pediatrics, Santa Clara Valley Medical Center, San Jose, CA, United States
| | - Balaji Govindaswami
- Division of Neonatology, Department of Pediatrics, Santa Clara Valley Medical Center, San Jose, CA, United States
| | - Jaehoon Lee
- IMMAP, Department of Educational Psychology and Leadership, Texas Tech University, Lubbock, TX, United States
| | - Austin Oder Rosner
- Tufts Medical Center, Division of Neonatology, Department of Pediatrics, Boston, MA, United States
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Espinosa‐de Aquino W, Olvera‐Ramírez A, Arellano‐Carbajal F, Lanz‐Mendoza H, Villagrán‐Herrera E, Acevedo‐Whitehouse K. Protein and
RNA
extraction from mucosal swabs: a minimally invasive source of ecological data for studies of natural populations. Methods Ecol Evol 2016. [DOI: 10.1111/2041-210x.12680] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Wendy Espinosa‐de Aquino
- Unit for Basic and Applied Microbiology School of Natural Sciences Autonomous University of Queretaro Santiago de Querétaro Queretaro 76230 Mexico
| | - Andrea Olvera‐Ramírez
- Department of Veterinary Medicine School of Natural Sciences Autonomous University of Queretaro Santiago de Querétaro Queretaro 76230 Mexico
| | - Fausto Arellano‐Carbajal
- Unit for Basic and Applied Microbiology School of Natural Sciences Autonomous University of Queretaro Santiago de Querétaro Queretaro 76230 Mexico
| | - Humberto Lanz‐Mendoza
- Center for Infectious Diseases National Institute of Public Health Cuernavaca Morelos 62100 Mexico
| | - Elena Villagrán‐Herrera
- School of Medicine Autonomous University of Queretaro Santiago de Querétaro Queretaro 76230 Mexico
| | - Karina Acevedo‐Whitehouse
- Unit for Basic and Applied Microbiology School of Natural Sciences Autonomous University of Queretaro Santiago de Querétaro Queretaro 76230 Mexico
- The Marine Mammal Center 2000 Bunker Road Sausalito CA 94965 USA
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Zimmerman E, Maron JL. FOXP2 gene deletion and infant feeding difficulties: a case report. Cold Spring Harb Mol Case Stud 2016; 2:a000547. [PMID: 27148578 PMCID: PMC4849845 DOI: 10.1101/mcs.a000547] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Forkhead box protein P2 (FOXP2) is a well-studied gene known to play an essential role in normal speech development. Deletions in the gene have been shown to result in developmental speech disorders and regulatory disruption of downstream gene targets associated with common forms of language impairments. Despite similarities in motor planning and execution between speech development and oral feeding competence, there have been no reports to date linking deletions within the FOXP2 gene to oral feeding impairments in the newborn. The patient was a nondysmorphic, appropriately and symmetrically grown male infant born at 35-wk gestational age. He had a prolonged neonatal intensive care unit stay because of persistent oral feeding incoordination requiring gastrostomy tube placement. Cardiac and neurological imagings were within normal limits. A microarray analysis found an ∼9-kb loss within chromosome band 7q3.1 that contains exon 2 of FOXP2, demonstrating a single copy of this region instead of the normal two copies per diploid gene. This case study expands our current understanding of the role FOXP2 exerts on motor planning and coordination necessary for both oral feeding success and speech–language development. This case report has important consequences for future diagnosis and treatment for infants with FOXP2 deletions, mutations, and varying levels of gene expression.
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Affiliation(s)
- Emily Zimmerman
- Northeastern University, Department of Communication Sciences & Disorders, Boston, Massachusetts 02115, USA
| | - Jill L Maron
- Mother Infant Research Institute, Tufts Medical Center, Boston, Massachusetts 02111, USA
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Zimmerman E, Maki M, Maron J. Salivary FOXP2 expression and oral feeding success in premature infants. Cold Spring Harb Mol Case Stud 2016; 2:a000554. [PMID: 27148579 PMCID: PMC4849846 DOI: 10.1101/mcs.a000554] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
The objective of the study is to determine whether salivary FOXP2 gene expression levels at the initiation of oral feeding attempts are predictive of oral feeding success in the premature newborn. In this prospective study, saliva samples from 21 premature infants (13 males; birth gestational age [GA]: 30–34 wk) were collected around the initiation of oral feeding trials. Total RNA was extracted and underwent reverse transcription-quantitative polymerase chain reaction amplification for FOXP2. Oral feeding success was denoted by the days required to attain full oral feeds. A linear regression model, controlling for sex, birth GA, and weight at salivary collection, revealed that FOXP2 expression was significantly associated with oral feeding success (P = 0.002). The higher the expression level of FOXP2, the shorter the duration to feed. Salivary FOXP2 expression levels are significantly associated with oral feeding success in the preterm infant. FOXP2 may serve as a novel and informative biomarker to noninvasively assess infant feeding skills to reduce morbidities and length of stay.
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Affiliation(s)
- Emily Zimmerman
- Department of Communication Sciences and Disorders, Northeastern University, Boston, Massachusetts 02115, USA
| | - Monika Maki
- Department of Communication Sciences and Disorders, Northeastern University, Boston, Massachusetts 02115, USA
| | - Jill Maron
- Mother Infant Research Institute, Tufts Medical Center, Boston, Massachusetts 02111, USA
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Abstract
The ability to noninvasively assess the physical and developmental status of a neonate is a goal of modern medicine. In recent years, technological advances have permitted the high-throughput analysis of saliva for thousands of genes, proteins, and metabolites from a single sample source. Saliva is an ideal biofluid to assess health, disease, and development in the newborn. It may be harnessed repeatedly, even in the most vulnerable patients, without risk of harm. Translating novel information about an infant's global development and risk of disease to the neonatal bedside through the salivary transcriptome has the potential to significantly improve clinical care and outcomes in this at-risk population.
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Affiliation(s)
- Jill L Maron
- Department of Pediatrics, Mother Infant Research Institute, Tufts Medical Center, Boston, Massachusetts 02111
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Infectious Chikungunya Virus in the Saliva of Mice, Monkeys and Humans. PLoS One 2015; 10:e0139481. [PMID: 26447467 PMCID: PMC4598147 DOI: 10.1371/journal.pone.0139481] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2015] [Accepted: 09/13/2015] [Indexed: 11/23/2022] Open
Abstract
Chikungunya virus (CHIKV) is a reemerging, ordinarily mosquito-transmitted, alphavirus that occasionally produces hemorrhagic manifestations, such as nose bleed and bleeding gums, in human patients. Interferon response factor 3 and 7 deficient (IRF3/7-/-) mice, which are deficient for interferon α/β responses, reliably develop hemorrhagic manifestations after CHIKV infection. Here we show that infectious virus was present in the oral cavity of CHIKV infected IRF3/7-/- mice, likely due to hemorrhagic lesions in the olfactory epithelium that allow egress of infected blood into the nasal, and subsequently, oral cavities. In addition, IRF3/7-/- mice were more susceptible to infection with CHIKV via intranasal and oral routes, with IRF3/7-/- mice also able to transmit virus mouse-to-mouse without an arthropod vector. Cynomolgus macaques often show bleeding gums after CHIKV infection, and analysis of saliva from several infected monkeys also revealed the presence of viral RNA and infectious virus. Furthermore, saliva samples collected from several acute CHIKV patients with hemorrhagic manifestations were found to contain viral RNA and infectious virus. Oral fluids can therefore be infectious during acute CHIKV infections, likely due to hemorrhagic manifestations in the oral/nasal cavities.
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Maron JL, Johnson KL. Comparative performance analyses of commercially available products for salivary collection and nucleic acid processing in the newborn. Biotech Histochem 2015; 90:581-6. [PMID: 26052888 DOI: 10.3109/10520295.2015.1048289] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Analysis of saliva for clinical monitoring and biomarker detection holds great promise for improving health care. Commercially available assays are not intended for use with neonates, however, and collection and processing of saliva for subsequent transcriptomic analysis presents unique challenges in this population. We compared RNA yield, quality, stability and RT-qPCR performance for two commonly used commercial systems: the Qiagen RNeasy Protect Saliva Mini Kit(®) and the DNA Genotek Oragene•RNA(®) assay. Two 10 μl saliva samples were collected from ten newborns and stabilized for each assay. Total RNA was extracted following incubation for 3, 10, 15 or 20 days. Total RNA extracted from each assay was analyzed for integrity, quality and quantity using the Agilent BioAnalyzer 2100. RT-qPCR was performed for the reference gene, GAPDH, to assess subsequent performance of the extracted RNA. Although the DNA Genotek extraction protocol required nearly twice the time of the Qiagen protocol, RNA integrity did not differ between the kits. RNA concentration using the DNA Genotek assay, however, was 3,264 pg/μl (range: 262 - 10,336 pg/μl) compared to 822.4 pg/μl (range: 0 - 1,856 pg/μl) for the Qiagen protocol. Linear regression analysis showed a stronger correlation between the threshold cycle and RNA concentration using DNA Genotek (r(2) = 0.356) compared to Qiagen (r(2) = 0.0331). Our results suggest that although the Qiagen assay may reduce overall extraction time, RNA yield and performance in subsequent transcriptomic analysis is more robust using the DNA Genotek assay.
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Affiliation(s)
- J L Maron
- a Mother Infant Research Institute at Tufts Medical Center, Division of Newborn Medicine , Boston , Massachusetts
| | - K L Johnson
- b Tufts University School of Medicine , Boston , Massachusetts
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Maron JL, Hwang JS, Pathak S, Ruthazer R, Russell RL, Alterovitz G. Computational gene expression modeling identifies salivary biomarker analysis that predict oral feeding readiness in the newborn. J Pediatr 2015; 166:282-8.e5. [PMID: 25620512 PMCID: PMC4306816 DOI: 10.1016/j.jpeds.2014.10.065] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2014] [Revised: 09/05/2014] [Accepted: 10/24/2014] [Indexed: 11/21/2022]
Abstract
OBJECTIVE To combine mathematical modeling of salivary gene expression microarray data and systems biology annotation with reverse-transcription quantitative polymerase chain reaction amplification to identify (phase I) and validate (phase II) salivary biomarker analysis for the prediction of oral feeding readiness in preterm infants. STUDY DESIGN Comparative whole-transcriptome microarray analysis from 12 preterm newborns pre- and postoral feeding success was used for computational modeling and systems biology analysis to identify potential salivary transcripts associated with oral feeding success (phase I). Selected gene expression biomarkers (15 from computational modeling; 6 evidence-based; and 3 reference) were evaluated by reverse-transcription quantitative polymerase chain reaction amplification on 400 salivary samples from successful (n = 200) and unsuccessful (n = 200) oral feeders (phase II). Genes, alone and in combination, were evaluated by a multivariate analysis controlling for sex and postconceptional age (PCA) to determine the probability that newborns achieved successful oral feeding. RESULTS Advancing PCA (P < .001) and female sex (P = .05) positively predicted an infant's ability to feed orally. A combination of 5 genes, neuropeptide Y2 receptor (hunger signaling), adneosine-monophosphate-activated protein kinase (energy homeostasis), plexin A1 (olfactory neurogenesis), nephronophthisis 4 (visual behavior), and wingless-type MMTV integration site family, member 3 (facial development), in addition to PCA and sex, demonstrated good accuracy for determining feeding success (area under the receiver operator characteristic curve = 0.78). CONCLUSIONS We have identified objective and biologically relevant salivary biomarkers that noninvasively assess a newborn's developing brain, sensory, and facial development as they relate to oral feeding success. Understanding the mechanisms that underlie the development of oral feeding readiness through translational and computational methods may improve clinical decision making while decreasing morbidities and health care costs.
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Affiliation(s)
- Jill L Maron
- Division of Newborn Medicine, Mother Infant Research Institute at Tufts Medical Center, Floating Hospital for Children at Tufts Medical Center, Boston, MA.
| | - Jooyeon S Hwang
- Division of Newborn Medicine, Mother Infant Research Institute at Tufts Medical Center, Floating Hospital for Children at Tufts Medical Center, Boston, MA
| | - Subash Pathak
- Research Design Center/Biostatistics Research Center, Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA; Tufts Clinical and Translational Science Institute, Tufts University, Boston, MA
| | - Robin Ruthazer
- Research Design Center/Biostatistics Research Center, Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, Boston, MA; Tufts Clinical and Translational Science Institute, Tufts University, Boston, MA
| | - Ruby L Russell
- Center for Biomedical Informatics, Harvard Medical School, Boston, MA
| | - Gil Alterovitz
- Center for Biomedical Informatics, Harvard Medical School, Boston, MA
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Great expectorations: the potential of salivary 'omic' approaches in neonatal intensive care. J Perinatol 2014; 34:169-73. [PMID: 24406743 PMCID: PMC3962691 DOI: 10.1038/jp.2013.170] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2013] [Revised: 09/26/2013] [Accepted: 10/21/2013] [Indexed: 12/13/2022]
Abstract
Among those that require critical care, preterm neonates have the greatest limitations on available blood or body fluids for clinical or research-based assessments. Recent technological advancements have improved our ability to detect genetic, proteomic and microbial material at the nanoscale level, making analyte and biomarker assessment from even the smallest quantities possible. Saliva is a unique body fluid that not only may be noninvasively and repeatedly obtained, but also contains multiple serum components, making it promising for noninvasive assessment of the newborn. The integration of high-throughput or 'omic' approaches on neonatal saliva holds great potential to improve diagnostic and prognostic accuracy for a wide range of developmental and pathological conditions affecting the vulnerable preterm neonatal population. Herein, we review the clinical applications and technical considerations regarding the integration of salivary 'omic' technology into the neonatal intensive care unit.
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Iyengar A, Paulus JK, Gerlanc DJ, Maron JL. Detection and potential utility of C-reactive protein in saliva of neonates. Front Pediatr 2014; 2:131. [PMID: 25485262 PMCID: PMC4239436 DOI: 10.3389/fped.2014.00131] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2014] [Accepted: 11/06/2014] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVE We aimed to detect C-reactive protein (CRP) in neonatal saliva and evaluate its diagnostic utility. STUDY DESIGN Salivary and serum samples (n = 89) were collected from 40 neonates. Salivary CRP levels were determined using an enzyme-linked immunosorbent assay; serum CRP was measured per hospital protocol. Correlation coefficients with 95% confidence intervals and robust linear regression measured association while receiver-operator characteristic curves described the accuracy of salivary CRP in discriminating abnormal serum CRP thresholds of ≥10 and 5 mg/L. Corresponding sensitivities and specificities were calculated for these salivary cutpoints. RESULTS The area under the curve for salivary CRP in predicting serum CRP levels of ≥10 and 5 mg/L were 0.81 and 0.76, respectively. The corresponding sensitivity and specificity for raw salivary CRP to discriminate a serum CRP of ≥5 mg/L was 0.54 and 0.95, respectively. The corresponding sensitivity and specificity for raw salivary CRP to discriminate a serum CRP of ≥10 mg/L was 0.64 and 0.94, respectively. A statistically significant correlation was observed between serum and salivary CRP (r = 0.62, p < 0.001). CONCLUSION C-reactive protein is detectable in neonatal saliva and can predict abnormal serum CRP thresholds. Salivary CRP analysis represents a feasible screening tool for detecting abnormal serum CRP levels.
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Affiliation(s)
- Anjali Iyengar
- Division of Newborn Medicine, Floating Hospital for Children at Tufts Medical Center , Boston, MA , USA
| | - Jessica K Paulus
- Tufts Medical Center, The Institute for Clinical Research and Health Policy Studies , Boston, MA , USA ; Tufts Clinical and Translational Science Institute, Tufts University , Boston, MA , USA
| | | | - Jill L Maron
- Division of Newborn Medicine, Floating Hospital for Children at Tufts Medical Center , Boston, MA , USA ; Mother Infant Research Institute (MIRI) at Tufts Medical Center , Boston, MA , USA
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Adami GR, Adami AJ. Looking in the mouth for noninvasive gene expression-based methods to detect oral, oropharyngeal, and systemic cancer. ISRN ONCOLOGY 2012; 2012:931301. [PMID: 23050165 PMCID: PMC3462394 DOI: 10.5402/2012/931301] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/12/2012] [Accepted: 09/12/2012] [Indexed: 01/15/2023]
Abstract
Noninvasive diagnosis, whether by sampling body fluids, body scans, or other technique, has the potential to simplify early cancer detection. A classic example is Pap smear screening, which has helped to reduce cervical cancer 75% over the last 50 years. No test is error-free; the real concern is sufficient accuracy combined with ease of use. This paper will discuss methods that measure gene expression or epigenetic markers in oral cells or saliva to diagnose oral and pharyngeal cancers, without requiring surgical biopsy. Evidence for lung and other distal cancer detection is also reviewed.
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Affiliation(s)
- Guy R Adami
- Department of Oral Medicine and Diagnostic Sciences, Center for Molecular Biology of Oral Diseases, University of Illinois at Chicago, Chicago, IL 60612, USA
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Maron JL, Dietz JA, Parkin C, Johnson KL, Bianchi DW. Performing discovery-driven neonatal research by transcriptomic analysis of routinely discarded biofluids. J Matern Fetal Neonatal Med 2012; 25:2507-11. [PMID: 22920923 DOI: 10.3109/14767058.2012.717126] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
OBJECTIVE To perform discovery-driven research on the neonatal salivary and cord blood transcriptomes. METHODS Two separate cohorts of infants were enrolled in this study. In one, cord blood (n = 10) and in the other, saliva samples (n = 10) were collected at term gestation. Total RNA was extracted, amplified and hybridized onto Affymetrix HG U133a gene expression microarrays. Following normalization, genes expressed in the highest quintile (≥ 80%) across all subjects in each biofluid were analyzed with Ingenuity Pathway Analysis. Over-represented pathways relating to organ specific development and physiological functions in the newborn were explored. RESULTS There were 303 genes in neonatal saliva and 282 genes in umbilical cord blood that met statistical criteria. Of these, 114 were common to both biofluids. Pathway analyses revealed the important roles of redox balance, cellular proliferation, and smooth muscle relaxation. In blood, hematopoiesis and immune response pathways predominated. In saliva, pathways associated with the gastrointestinal system were highlighted. CONCLUSIONS Neonatal cord blood and saliva provide a wealth of transcriptomic information. These normally discarded biofluids should be considered an important source of real-time gene expression data that may elucidate key pathways in neonatal physiology and pathology.
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Affiliation(s)
- Jill L Maron
- Department of Pediatrics, The Floating Hospital for Children at Tufts Medical Center, Boston, MA 02111, USA.
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Pritchard S, Wick HC, Slonim DK, Johnson KL, Bianchi DW. Comprehensive analysis of genes expressed by rare microchimeric fetal cells in the maternal mouse lung. Biol Reprod 2012; 87:42. [PMID: 22674387 DOI: 10.1095/biolreprod.112.101147] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Abstract
During pregnancy, cells from each fetus travel into the maternal circulation and organs, resulting in the development of microchimerism. Identification of the cell types in this microchimeric population would permit better understanding of possible mechanisms by which they affect maternal health. However, comprehensive analysis of fetal cells has been hampered by their rarity. In this study, we sought to overcome this obstacle by combining flow cytometry with multidimensional gene expression microarray analysis of fetal cells isolated from the murine maternal lung during late pregnancy. Fetal cells were collected from the lungs of pregnant female mice. cDNA was amplified and hybridized to gene expression microarrays. The resulting fetal cell core transcriptome was interrogated using multiple methods including Ingenuity Pathway Analysis, the BioGPS gene expression database, principal component analysis, the Eurexpress gene expression atlas, and primary literature. Here we report that small numbers of fetal cells can be flow sorted from the maternal lung, facilitating discovery-driven gene expression analysis. We additionally show that gene expression data can provide functional information about fetal cells. Our results suggest that fetal cells in the murine maternal lung are a mixed population, consisting of trophoblasts, mesenchymal stem cells, and cells of the immune system. Detection of trophoblasts and immune cells in the maternal lung may facilitate future mechanistic studies related to the development of immune tolerance and pregnancy-related complications, such as pre-eclampsia. Furthermore, the presence and persistence of mesenchymal stem cells in maternal organs may have implications for long-term postpartum maternal health.
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Affiliation(s)
- Stephanie Pritchard
- Mother Infant Research Institute, Floating Hospital at Tufts Medical Center, Boston, Massachusetts, USA
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Maron JL, Johnson KL, Dietz JA, Chen ML, Bianchi DW. Neuropeptide Y2 receptor (NPY2R) expression in saliva predicts feeding immaturity in the premature neonate. PLoS One 2012; 7:e37870. [PMID: 22629465 PMCID: PMC3357390 DOI: 10.1371/journal.pone.0037870] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2011] [Accepted: 04/30/2012] [Indexed: 12/23/2022] Open
Abstract
Background The current practice in newborn medicine is to subjectively assess when a premature infant is ready to feed by mouth. When the assessment is inaccurate, the resulting feeding morbidities may be significant, resulting in long-term health consequences and millions of health care dollars annually. We hypothesized that the developmental maturation of hypothalamic regulation of feeding behavior is a predictor of successful oral feeding in the premature infant. To test this hypothesis, we analyzed the gene expression of neuropeptide Y2 receptor (NPY2R), a known hypothalamic regulator of feeding behavior, in neonatal saliva to determine its role as a biomarker in predicting oral feeding success in the neonate. Methodology/Principal Findings Salivary samples (n = 116), were prospectively collected from 63 preterm and 13 term neonates (post-conceptual age (PCA) 26 4/7 to 41 4/7 weeks) from five predefined feeding stages. Expression of NPY2R in neonatal saliva was determined by multiplex RT-qPCR amplification. Expression results were retrospectively correlated with feeding status at time of sample collection. Statistical analysis revealed that expression of NPY2R had a 95% positive predictive value for feeding immaturity. NPY2R expression statistically significantly decreased with advancing PCA (Wilcoxon test p value<0.01), and was associated with feeding status (chi square p value = 0.013). Conclusions/Significance Developmental maturation of hypothalamic regulation of feeding behavior is an essential component of oral feeding success in the newborn. NPY2R expression in neonatal saliva is predictive of an immature feeding pattern. It is a clinically relevant biomarker that may be monitored in saliva to improve clinical care and reduce significant feeding-associated morbidities that affect the premature neonate.
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Affiliation(s)
- Jill L Maron
- Division of Newborn Medicine, Department of Pediatrics, Floating Hospital for Children at Tufts Medical Center, Boston, Massachusetts, United States of America.
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