About Manuel
As the Chief Science Officer at Philip Morris International, I am focused on the science behind Heated Tobacco Products and e-cigarettes to drive Tobacco Harm Reduction. I stand for scientific excellence, executed to the highest standards of quality as well as for scientific transparency and verification.
I have many years of experience leading large multi-cultural research teams in systems biology and toxicology, scientific computing (bio- and chemo-informatics), text mining and molecular biology.
I hold several patents related to proteomics, genomics and scientific computing, and I’ve published over 250 articles, book chapters and technical reports. My publications have been cited over 27,000 times and I’ve done groundbreaking research into computational structural biology, text mining and systems toxicology.
I founded two start-up companies, the [BC]2 conference, and the Swiss Institute of Bioinformatics, where I serve as the chairman of the board.
Academically, I hold a BSc in Life Sciences, a MSc in Physical Chemistry and a PhD in Biochemistry, while I’m also an Adjunct Professor for Bioinformatics at the University of Basel.
Among the honors I’ve received are the New England Business and Technology Award and the UnitedDevices Grid Visionary Award. I’m also a ComputerWorld Honors Laureate.
Latest Publications
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Article
April 22, 2021
Platform 4
Effects of whitening toothpaste and bleaching treatment on resin composite discoloration caused by cigarette smoke and electronic vapor aerosol
X Zhao, F Zanetti, L Wang , H Malmstrom*, S Majeed, M Peitsch, J Hoeng, Y Ren*
* This author is not affiliated with PMI. -
Peer-Reviewed Publication
April 16, 2021
Development of an Advanced Multicellular Intestinal Model for Assessing Immunomodulatory Properties of Anti-Inflammatory Compounds
D Marescotti, G Lo Sasso, D Guerrera, K Renggli , P A Ruiz Castro, R Piault, V Jaquet, F Moine, K Luettich, S Frentzel, M Peitsch, J Hoeng
DOI : 10.3389/fphar.2021.639716
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Publication
March 15, 2021
Platform 4
A 7-month inhalation toxicology study in C57BL/6 mice demonstrates reduced pulmonary inflammation and emphysematous changes following smoking cessation or switching to e-vapor products
K Ashutosh*, U Kogel, M Talikka, C Merg, E Guedj, Y Xiang, A Kondylis, B Titz, NV Ivanov, J Hoeng, M Peitsch, J Allen*, A Gupta *, A Skowronek*, K M Lee*
* This author is not affiliated with PMI.Toxicology Research and Application
DOI : 10.1177%2F2397847321995875
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Peer-Reviewed Publication
March 11, 2021
Platform 1
In Vivo Profiling of a Natural Alkaloid, Anatabine, in Rodents: Pharmacokinetics and Anti-Inflammatory Efficacy
W Xia, AR Kolli, K Koshibu, F Martin, A Kondylis, A Kuczaj, W Teck Tan, YS Yeo, G Tan, C Teng, K Woon , T Schneider, M Talikka, B Phillips, P Vanscheeuwijck, M Peitsch, J Hoeng
DOI : 10.1021/acs.jnatprod.0c01044
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Peer-Reviewed Publication
February 7, 2021
Use of micro‐CT to determine tracheobronchial airway geometries in three strains of mice used in inhalation toxicology as disease models
M J Oldham*, F Lucci, C Foong, D Yeo, B Asgharian*, S. Cockram*, S. Luke*, J Chua, M Peitsch, A Kuczaj
* This author is not affiliated with PMI.The Anatomical Record: Advances in Integrative Anatomy and Evolutionary Biology
DOI : 10.1002/ar.24596
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Research
February 3, 2021
Impact of whole-body versus nose-only inhalation exposure systems on systemic, respiratory, and cardiovascular endpoints in a 2-month cigarette smoke exposure study in the ApoE -/- mouse model
U Kogel, E T Wong, J Szostak, W Teck Tan, P Leroy, F Lucci, B Titz, Y Xiang, T Low, S K Wong, E Guedj, NV Ivanov, W Schlage, M Peitsch, A Kuczaj, P Vanscheeuwijck, J Hoeng
DOI : 10.1002/jat.4149
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Book Chapter
January 18, 2021
Toxicological Evaluation of Electronic Nicotine Delivery Products
F Zanetti, W Xia, E T Wong, P Vanscheeuwijck, M Van der Toorn, B Titz, M Talikka, J Szostak, M Smith, D Smart, D Sciuscio, W Schlage, JP Schaller, R Savioz*, P Pratte, C Poussin, S Pouly, P Picavet, B Phillips, M Peck, M Mitova, D McHugh, A May*, C Mathis, F Martin, D Marescotti, S Maeder, K Luettich, F Lucci, A Kuczaj, AR Kolli, U Kogel, NV Ivanov, A Iskandar, C Haziza, C Goujon-Ginglinger, S Frentzel, M Firestone , MA Choukrallah, D Bovard, S Boue, M Bentley, M Peitsch, J Hoeng
* This author is not affiliated with PMI. -
Peer-Reviewed Publication
December 29, 2020
Platform 3
State-of-the-art methods and devices for generation, exposure, and collection of aerosols from e-vapor products
S Boue, D Goedertier, J Hoeng, A Iskandar, A Kuczaj, D Marescotti, C Mathis, A May*, B Phillips, M Peitsch, W Schlage, D Sciuscio, W Teck Tan, P Vanscheeuwijck
* This author is not affiliated with PMI.Toxicology Research and Application
DOI : 10.1177/2397847320979751
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Peer-Reviewed Publication
November 18, 2020
Comparison of the biological impact of aerosol of e-vapor device with MESH® technology and cigarette smoke on human bronchial and alveolar cultures
A Giralt, A Iskandar, F Martin, E Moschini*, T Serchi*, A Kondylis, D Marescotti, P Leroy, L Ortega Torres, S Majeed, C Merg, K Trivedi, E Guedj, S Frentzel, NV Ivanov, M Peitsch, AC Gutleb*, J Hoeng
* This author is not affiliated with PMI.DOI : 10.1016/j.toxlet.2020.11.006
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Peer-Reviewed Publication
November 12, 2020
Platform 1
Ceramide ratios are affected by cigarette smoke but not heat-not-burn or e-vapor aerosols across four independent mouse studies
O Lavrynenko, B Titz, S Dijon, D Dos Santos , C Nury, T Schneider, E Guedj, J Szostak, A Kondylis, B Phillips, K Ekroos*, F Martin, M Peitsch, J Hoeng, NV Ivanov
* This author is not affiliated with PMI.DOI : 10.1016/j.lfs.2020.118753
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Poster
October 19, 2020
Nicotine-Containing E-Vapor Products
Plasma Protein Biomarker Identification for Monitoring Molecular Changes in Smokers, Former Smokers, and E-Vapor Product Users Compared with Never Smokers
C Nury, Y Eb-Levadoux, AR Kolli, C Poussin, TM Curran*, LA Baglia*, RA Berg*, Loyse Felber Medlin , S Ansari, E Kishazi, F Martin, B Titz, P Picavet, NV Ivanov, SL Spinelli*, J Hoeng, M Peitsch
* This author is not affiliated with PMI. -
Poster
October 4, 2020
Heated Tobacco Products
Assessing the impact of switching to the Tobacco Heating System on cardiovascular diseases: Translating basic science into clinical benefit
G Baker, G de La Bourdonnaye, A Elamin, C Goujon-Ginglinger, C Haziza, A Heremans, J Hoeng, NV Ivanov, F Luedicke, S Maeder, B Phillips, P Picavet, S Pouly, C Poussin, P Pratte, CT Tran, P Vanscheeuwijck, M Peitsch, C Pater
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Poster
September 17, 2020
Heated Tobacco Products
Compilation of in vitro studies evaluating the impact of exposure to aerosols from heated tobacco products and an electronic vapor device on oral health and dental esthetics.
F Zanetti, A Nussbaum, A Iskandar, X Zhao, Y Ren*, S Majeed, NV Ivanov, M Peitsch, J Hoeng
* This author is not affiliated with PMI. -
Peer-Reviewed Publication
September 12, 2020
A meta-analysis of microRNAs expressed in human aerodigestive epithelial cultures and their role as potential biomarkers of exposure response to nicotine-containing products
A Sewer, F Zanetti, A Iskandar, E Guedj, R Dulize, D Peric, D Bornand, C Mathis, F Martin, NV Ivanov, M Peitsch, J Hoeng
DOI : 10.1016/j.toxrep.2020.09.001
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Peer-Reviewed Publication
September 12, 2020
Heated Tobacco Products
Comparing the preclinical risk profile of inhalable candidate and potential candidate modified risk tobacco products: A bridging use case
W Schlage, B Titz, A Iskandar, C Poussin, M Van der Toorn, E T Wong, P Pratte, S Maeder, JP Schaller, P Pospisil, S Boue, G Vuillaume, P Leroy, F Martin, NV Ivanov, M Peitsch, J Hoeng
DOI : 10.1016/j.toxrep.2020.09.004
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Peer-Reviewed Publication
September 4, 2020
Comparison of the basic morphology and function of 3D lung epithelial cultures derived from several donors
D Bovard, A Giralt, K Trivedi, L Neau, Petros Kanellos , A Iskandar, A Kondylis, K Luettich, S Frentzel, J Hoeng, M Peitsch
Current Research in Toxiocology
DOI : 10.1016/j.crtox.2020.08.002
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Peer-Reviewed Publication
August 24, 2020
Anatabine ameliorates intestinal inflammation and reduces the production of pro-inflammatory factors in a dextran sulfate sodium mouse model of colitis
P A Ruiz Castro, U Kogel, G Lo Sasso, B Phillips, A Sewer, B Titz, L Garcia, A Kondylis, E Guedj, D Peric, D Bornand, R Dulize, C Merg, M Corciulo, NV Ivanov, M Peitsch, J Hoeng
DOI : 10.1186/s12950-020-00260-6
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Peer-Reviewed Publication
August 11, 2020
Heated Tobacco Products
Reduced Chronic Toxicity and Carcinogenicity in A/J Mice in Response to Life-Time Exposure to Aerosol from a Heated Tobacco Product Compared with Cigarette Smoke
E T Wong, K Luettich, S Krishnan, S K Wong, WT Lim, D Yeo, A Buettner*, P Leroy, G Vuillaume, S Boue, J Hoeng, P Vanscheeuwijck, M Peitsch
* This author is not affiliated with PMI.DOI : 10.1093/toxsci/kfaa131
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Peer-Reviewed Publication
August 11, 2020
Heated Tobacco Products
Respiratory effects of exposure to aerosol from the candidate modified-risk tobacco product THS 2.2 in an 18-month systems toxicology study with A/J mice
B Titz, A Sewer, K Luettich, E T Wong, E Guedj, C Nury, T Schneider, Y Xiang, K Trivedi, G Vuillaume, P Leroy, A Buettner*, F Martin, NV Ivanov, P Vanscheeuwijck, M Peitsch
* This author is not affiliated with PMI.DOI : 10.1093/toxsci/kfaa132
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Peer-Reviewed Publication
August 7, 2020
Inflammatory Bowel Disease–Associated Changes in the Gut: Focus on Kazan Patients
G Lo Sasso, L Khachatryan, A Kondylis, JND Battey, N Sierro, NA Danilova*, TV Grigoryeva*, MI Markelova*, DR Khusnutdinova*, AV Laikov*, II Salafutdinov*, YD Romanova*, MN Siniagina*, IY Vasiliev*, EA Boulygina*, VV Solovyeva*, EE Garanina*, KV Kitaeva*, KY Ivanov*, DS Chulpanova*, KS Kletenkov*, AR Valeeva*, A Kh Odintsova*, MD Ardatskaya*, RA Abdulkhakov*, NV Ivanov, M Peitsch, J Hoeng, SR Abdulkhakov*
* This author is not affiliated with PMI.DOI : 10.1093/ibd/izaa188
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Poster
July 12, 2020
Heated Tobacco Products
Assessing the Impact of Switching to the Tobacco Heating System on Cardiovascular Disease: Translating Basic Science into Clinical Benefit
G Baker, G de La Bourdonnaye, A Elamin, C Goujon-Ginglinger, C Haziza, A Heremans, J Hoeng, NV Ivanov, F Lüdicke, S Maeder, B Phillips, P Picavet, S Pouly, C Poussin, P Pratte, CT Tran, P Vanscheeuwijck, M Peitsch
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Peer-Reviewed Publication
July 8, 2020
Systems toxicology approach for testing chemical cardiotoxicity in larval zebrafish
R Li*, A. Zupanic*, M Talikka, V Belcastro, S Madan*, J. Dörpinghaus*, C. vom Berg*, J Szostak, F Martin, M Peitsch, J Hoeng
* This author is not affiliated with PMI.Chemical Research in Toxicology
DOI : 10.1021/acs.chemrestox.0c00095
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Peer-Reviewed Publication
June 24, 2020
An Intestine-on-a-Chip Model of Plug-and-Play Modularity to Study Inflammatory Processes
L Gijzen*, D Marescotti, E Raineri*, A Nicolas*, HL Lanz*, D Guerrera, R van Vught*, J Joore*, P Vulto*, M Peitsch, J Hoeng, G Lo Sasso, D Kurek*
* This author is not affiliated with PMI.DOI : 10.1177/2472630320924999
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Peer-Reviewed Publication
June 10, 2020
Heated Tobacco Products
Analysis of chemical deposits on tooth enamel exposed to total particulate matter from cigarette smoke and tobacco heating system 2.2 aerosol by novel GC–MS deconvolution procedures
A Haiduc, F Zanetti, X Zhao, W Schlage, M Scherer*, N Pluym*, P Schlenger*, NV Ivanov, S Majeed, J Hoeng, M Peitsch, Y Ren*, P A. Guy*
* This author is not affiliated with PMI.DOI : 10.1016/j.jchromb.2020.122228
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Poster
June 1, 2020
Monitoring of exogenous compound kinetics in exhaled breath
T Zikovic Semren, C Laszlo, M Gomez*, G Vidal-de-Miguel*, J Hoeng, M Peitsch, NV Ivanov, P A. Guy*
* This author is not affiliated with PMI. -
Peer-Reviewed Publication
May 14, 2020
Nicotine-Containing E-Vapor Products
E-vapor aerosols do not compromise bone integrity relative to cigarette smoke after 6-month inhalation in an ApoE–/– mouse model
MK Reumann*, J Schaefer*, B Titz, RH Aspera-Werz*, E T Wong, J Szostak, V Häussling*, S Ehnert*, P Leroy, W Teck Tan, A Kuczaj, C Audretsch*, F Springer*, A Badke*, P Augat*, L Quentanilla-Fend*, M Martella*, K M Lee*, M Peitsch, J Hoeng, AK Nussler*
* This author is not affiliated with PMI.DOI : 10.1007/s00204-020-02769-4
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Peer-Reviewed Publication
May 11, 2020
Platform 1
Mitochondrial Network and Biogenesis in Response to Short and Long-Term Exposure of Human BEAS-2B Cells to Aerosol Extracts from the Tobacco Heating System 2.2
J Walczak*, D Malińska*, K Drabik*, B Michalska*, M Prill*, S Johne, K Luettich, J Szymanski*, M Peitsch, J Hoeng, J Duszynski*, M Wieckowski*, M Van der Toorn, J Szczepanowska*
* This author is not affiliated with PMI.Cellular Physiology and Biochemistry
DOI : DOI.ORG/10.33594/000000216
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Peer-Reviewed Publication
May 5, 2020
Nicotine-Containing E-Vapor Products
Evaluation of toxicity of aerosols from flavored e-liquids in Sprague–Dawley rats in a 90-day OECD inhalation study, complemented by transcriptomics analysis
J Ho, D Sciuscio, U Kogel, B Titz, P Leroy, G Vuillaume, M Talikka, E Martin, P Pospisil, S Lebrun, W Xia, T Lee, Y X Chng, B Phillips, E Veljkovic, E Guedj, Y Xiang, NV Ivanov, M Peitsch, J Hoeng, P Vanscheeuwijck
DOI : 10.1007/s00204-020-02759-6
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Peer-Reviewed Publication
April 25, 2020
Heated Tobacco Products
Multi-omics systems toxicology study of mouse lung assessing the effects of aerosols from two heat-not-burn tobacco products and cigarette smoke
B Titz, J Szostak, A Sewer, B Phillips, C Nury, T Schneider, S Dijon, O Lavrynenko, A Elamin, E Guedj, E T Wong, S Lebrun, G Vuillaume, A Kondylis, S Gubian, S Cano, P Leroy, NV Ivanov, P Vanscheeuwijck, F Martin, M Peitsch, J Hoeng
Computational and Structural Biotechnology Journal
DOI : 10.1016/j.csbj.2020.04.011
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Poster
March 3, 2020
Nicotine-Containing E-Vapor Products
A structure-based grouping approach for evaluating the toxicity of e-cigarette flavor ingredients: A 5-week inhalation study in A/J mice
D Sciuscio, K Ashutosh*, P Leroy, A Nussbaum, K M Lee*, P Vanscheeuwijck, E T Wong, M Peitsch, K Luettich, J Hoeng
* This author is not affiliated with PMI. -
Peer-Reviewed Publication
February 18, 2020
Alternatives to Animal Use in Risk Assessment of Mixtures
AW Hayes, A Muriana*, A Alzualde*, DB Fernandez*, A Iskandar, M Peitsch, A Kuczaj, J Hoeng
* This author is not affiliated with PMI.International Journal of Toxicology
DOI : 10.1177/1091581820905088
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Peer-Reviewed Publication
January 24, 2020
Nicotine-Containing E-Vapor Products
A 6-month systems toxicology inhalation study in ApoE−/− mice demonstrates reduced cardiovascular effects of E-vapor aerosols compared to cigarette smoke
J Szostak, E T Wong, B Titz, T Lee, S K Wong, T Low, KM Lee*, J Zhang*, K Ashutosh*, W Schlage, E Guedj, B Phillips, P Leroy, A Buettner*, Y Xiang, F Martin, A Sewer, A Kuczaj, NV Ivanov, K Luettich, P Vanscheeuwijck, M Peitsch, J Hoeng
* This author is not affiliated with PMI.American Journal of Physiology - Heart and Circulatory Physiology
DOI : 10.1152/ajpheart.00613.2019
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Peer-Reviewed Publication
January 23, 2020
In Vitro High-Content Imaging-Based Phenotypic Analysis of Bronchial 3D Organotypic Air–Liquid Interface Cultures
D Marescotti, D Bovard, M Morelli, A Sandoz, K Luettich, S Frentzel, M Peitsch, J Hoeng
SLAS TECHNOLOGY: Translating Life Sciences Innovation
DOI : 10.1177/2472630319895473
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Peer-Reviewed Publication
January 21, 2020
Platform 1
State-of-the-art methods and devices for the generation, exposure, and collection of aerosols from heat-not-burn tobacco products
S Boue, D Goedertier, J Hoeng, A Kuczaj, S Majeed, C Mathis, A May*, B Phillips, M Peitsch, F Radtke, W Schlage, W Teck Tan, P Vanscheeuwijck
* This author is not affiliated with PMI.Toxicology Research and Application
DOI : 10.1177/2397847319897869
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Peer-Reviewed Publication
January 6, 2020
Bridging inhaled aerosol dosimetry to physiologically based pharmacokinetic modeling for toxicological assessment: nicotine delivery systems and beyond
Critical Reviews in Toxicology
DOI : 10.1080/10408444.2019.1692780
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Peer-Reviewed Publication
December 21, 2019
Applying Systems Toxicology Methods to Drug Safety
M Talikka, V Belcastro, S Boue, D Marescotti, J Hoeng, M Peitsch
DOI : 10.1016/B978-0-12-801238-3.11522-3
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Peer-Reviewed Publication
December 19, 2019
An electrophysiological characterization of naturally occurring tobacco alkaloids and their action on human α4β2 and α7 nicotinic acetylcholine receptors
O Alijevic, D McHugh, L Rufener*, A Mazurov, J Hoeng, M Peitsch
* This author is not affiliated with PMI.DOI : 10.1016/j.phytochem.2019.112187
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Poster
December 10, 2019
3D human microvessel-on-a-chip model for studying monocyte-endothelial adhesion under flow - application in systems toxicology
C Poussin, B Kramer*, HL Lanz*, A van den Heuvel*, A Laurent, T Olivier*, M Vermeer*, D Peric, K Baumer, R Dulize, E Guedj, NV Ivanov, M Peitsch, J Hoeng, J Joore*
* This author is not affiliated with PMI. -
Peer-Reviewed Publication
November 25, 2019
Nicotine-Containing E-Vapor Products
Systems toxicology assessment of a representative e-liquid formulation using human primary bronchial epithelial cells
D Marescotti, C Mathis, V Belcastro, P Leroy, S Acali, F Martin, R Dulize, D Bornand, D Peric, E Guedj, L Ortega Torres, M Biasioli, M Fuhrimann, E Fernandes, F Frauendorfer, I Gonzalez-Suarez, D Sciuscio, NV Ivanov, M Peitsch, J Hoeng
DOI : 10.1016/j.toxrep.2019.11.016
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Peer-Reviewed Publication
November 15, 2019
Neurobehavioral effects of selected tobacco constituents in rodents following subchronic administration
European Journal of Pharmacology
DOI : 10.1016/j.ejphar.2019.172809
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Peer-Reviewed Publication
November 13, 2019
Heated Tobacco Products
Comparison of monoamine oxidase inhibition by cigarettes and modified risk tobacco products
M Van der Toorn, K Koshibu, W Schlage, S Majeed, P Pospisil, J Hoeng, M Peitsch
DOI : 10.1016/j.toxrep.2019.11.008
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Peer-Reviewed Publication
November 6, 2019
Heated Tobacco Products
Structural, functional, and molecular impact on the cardiovascular system in ApoE−/- mice exposed to aerosol from candidate modified risk tobacco products, Carbon Heated Tobacco Product 1.2 and Tobacco Heating System 2.2, compared with cigarette smoke
J Szostak, B Titz, W Schlage, E Guedj, B Phillips, P Leroy, A Buettner*, L Neau, K Trivedi, F Martin, NV Ivanov, P Vanscheeuwijck, M Peitsch, J Hoeng
* This author is not affiliated with PMI.Chemico-Biological Interactions
DOI : 10.1016/j.cbi.2019.108887
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Peer-Reviewed Publication
September 9, 2019
Respirable aerosol exposures of nicotine dry powder formulations to in vitro, ex vivo, and in vivo pre-clinical models demonstrate consistency of pharmacokinetic profiles
DOI : 10.1080/08958378.2019.1662526
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Peer-Reviewed Publication
September 7, 2019
Nicotine-Containing E-Vapor Products
Application of a multi-layer systems toxicology framework for in vitro assessment of the biological effects of Classic Tobacco e-liquid and its corresponding aerosol using an e-cigarette device with MESH™ technology
A Iskandar, F Zanetti, D Marescotti, B Titz, A Sewer, A Kondylis, P Leroy, V Belcastro, L Ortega Torres, S Acali, S Majeed, S Steiner, K Trivedi, E Guedj, C Merg, T Schneider, S Frentzel, F Martin, NV Ivanov, M Peitsch, J Hoeng
DOI : 10.1007/s00204-019-02565-9
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Peer-Reviewed Publication
September 3, 2019
NPA: an R package for computing network perturbation amplitudes using gene expression data and two-layer networks
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Peer-Reviewed Publication
August 22, 2019
Heated Tobacco Products
3D human microvessel-on-a-chip model for studying monocyte-to-endothelium adhesion under flow – application in systems toxicology
C Poussin, B Kramer*, HL Lanz*, A van den Heuvel*, A Laurent, T Olivier*, M Vermeer*, D Peric, K Baumer, R Dulize, E Guedj, NV Ivanov, M Peitsch, J Hoeng, J Joore*
* This author is not affiliated with PMI.DOI : 10.14573/altex.1811301
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Peer-Reviewed Publication
August 17, 2019
Platform 4
Effects of different discoloration challenges and whitening treatments on dental hard tissues and composite resin restorations
X Zhao, F Zanetti, L Wang*, J Pan*, S Majeed, H Malmstrom*, M Peitsch, J Hoeng, Y Ren*
* This author is not affiliated with PMI.DOI : 10.1016/j.jdent.2019.103182
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Publication
July 3, 2019
Heated Tobacco Products
Effects of switching to a heat-not-burn tobacco product on biologically-relevant biomarkers to assess a candidate modified risk tobacco product: a randomized trial
F Lüdicke, M S Ansari, N Lama, N Blanc, M Bosilkovska, A Donelli, P Picavet, G Baker, C Haziza, M Peitsch, R Weitkunat
Cancer Epidemiology, Biomarkers & Prevention
DOI : 10.1158/1055-9965.EPI-18-0915
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Peer-Reviewed Publication
July 3, 2019
Antiparasitic properties of leaf extracts derived from selected Nicotiana species and Nicotiana tabacum varieties
S Schorderet Weber, K P. Kaminski, JL Perret*, P Leroy, A Mazurov, M Peitsch, NV Ivanov, J Hoeng
* This author is not affiliated with PMI.DOI : 10.1016/j.fct.2019.110660