المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/journal_contribution/The_original_data_sharing_request_/19125246

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.s008

المؤلفون: Vladimir Naumov (8582277), Evgeny Putin (2575033), Stefan Pushkov (11133892), Ekaterina Kozlova (9529157), Konstantin Romantsov (11133895), Alexander Kalashnikov (11133898), Fedor Galkin (11133901), Nina Tihonova (11133904), Anastasia Shneyderman (11133907), Egor Galkin (11133910), Arsenii Zinkevich (11133913), Stephanie M. Cope (11133916), Ramanathan Sethuraman (11133919), Tudor I. Oprea (153954), Alexander T. Pearson (4781601), Savas Tay (11133922), Nishant Agrawal (79775), Alexey Dubovenko (11133925), Quentin Vanhaelen (5044136), Ivan Ozerov (11133928), Alex Aliper (5044139), Evgeny Izumchenko (2808274), Alex Zhavoronkov (347712)

مصطلحات موضوعية: Microbiology, Genetics, Molecular Biology, Biotechnology, Infectious Diseases, Virology, Biological Sciences not elsewhere classified, COVID -19 patients, disease severity, bioinformatic tools, multi-modal cloud-based platform, COVID -19, SARS-CoV -2, December 2019, health data, SARS-CoV -2 strains, patient stratification, risk factors, antibiotic resistance, COVIDomic platform, pathogens community analysis, COVID -19 severity Coronavirus dise., multi-modal metatranscriptomic data., COVID -19 pandemic, coronavirus strain, SARS-CoV -2 genomes

Relation: https://figshare.com/articles/journal_contribution/Technical_description_of_the_platform_capabilities_and_their_implementation_/14983297

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009183.s002

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Goodness_of_fit_for_all_models_all_trial_arms_all_patient_groups_/19125225

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.s004

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Model_fit_to_all_patients_with_three_or_more_measurements_/19125213

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.s002

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Model_fit_to_all_patients_grouped_by_trajectory_type_and_additional_loss_functions_/19125219

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.s003

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/dataset/Fully_anonymized_subset_of_the_data_containing_the_tumor_volume_measurements_for_the_target_lesion_and_the_respective_study_and_treatment_arm_/19125237

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.s006

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Goodness_of_fit_for_unseen_data_points_for_each_model_/19125231

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.s005

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/dataset/Distribution_of_the_parameters_for_different_types_of_trajectories_in_all_the_5_datasets_calculated_by_the_examined_6_mathematical_models_/19125243

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.s007

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Data_description_/19125249

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.g001

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Head-to-head_comparison_of_all_models_/19125255

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.g003

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Experimental_design_and_model_fit_/19125252

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.g002

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/figure/Fit_of_the_exponential_model_and_the_General_Bertalanffy_model_to_unseen_data_/19125258

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.g004

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/dataset/Data_description_/19125261

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.t001

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/dataset/Detailed_summary_of_included_studies_/19125264

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.t002

المؤلفون: Narmin Ghaffari Laleh (12047520), Chiara Maria Lavinia Loeffler (12047523), Julia Grajek (12047526), Kateřina Staňková (9745618), Alexander T. Pearson (4781601), Hannah Sophie Muti (12047529), Christian Trautwein (64353), Heiko Enderling (541870), Jan Poleszczuk (417601), Jakob Nikolas Kather (3809836)

مصطلحات موضوعية: Biotechnology, Ecology, Immunology, Cancer, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, broad practical implications, simplest textbook models, models could potentially, differential equation models, classical textbook models, classical mathematical models, predicting treatment outcome, tumor volume measurements, gompertz models yield, first benchmark set, general gompertz model, six classical models, several models provide, gompertz model providing, final treatment response, early treatment data, human tumor growth, immunotherapy , patients undergoing chemotherapy, tumor growth, nuanced models, art models, treatment scheduling

Relation: https://figshare.com/articles/dataset/Model_description_and_interpretation_of_the_parameters_/19125267

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009822.t003

المؤلفون: Vladimir Naumov (8582277), Evgeny Putin (2575033), Stefan Pushkov (11133892), Ekaterina Kozlova (9529157), Konstantin Romantsov (11133895), Alexander Kalashnikov (11133898), Fedor Galkin (11133901), Nina Tihonova (11133904), Anastasia Shneyderman (11133907), Egor Galkin (11133910), Arsenii Zinkevich (11133913), Stephanie M. Cope (11133916), Ramanathan Sethuraman (11133919), Tudor I. Oprea (153954), Alexander T. Pearson (4781601), Savas Tay (11133922), Nishant Agrawal (79775), Alexey Dubovenko (11133925), Quentin Vanhaelen (5044136), Ivan Ozerov (11133928), Alex Aliper (5044139), Evgeny Izumchenko (2808274), Alex Zhavoronkov (347712)

مصطلحات موضوعية: Microbiology, Genetics, Molecular Biology, Biotechnology, Infectious Diseases, Virology, Biological Sciences not elsewhere classified, COVID -19 patients, disease severity, bioinformatic tools, multi-modal cloud-based platform, COVID -19, SARS-CoV -2, December 2019, health data, SARS-CoV -2 strains, patient stratification, risk factors, antibiotic resistance, COVIDomic platform, pathogens community analysis, COVID -19 severity Coronavirus dise., multi-modal metatranscriptomic data., COVID -19 pandemic, coronavirus strain, SARS-CoV -2 genomes

Relation: https://figshare.com/articles/figure/Overview_of_the_COVIDomic_platform_/14983300

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009183.g001

المؤلفون: Vladimir Naumov (8582277), Evgeny Putin (2575033), Stefan Pushkov (11133892), Ekaterina Kozlova (9529157), Konstantin Romantsov (11133895), Alexander Kalashnikov (11133898), Fedor Galkin (11133901), Nina Tihonova (11133904), Anastasia Shneyderman (11133907), Egor Galkin (11133910), Arsenii Zinkevich (11133913), Stephanie M. Cope (11133916), Ramanathan Sethuraman (11133919), Tudor I. Oprea (153954), Alexander T. Pearson (4781601), Savas Tay (11133922), Nishant Agrawal (79775), Alexey Dubovenko (11133925), Quentin Vanhaelen (5044136), Ivan Ozerov (11133928), Alex Aliper (5044139), Evgeny Izumchenko (2808274), Alex Zhavoronkov (347712)

مصطلحات موضوعية: Microbiology, Genetics, Molecular Biology, Biotechnology, Infectious Diseases, Virology, Biological Sciences not elsewhere classified, COVID -19 patients, disease severity, bioinformatic tools, multi-modal cloud-based platform, COVID -19, SARS-CoV -2, December 2019, health data, SARS-CoV -2 strains, patient stratification, risk factors, antibiotic resistance, COVIDomic platform, pathogens community analysis, COVID -19 severity Coronavirus dise., multi-modal metatranscriptomic data., COVID -19 pandemic, coronavirus strain, SARS-CoV -2 genomes

Relation: https://figshare.com/articles/figure/Schematic_representation_of_the_workflow_of_the_platform_with_its_four_components_/14983294

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009183.s001

المؤلفون: Vladimir Naumov (8582277), Evgeny Putin (2575033), Stefan Pushkov (11133892), Ekaterina Kozlova (9529157), Konstantin Romantsov (11133895), Alexander Kalashnikov (11133898), Fedor Galkin (11133901), Nina Tihonova (11133904), Anastasia Shneyderman (11133907), Egor Galkin (11133910), Arsenii Zinkevich (11133913), Stephanie M. Cope (11133916), Ramanathan Sethuraman (11133919), Tudor I. Oprea (153954), Alexander T. Pearson (4781601), Savas Tay (11133922), Nishant Agrawal (79775), Alexey Dubovenko (11133925), Quentin Vanhaelen (5044136), Ivan Ozerov (11133928), Alex Aliper (5044139), Evgeny Izumchenko (2808274), Alex Zhavoronkov (347712)

مصطلحات موضوعية: Microbiology, Genetics, Molecular Biology, Biotechnology, Infectious Diseases, Virology, Biological Sciences not elsewhere classified, COVID -19 patients, disease severity, bioinformatic tools, multi-modal cloud-based platform, COVID -19, SARS-CoV -2, December 2019, health data, SARS-CoV -2 strains, patient stratification, risk factors, antibiotic resistance, COVIDomic platform, pathogens community analysis, COVID -19 severity Coronavirus dise., multi-modal metatranscriptomic data., COVID -19 pandemic, coronavirus strain, SARS-CoV -2 genomes

Relation: https://figshare.com/articles/figure/Metatranscriptome_analysis_for_COVID-19_patients_/14983303

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009183.g002

المؤلفون: Vladimir Naumov (8582277), Evgeny Putin (2575033), Stefan Pushkov (11133892), Ekaterina Kozlova (9529157), Konstantin Romantsov (11133895), Alexander Kalashnikov (11133898), Fedor Galkin (11133901), Nina Tihonova (11133904), Anastasia Shneyderman (11133907), Egor Galkin (11133910), Arsenii Zinkevich (11133913), Stephanie M. Cope (11133916), Ramanathan Sethuraman (11133919), Tudor I. Oprea (153954), Alexander T. Pearson (4781601), Savas Tay (11133922), Nishant Agrawal (79775), Alexey Dubovenko (11133925), Quentin Vanhaelen (5044136), Ivan Ozerov (11133928), Alex Aliper (5044139), Evgeny Izumchenko (2808274), Alex Zhavoronkov (347712)

مصطلحات موضوعية: Microbiology, Genetics, Molecular Biology, Biotechnology, Infectious Diseases, Virology, Biological Sciences not elsewhere classified, COVID -19 patients, disease severity, bioinformatic tools, multi-modal cloud-based platform, COVID -19, SARS-CoV -2, December 2019, health data, SARS-CoV -2 strains, patient stratification, risk factors, antibiotic resistance, COVIDomic platform, pathogens community analysis, COVID -19 severity Coronavirus dise., multi-modal metatranscriptomic data., COVID -19 pandemic, coronavirus strain, SARS-CoV -2 genomes

Relation: https://figshare.com/articles/figure/Overview_of_selected_functionalities_offered_by_the_platform_and_their_associated_displays_/14983306

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009183.g003

المؤلفون: Vladimir Naumov (8582277), Evgeny Putin (2575033), Stefan Pushkov (11133892), Ekaterina Kozlova (9529157), Konstantin Romantsov (11133895), Alexander Kalashnikov (11133898), Fedor Galkin (11133901), Nina Tihonova (11133904), Anastasia Shneyderman (11133907), Egor Galkin (11133910), Arsenii Zinkevich (11133913), Stephanie M. Cope (11133916), Ramanathan Sethuraman (11133919), Tudor I. Oprea (153954), Alexander T. Pearson (4781601), Savas Tay (11133922), Nishant Agrawal (79775), Alexey Dubovenko (11133925), Quentin Vanhaelen (5044136), Ivan Ozerov (11133928), Alex Aliper (5044139), Evgeny Izumchenko (2808274), Alex Zhavoronkov (347712)

مصطلحات موضوعية: Microbiology, Genetics, Molecular Biology, Biotechnology, Infectious Diseases, Virology, Biological Sciences not elsewhere classified, COVID -19 patients, disease severity, bioinformatic tools, multi-modal cloud-based platform, COVID -19, SARS-CoV -2, December 2019, health data, SARS-CoV -2 strains, patient stratification, risk factors, antibiotic resistance, COVIDomic platform, pathogens community analysis, COVID -19 severity Coronavirus dise., multi-modal metatranscriptomic data., COVID -19 pandemic, coronavirus strain, SARS-CoV -2 genomes

Relation: https://figshare.com/articles/figure/LR_coefficients_obtained_from_the_biochemistry_data_/14983315

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009183.g005