共 65 条
Development of a portable on-site applicable metagenomic data generation workflow for enhanced pathogen and antimicrobial resistance surveillance
被引:5
作者:

Bloemen, Bram
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium
Univ Ghent, Dept Informat Technol, IDLab, IMEC, B-9052 Ghent, Belgium Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium

Gand, Mathieu
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium

Vanneste, Kevin
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium

Marchal, Kathleen
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Ghent, Dept Informat Technol, IDLab, IMEC, B-9052 Ghent, Belgium
Univ Ghent, Dept Plant Biotechnol & Bioinformat, B-9052 Ghent, Belgium Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium

Roosens, Nancy H. C.
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium

De Keersmaecker, Sigrid C. J.
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium
机构:
[1] Sciensano, Transversal Act Appl Genom, Rue Juliette Wytsman 14, B-1050 Brussels, Belgium
[2] Univ Ghent, Dept Informat Technol, IDLab, IMEC, B-9052 Ghent, Belgium
[3] Univ Ghent, Dept Plant Biotechnol & Bioinformat, B-9052 Ghent, Belgium
关键词:
HALOTOLERANS GEN. NOV;
D O I:
10.1038/s41598-023-46771-z
中图分类号:
O [数理科学和化学];
P [天文学、地球科学];
Q [生物科学];
N [自然科学总论];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
Rapid, accurate and comprehensive diagnostics are essential for outbreak prevention and pathogen surveillance. Real-time, on-site metagenomics on miniaturized devices, such as Oxford Nanopore Technologies MinION sequencing, could provide a promising approach. However, current sample preparation protocols often require substantial equipment and dedicated laboratories, limiting their use. In this study, we developed a rapid on-site applicable DNA extraction and library preparation approach for nanopore sequencing, using portable devices. The optimized method consists of a portable mechanical lysis approach followed by magnetic bead-based DNA purification and automated sequencing library preparation, and resulted in a throughput comparable to a current optimal, laboratory-based protocol using enzymatic digestion to lyse cells. By using spike-in reference communities, we compared the on-site method with other workflows, and demonstrated reliable taxonomic profiling, despite method-specific biases. We also demonstrated the added value of long-read sequencing by recovering reads containing full-length antimicrobial resistance genes, and attributing them to a host species based on the additional genomic information they contain. Our method may provide a rapid, widely-applicable approach for microbial detection and surveillance in a variety of on-site settings.
引用
收藏
页数:14
相关论文
共 65 条
[1]
Towards Real-Time and Affordable Strain-Level Metagenomics-Based Foodborne Outbreak Investigations Using Oxford Nanopore Sequencing Technologies
[J].
Buytaers, Florence E.
;
Saltykova, Assia
;
Denayer, Sarah
;
Verhaegen, Bavo
;
Vanneste, Kevin
;
Roosens, Nancy H. C.
;
Pierard, Denis
;
Marchal, Kathleen
;
De Keersmaecker, Sigrid C. J.
.
FRONTIERS IN MICROBIOLOGY,
2021, 12

Buytaers, Florence E.
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Brussels, Belgium
Univ Ghent, Dept Plant Biotechnol & Bioinformat, Ghent, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

Saltykova, Assia
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Brussels, Belgium
Univ Ghent, Dept Plant Biotechnol & Bioinformat, Ghent, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

Denayer, Sarah
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Natl Reference Lab Shiga Toxin Producing Escheric, Foodbome Pathogens, Brussels, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

Verhaegen, Bavo
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Natl Reference Lab Shiga Toxin Producing Escheric, Foodbome Pathogens, Brussels, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

Vanneste, Kevin
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Brussels, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

Roosens, Nancy H. C.
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Brussels, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

Pierard, Denis
论文数: 0 引用数: 0
h-index: 0
机构:
Vrije Univ Brussel VUB, Univ Ziekenhuis Brussel UZ Brussel, Dept Microbiol & Infect Control, Natl Reference Ctr Shiga Toxin Producing Escheric, Brussels, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

Marchal, Kathleen
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Ghent, Dept Plant Biotechnol & Bioinformat, Ghent, Belgium
Univ Ghent, Dept Informat Technol, IDlab, IMEC, Ghent, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium

De Keersmaecker, Sigrid C. J.
论文数: 0 引用数: 0
h-index: 0
机构:
Sciensano, Transversal Act Appl Genom, Brussels, Belgium Sciensano, Transversal Act Appl Genom, Brussels, Belgium
[2]
Taxonomy of anaerobic digestion microbiome reveals biases associated with the applied high throughput sequencing strategies
[J].
Campanaro, Stefano
;
Treu, Laura
;
Kougias, Panagiotis G.
;
Zhu, Xinyu
;
Angelidaki, Irini
.
SCIENTIFIC REPORTS,
2018, 8

Campanaro, Stefano
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Padua, Dept Biol, Via U Bassi 58-B, I-35121 Padua, Italy Univ Padua, Dept Biol, Via U Bassi 58-B, I-35121 Padua, Italy

Treu, Laura
论文数: 0 引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Environm Engn, DK-2800 Lyngby, Denmark Univ Padua, Dept Biol, Via U Bassi 58-B, I-35121 Padua, Italy

Kougias, Panagiotis G.
论文数: 0 引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Environm Engn, DK-2800 Lyngby, Denmark Univ Padua, Dept Biol, Via U Bassi 58-B, I-35121 Padua, Italy

Zhu, Xinyu
论文数: 0 引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Environm Engn, DK-2800 Lyngby, Denmark Univ Padua, Dept Biol, Via U Bassi 58-B, I-35121 Padua, Italy

Angelidaki, Irini
论文数: 0 引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Environm Engn, DK-2800 Lyngby, Denmark Univ Padua, Dept Biol, Via U Bassi 58-B, I-35121 Padua, Italy
[3]
A framework for in situ molecular characterization of coral holobionts using nanopore sequencing
[J].
Carradec, Quentin
;
Poulain, Julie
;
Boissin, Emilie
;
Hume, Benjamin C. C.
;
Voolstra, Christian R.
;
Ziegler, Maren
;
Engelen, Stefan
;
Cruaud, Corinne
;
Planes, Serge
;
Wincker, Patrick
.
SCIENTIFIC REPORTS,
2020, 10 (01)

Carradec, Quentin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France
R2022 Tara Oceans GO SEE, Res Federat Study Global Ocean Syst Ecol & Evolut, 3 Rue Michel Ange, F-75016 Paris, France Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Poulain, Julie
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France
R2022 Tara Oceans GO SEE, Res Federat Study Global Ocean Syst Ecol & Evolut, 3 Rue Michel Ange, F-75016 Paris, France Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Boissin, Emilie
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Perpignan, PSL Res Univ EPHE UPVD CNRS, USR CRIOBE 3278, Perpignan, France
Lab Excellence CORAIL, 52 Ave Paul Alduy, F-66860 Perpignan, France Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Hume, Benjamin C. C.
论文数: 0 引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol KAUST, Div Biol & Environm Sci & Engn BESE, Red Sea Res Ctr, Thuwal, Saudi Arabia Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Voolstra, Christian R.
论文数: 0 引用数: 0
h-index: 0
机构:
King Abdullah Univ Sci & Technol KAUST, Div Biol & Environm Sci & Engn BESE, Red Sea Res Ctr, Thuwal, Saudi Arabia
Univ Konstanz, Dept Biol, D-78457 Constance, Germany Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Ziegler, Maren
论文数: 0 引用数: 0
h-index: 0
机构:
Justus Liebig Univ, Dept Anim Ecol & Systemat, Giessen, Germany Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Engelen, Stefan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris Saclay, Inst Biol Francois Jacob, Commissariat Energie Atom CEA, Genoscope, Evry, France Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Cruaud, Corinne
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris Saclay, Inst Biol Francois Jacob, Commissariat Energie Atom CEA, Genoscope, Evry, France Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Planes, Serge
论文数: 0 引用数: 0
h-index: 0
机构:
R2022 Tara Oceans GO SEE, Res Federat Study Global Ocean Syst Ecol & Evolut, 3 Rue Michel Ange, F-75016 Paris, France
Univ Perpignan, PSL Res Univ EPHE UPVD CNRS, USR CRIOBE 3278, Perpignan, France
Lab Excellence CORAIL, 52 Ave Paul Alduy, F-66860 Perpignan, France Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France

Wincker, Patrick
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France
R2022 Tara Oceans GO SEE, Res Federat Study Global Ocean Syst Ecol & Evolut, 3 Rue Michel Ange, F-75016 Paris, France Univ Paris Saclay, Univ Evry, Inst Francois Jacob, Genom Metab,Genoscope,CEA,CNRS, F-91057 Evry, France
[4]
Takeaways from Mobile DNA Barcoding with BentoLab and MinION
[J].
Chang, Jia Jin Marc
;
Ip, Yin Cheong Aden
;
Ng, Chin Soon Lionel
;
Huang, Danwei
.
GENES,
2020, 11 (10)
:1-18

Chang, Jia Jin Marc
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Univ Singapore, Dept Biol Sci, 16 Sci Dr 4, Singapore 117558, Singapore Natl Univ Singapore, Dept Biol Sci, 16 Sci Dr 4, Singapore 117558, Singapore

Ip, Yin Cheong Aden
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Univ Singapore, Dept Biol Sci, 16 Sci Dr 4, Singapore 117558, Singapore Natl Univ Singapore, Dept Biol Sci, 16 Sci Dr 4, Singapore 117558, Singapore

论文数: 引用数:
h-index:
机构:

Huang, Danwei
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Univ Singapore, Dept Biol Sci, 16 Sci Dr 4, Singapore 117558, Singapore
Natl Univ Singapore, Trop Marine Sci Inst, 18 Kent Ridge Rd, Singapore 119227, Singapore Natl Univ Singapore, Dept Biol Sci, 16 Sci Dr 4, Singapore 117558, Singapore
[5]
Rapid and precise alignment of raw reads against redundant databases with KMA
[J].
Clausen, Philip T. L. C.
;
Aarestrup, Frank M.
;
Lund, Ole
.
BMC BIOINFORMATICS,
2018, 19

Clausen, Philip T. L. C.
论文数: 0 引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Bioinformat, DK-2800 Lyngby, Denmark
Tech Univ Denmark, Natl Food Inst, Res Grp Genom Epidemiol, DK-2800 Lyngby, Denmark Tech Univ Denmark, Dept Bioinformat, DK-2800 Lyngby, Denmark

Aarestrup, Frank M.
论文数: 0 引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Natl Food Inst, Res Grp Genom Epidemiol, DK-2800 Lyngby, Denmark Tech Univ Denmark, Dept Bioinformat, DK-2800 Lyngby, Denmark

Lund, Ole
论文数: 0 引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Bioinformat, DK-2800 Lyngby, Denmark Tech Univ Denmark, Dept Bioinformat, DK-2800 Lyngby, Denmark
[6]
Good microbes, bad genes? The dissemination of antimicrobial resistance in the human microbiome
[J].
Crits-Christoph, Alexander
;
Hallowell, Haley Anne
;
Koutouvalis, Kalia
;
Suez, Jotham
.
GUT MICROBES,
2022, 14 (01)

Crits-Christoph, Alexander
论文数: 0 引用数: 0
h-index: 0
机构:
Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA

Hallowell, Haley Anne
论文数: 0 引用数: 0
h-index: 0
机构:
Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA

Koutouvalis, Kalia
论文数: 0 引用数: 0
h-index: 0
机构:
Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA

Suez, Jotham
论文数: 0 引用数: 0
h-index: 0
机构:
Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA Johns Hopkins Bloomberg Sch Publ Hlth, W Harry Feinstone Dept Mol Microbiol & Immunol, Baltimore, MD 21205 USA
[7]
NanoPack: visualizing and processing long-read sequencing data
[J].
De Coster, Wouter
;
D'Hert, Svenn
;
Schultz, Darrin T.
;
Cruts, Marc
;
Van Broeckhoven, Christine
.
BIOINFORMATICS,
2018, 34 (15)
:2666-2669

De Coster, Wouter
论文数: 0 引用数: 0
h-index: 0
机构:
VIB, Ctr Mol Neurol, Neurodegenerat Brain Dis Grp, B-2610 Antwerp, Belgium VIB, Ctr Mol Neurol, Neurodegenerat Brain Dis Grp, B-2610 Antwerp, Belgium

论文数: 引用数:
h-index:
机构:

Schultz, Darrin T.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Santa Cruz, Dept Biomol Engn & Bioinformat, Santa Cruz, CA 95064 USA VIB, Ctr Mol Neurol, Neurodegenerat Brain Dis Grp, B-2610 Antwerp, Belgium

Cruts, Marc
论文数: 0 引用数: 0
h-index: 0
机构:
VIB, Ctr Mol Neurol, Neurodegenerat Brain Dis Grp, B-2610 Antwerp, Belgium VIB, Ctr Mol Neurol, Neurodegenerat Brain Dis Grp, B-2610 Antwerp, Belgium

Van Broeckhoven, Christine
论文数: 0 引用数: 0
h-index: 0
机构:
VIB, Ctr Mol Neurol, Neurodegenerat Brain Dis Grp, B-2610 Antwerp, Belgium VIB, Ctr Mol Neurol, Neurodegenerat Brain Dis Grp, B-2610 Antwerp, Belgium
[8]
Offline Next Generation Metagenomics Sequence Analysis Using MinION Detection Software (MINDS)
[J].
Deshpande, Samir, V
;
Reed, Timothy M.
;
Sullivan, Raymond E.
;
Kerkhof, Lee J.
;
Beigel, Keith M.
;
Wade, Mary M.
.
GENES,
2019, 10 (08)

Deshpande, Samir, V
论文数: 0 引用数: 0
h-index: 0
机构:
Sci & Technol Corp, 111 Bata Blvd,Suite C, Belcamp, MD 21017 USA Sci & Technol Corp, 111 Bata Blvd,Suite C, Belcamp, MD 21017 USA

Reed, Timothy M.
论文数: 0 引用数: 0
h-index: 0
机构:
US Army, 20th CBRNE, Aberdeen Proving Ground, MD 21010 USA Sci & Technol Corp, 111 Bata Blvd,Suite C, Belcamp, MD 21017 USA

Sullivan, Raymond E.
论文数: 0 引用数: 0
h-index: 0
机构:
US Army, CCDC Chem Biol Ctr, Aberdeen Proving Ground, MD 21010 USA Sci & Technol Corp, 111 Bata Blvd,Suite C, Belcamp, MD 21017 USA

Kerkhof, Lee J.
论文数: 0 引用数: 0
h-index: 0
机构:
Rutgers State Univ, Dept Marine & Coastal Sci, 71 Dudley Rd, New Brunswick, NJ 08901 USA Sci & Technol Corp, 111 Bata Blvd,Suite C, Belcamp, MD 21017 USA

Beigel, Keith M.
论文数: 0 引用数: 0
h-index: 0
机构:
US Army, 20th CBRNE, Aberdeen Proving Ground, MD 21010 USA Sci & Technol Corp, 111 Bata Blvd,Suite C, Belcamp, MD 21017 USA

Wade, Mary M.
论文数: 0 引用数: 0
h-index: 0
机构:
US Army, CCDC Chem Biol Ctr, Aberdeen Proving Ground, MD 21010 USA Sci & Technol Corp, 111 Bata Blvd,Suite C, Belcamp, MD 21017 USA
[9]
Multiplexed Point-of-Care Testing - xPOCT
[J].
Dincer, Can
;
Bruch, Richard
;
Kling, Andre
;
Dittrich, Petra S.
;
Urban, Gerald A.
.
TRENDS IN BIOTECHNOLOGY,
2017, 35 (08)
:728-742

Dincer, Can
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany
Univ Freiburg, Freiburg Mat Res Ctr FMF, Stefan Meier Str 21, D-79104 Freiburg, Germany Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany

Bruch, Richard
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany

Kling, Andre
论文数: 0 引用数: 0
h-index: 0
机构:
Swiss Fed Inst Technol, Dept Biosyst Sci & Engn, Bioanalyt Grp, Mattenstr 26, CH-4058 Basel, Switzerland Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany

Dittrich, Petra S.
论文数: 0 引用数: 0
h-index: 0
机构:
Swiss Fed Inst Technol, Dept Biosyst Sci & Engn, Bioanalyt Grp, Mattenstr 26, CH-4058 Basel, Switzerland Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany

Urban, Gerald A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany
Univ Freiburg, Freiburg Mat Res Ctr FMF, Stefan Meier Str 21, D-79104 Freiburg, Germany Univ Freiburg, Dept Microsyst Engn IMTEK, Lab Sensors, Georges Koehler Allee 103, D-79110 Freiburg, Germany
[10]
Comparison between 16S rRNA and shotgun sequencing data for the taxonomic characterization of the gut microbiota
[J].
Durazzi, Francesco
;
Sala, Claudia
;
Castellani, Gastone
;
Manfreda, Gerardo
;
Remondini, Daniel
;
De Cesare, Alessandra
.
SCIENTIFIC REPORTS,
2021, 11 (01)

Durazzi, Francesco
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Bologna, Dept Phys & Astron, I-40127 Bologna, Italy Univ Bologna, Dept Phys & Astron, I-40127 Bologna, Italy

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Manfreda, Gerardo
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Bologna, Dept Agr & Food Sci, I-40064 Ozzano Dellemilia, Italy Univ Bologna, Dept Phys & Astron, I-40127 Bologna, Italy

Remondini, Daniel
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Bologna, Dept Phys & Astron, I-40127 Bologna, Italy Univ Bologna, Dept Phys & Astron, I-40127 Bologna, Italy

论文数: 引用数:
h-index:
机构: