Here is a list of our recent publications (2020-…). Software associated with the papers can be found in the Download section.

2024

Michele D’Orazio, Joanna Filippi, Gianni Antonelli, Giorgia Curci, Paola Casti, Arianna Mencattini, Gianluca Cidonio, Eugenio Martinelli
Cells in the 3D biomatrix on-chip: better mimicking the real micro-physiological system, Next Materials

Joanna Filippi, Paola Casti, Gianni Antonelli, Michela Murdocca, Arianna Mencattini, Francesca Corsi, Michele D’Orazio, Alessandro Pecora, Massimiliano De Luca, Giorgia Curci, Lina Ghibelli, Federica Sangiuolo, Steven L. Neale, Eugenio Martinelli,
Cell Electrokinetic Fingerprint: A Novel Approach Based on Optically Induced Dielectrophoresis (ODEP) for In-Flow Identification of Single Cells, Small Methods

Irina Veith, Martin Nurmik, Arianna Mencattini, Isabelle Damei, Christine Lansche, Solenn Brosseau, Giacomo Gropplero, Stéphanie Corgnac, Joanna Filippi, Nicolas Poté, Edouard Guenzi, Anaïs Chassac, Pierre Mordant, Jimena Tosello, Christine Sedlik, Eliane Piaggio, Nicolas Girard, Jacques Camonis, Hamasseh Shirvani, Fathia Mami-Chouaib, Fatima Mechta-Grigoriou, Stéphanie Descroix, Eugenio Martinelli, Gérard Zalcman, Maria Carla Parrini,
Assessing personalized responses to anti-PD-1 treatment using patient-derived lung tumor-on-chip, Cell Reports Medicine

Arianna Mencattini, Elena Daprati, David Della-Morte, Fiorella Guadagni, Federica Sangiuolo, Eugenio Martinelli,
Assembloid learning: opportunities and challenges for personalized approaches to brain functioning in health and disease, Frontiers in Artificial Intelligence

Isabella Hofer, Arianna Mencattini, Yann Kieffer, Eugenio Martinelli, Maria Carla Parrini, Fatima Mechta-Grigoriou,
Primary cancer associated fibroblasts increase the chemoresistance of triple negative breast cancer cells by mitochondria metabolic upregulation, Cancer Research

Kishore Pushparaj, Alexandro Catini, Rosamaria Capuano, Valerio Allegra, Gabriele Magna, Gianni Antonelli, Eugenio Martinelli, Antonio Agresti, Sara Pescetelli, Yuvaraj Sivalingam, Roberto Paolesse, Corrado Di Natale,
Nonenzymatic Potentiometric Detection of Ascorbic Acid with Porphyrin/ZnO-Functionalized Laser-Induced Graphene as an Electrode of EGFET Sensors, ACS Omega

Alessio Mostaccio, Gianni Antonelli, Rosamaria Capuano, Corrado Di Natale, Eugenio Martinelli, Gaetano Marrocco,
Full-LIG Wireless Battery-less Flexible Sensor for the Detection of Triethylamine, IEEE Journal on Flexible Electronics

Francesca Romana Bertani, Arianna Mencattini, Lucia Gambacorta, Adele De Ninno, Luca Businaro, Michele Solfrizzo, Annamaria Gerardino, Eugenio Martinelli,
Aflatoxins detection in almonds via fluorescence imaging and Deep Neural Network approach, Journal of Food Composition and Analysis

Gianni Antonelli, Arianna Mencattini, Micol Massimiani, Valentina Lacconi, Joanna Filippi, Margherita Losardo, Michele D’Orazio, Paola Casti, Mario Bragaglia, Giorgia Curci, Francesca Nanni, Luisa Campagnolo, Eugenio Martinelli,
Development of integrated optical biosensors based on low-cost stereolithography fabrication and multispectral signature for Lab-On-Chips applications, Sensors and Actuators B: Chemical

Silvia Buonvino, Ilaria Arciero, Eugenio Martinelli, Dror Seliktar, Sonia Melino
Modelling the disease: H2S-sensitivity and drug-resistance of triple negative breast cancer cells can be modulated by embedding in isotropic micro-environment, Materials Today Bio

2023

Arianna Mencattini, Paola Casti, Michele D’Orazio, Gianni Antonelli, Joanna Filippi, Eugenio Martinelli,
Uncertainty-based feature selection for improved adequacy of dermoscopic image classification, IEEE Transactions on Instrumentation and Measurement

P Casti, S Cardarelli, MC Comes, M D’Orazio, J Filippi, G Antonelli, A Mencattini, C Di Natale, E Martinelli,
S3-VAE: a novel Supervised-Source-Separation Variational Autoencoder algorithm to discriminate tumor cell lines in time-lapse microscopy images, Expert Systems with Applications

Andrea Detti, Ludovico Funari, Luca Petrucci, Michele D’Orazio, Arianna Mencattini, Eugenio Martinelli
CWL-PLAS: Task Workflows Assisted by Data Science Cloud Platforms, IEEE Access

Alessio Mostaccio, Gianni Antonelli, Mario Bragaglia, Eugenio Martinelli, Gaetano Marrocco
Comparative Evaluation of Laser Induced Graphene (LIG) Traces on Polyimide under Soft and Hard Stress for IoT Applications, IEEE Journal on Flexible Electronics

A Mencattini, M D’Orazio, P Casti, MC Comes, D Di Giuseppe, G Antonelli, J Filippi, F Corsi, L Ghibelli, I Veith, C Di Natale, MC Parrini, E Martinelli
Deep-Manager: a versatile tool for optimal feature selection in live-cell imaging analysis, Communications Biology

A Mencattini, V Rizzuto, G Antonelli, D Di Giuseppe, M D’Orazio, J Filippi, MC Comes, P Casti, JL Vives Corrons, M Garcia-Bravo, JC Segovia, Maria del Mar Mañú-Pereira, MJ Lopez-Martinez, J Samitier, E Martinelli
Machine learning microfluidic based platform: Integration of Lab-on-Chip devices and data analysis algorithms for red blood cell plasticity evaluation in Pyruvate Kinase Disease monitoring, Sensors and Actuators A: Physical

2022

Arianna Mencattini, Christine Lansche, Irina Veith, Philippe Erbs, Jean-Marc Balloul, Eric Quemeneur, Stéphanie Descroix, Fatima Mechta-Grigoriou, Gérard Zalcman, Cécile Zaupa, Maria Carla Parrini, Eugenio Martinelli
Direct imaging and automatic analysis in tumor-on-chip reveal cooperative antitumoral activity of immune cells and oncolytic vaccinia virus, Biosensors and Bioelectronics

J Filippi, D Di Giuseppe, P Casti, A Mencattini, G Antonelli, M D’Orazio, F Corsi, D Della-Morte Canosci, L Ghibelli, C Witte, C Di Natale, SL Neale, E Martinelli
Exploiting spectral information in Opto-Electronic Tweezers for cell classification and drug response evaluation, Sensors and Actuators B: Chemical

M D’Orazio, M Murdocca, A Mencattini, P Casti, J Filippi, G Antonelli, D Di Giuseppe, MC Comes, C Di Natale, F Sangiuolo, E Martinelli
Machine learning phenomics (MLP) combining deep learning with time-lapse-microscopy for monitoring colorectal adenocarcinoma cells gene expression and drug-response, Scientific Reports

Cecilia Occhiuzzi, Francesca Camera, Michele D’Orazio, Nicola D’Uva, Sara Amendola, Giulio Maria Bianco, Carolina Miozzi, Luigi Garavaglia, Eugenio Martinelli, Gaetano Marrocco
Automatic Monitoring of Fruit Ripening Rooms by UHF RFID Sensor Network and Machine Learning, IEEE Journal of Radio Frequency Identification

Alexandro Catini, Rosamaria Capuano, Giuseppe Tancredi, Giulio Dionisi, Davide Di Giuseppe, Joanna Filippi, Eugenio Martinelli, Corrado Di Natale
A Lab-on-a-Chip Based Automatic Platform for Continuous Nitrites Sensing in Aquaculture, Sensors

2021

D’Orazio, M; Reale, R; Ninno, De A; Brighetti, M A; Mencattini, A; Martinelli E; Businaro L; Bisegna, P; TravaglinI, A; Caselli, F 
Electro-Optical Classification of Pollen Grains via Microfluidics and Machine Learning, IEEE Transactions on Biomedical Engineering

Comes, M C; Fanizzi, A; Bove, S; Didonna, V; Diotaiuti, S; Forgia, La D; Latorre, A; Martinelli, E; Mencattini, A; Nardone, A; Paradiso, A V; Ressa, C M; Tamborra, P; Lorusso, V; Massafra, R
Early prediction of neoadjuvant chemotherapy response by exploiting a transfer learning approach on breast DCE-MRIs, Scientific Reports

Rizzuto, V; Mencattini, A; Álvarez-González, B; Giuseppe, Di D; Martinelli, E; Beneitez-Pastor, D; del Mañú-Pereira, Mar M; Lopez-Martinez, M J; Samitier, J
Combining microfluidics with machine learning algorithms for RBC classification in rare hereditary hemolytic anemia, Scientific Reports

Cascarano, P; Comes, M C; Mencattini, A; Parrini, M C; Piccolomini, E L; Martinelli, E
Recursive Deep Prior Video: A super resolution algorithm for time-lapse microscopy of organ-on-chip experiments, Medical Image Analysis

Mencattini, A; Spalloni, A; Casti, P; Comes, MC; Giuseppe, Di; Antonelli, G; D’orazio, M; Filippi, J; Corsi, F; H Isambert, ; Natale, Di C; Longone, P; Martinelli, E
NeuriTES. Monitoring neurite changes through transfer entropy and semantic segmentation in bright-field time-lapse microscopy. Patterns

Irina Veith, Arianna Mencattini, Valentin Picant, Marco Serra, Marine Leclerc, Maria Colomba Comes, Fathia Mami-Chouaib, Jacques Camonis, Stéphanie Descroix, Hamasseh Shirvani, Fatima Mechta-Grigoriou, Gérard Zalcman, Maria Carla Parrini, Eugenio Martinelli
Apoptosis mapping in space and time of 3D tumor ecosystems reveals transmissibility of cytotoxic cancer death, PLoS computational biology

Mattei, F; Andreone, S; Mencattini, A; De Ninno, A; Businaro, L; Martinelli, E; Schiavoni, G
Oncoimmunology Meets Organs-on-Chip, Frontiers in Molecular Biosciences

Paoli, R; Di Giuseppe, D; Badiola-Mateos, M; Martinelli, E; Lopez-Martinez, MJ; Samitier, J
Rapid Manufacturing of Multilayered Microfluidic Devices for Organ on a Chip Applications, Sensors

Badiola-Mateos, M; Di Giuseppe, D; Paoli, R; Lopez-Martinez, MJ; Mencattini, A; Samitier, J; Martinelli, E
A novel multi-frequency trans-endothelial electrical resistance (MTEER) sensor array to monitor blood-brain barrier integrity, Sensors and Actuators B: Chemical

2020

D’Orazio, M; Corsi, F; Mencattini, A; Di Giuseppe, D; Comes, MC; Casti, P; Filippi, J; Di Natale, C; Ghibelli, L; Martinelli, E
Deciphering cancer cell behavior from motility and shape features: Peer prediction and dynamic selection to support cancer diagnosis and therapy, Frontiers in oncology

Comes, MC; Filippi, J; Mencattini, A; Corsi, F; Casti, P; Ninno, De A; Giuseppe, Di D; D’Orazio, M; Ghibelli, L; Mattei, F; Schiavoni, G; Businaro, L; Di Natale, C; Martinelli, E
Accelerating the experimental responses on cell behaviors: a long-term prediction of cell trajectories using Social Generative Adversarial Network, Scientific Reports

Comes, MC; Filippi, J; Mencattini, A; Casti, P; Cerrato, G; Sauvat, A; Vacchelli, E; Ninno, De A; Giuseppe, Di D; D’Orazio, M; Mattei, F; Schiavoni, G; Businaro, L; Di Natale, C; Kroemer, G; Martinelli, E
Multi-scale generative adversarial network for improved evaluation of cell–cell interactions observed in organ-on-chip experiments, Neural Computing and Applications

Mencattini, A; Di Giuseppe, D; Comes, M C; Casti, P; Corsi, F; Bertani, F R; Ghibelli, L; Businaro, L; Di Natale, C; Parrini, M C; Martinelli, E
Discovering the hidden messages within cell trajectories using a deep learning approach for in vitro evaluation of cancer drug treatments, Scientific reports

Ongaro, A E; Di Giuseppe, D; Kermanizadeh, A; Crespo, A M; Mencattini, A; Ghibelli, L; Mancini, V; Wlodarczyk, K L; Hand, D P; E Martinelli, Stone V; Howarth, N; La Carrubba, V; Pensabene, V; Kersaudy-Kerhoas, M
Polylactic is a sustainable, low absorption, low autofluorescence alternative to other plastics for microfluidic and organ-on-chip applications, Analytical Chemistry

Comes, M C; Mencattini, A; Di Giuseppe, D; Filippi, J; D’Orazio, M; Casti, P; Corsi, F; Ghibelli, L; Di Natale, C; Martinelli, E
A Camera Sensors-Based System to Study Drug Effects on In Vitro Motility: The Case of PC-3 Prostate Cancer Cells, Sensors

Mencattini, A; De Ninno, A; Mancini, J; Businaro, L; Martinelli, E; Schiavoni, G; Mattei, F
High-throughput analysis of cell-cell crosstalk in ad hoc designed microfluidic chips for oncoimmunology applications, Methods in Enzymology