DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Modeling and Cost Benefit Analysis to Guide Deployment of POC Diagnostics for Non-typhoidal Salmonella Infections with Antimicrobial Resistance

Abstract

Invasive non-typhoidal Salmonella (NTS) is among the leading causes of blood stream infections in sub-Saharan Africa and other developing regions, especially among pediatric populations. Invasive NTS can be difficult to treat and have high case-fatality rates, in part due to emergence of strains resistant to broad-spectrum antibiotics. Furthermore, improper treatment contributes to increased antibiotic resistance and death. Point of care (POC) diagnostic tests that rapidly identify invasive NTS infection, and differentiate between resistant and non-resistant strains, may greatly improve patient outcomes and decrease resistance at the community level. Here we present for the first time a model for NTS dynamics in high risk populations that can analyze the potential advantages and disadvantages of four strategies involving POC diagnostic deployment, and the resulting impact on antimicrobial treatment for patients. Our analysis strongly supports the use of POC diagnostics coupled with targeted antibiotic use for patients upon arrival in the clinic for optimal patient and public health outcomes. We show that even the use of imperfect POC diagnostics can significantly reduce total costs and number of deaths, provided that the diagnostic gives results quickly enough that patients are likely to return or stay to receive targeted treatment.

Authors:
ORCiD logo [1];  [2];  [2];  [2]; ORCiD logo [1]; ORCiD logo [1];  [2]
  1. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
  2. Univ. of Portland, Portland, OR (United States)
Publication Date:
Research Org.:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Org.:
USDOE Laboratory Directed Research and Development (LDRD) Program
OSTI Identifier:
1558981
Report Number(s):
LA-UR-19-27175
Journal ID: ISSN 2045-2322
Grant/Contract Number:  
89233218CNA000001
Resource Type:
Accepted Manuscript
Journal Name:
Scientific Reports
Additional Journal Information:
Journal Volume: 9; Journal Issue: 1; Journal ID: ISSN 2045-2322
Publisher:
Nature Publishing Group
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES; Biological Science; Mathematics

Citation Formats

Manore, Carrie Anna, Graham, Todd, Carr, Alexa, Feryn, Alicia, Jakhar, Shailja, Mukundan, Harshini, and Highlander, Hannah Callender. Modeling and Cost Benefit Analysis to Guide Deployment of POC Diagnostics for Non-typhoidal Salmonella Infections with Antimicrobial Resistance. United States: N. p., 2019. Web. doi:10.1038/s41598-019-47359-2.
Manore, Carrie Anna, Graham, Todd, Carr, Alexa, Feryn, Alicia, Jakhar, Shailja, Mukundan, Harshini, & Highlander, Hannah Callender. Modeling and Cost Benefit Analysis to Guide Deployment of POC Diagnostics for Non-typhoidal Salmonella Infections with Antimicrobial Resistance. United States. https://doi.org/10.1038/s41598-019-47359-2
Manore, Carrie Anna, Graham, Todd, Carr, Alexa, Feryn, Alicia, Jakhar, Shailja, Mukundan, Harshini, and Highlander, Hannah Callender. Fri . "Modeling and Cost Benefit Analysis to Guide Deployment of POC Diagnostics for Non-typhoidal Salmonella Infections with Antimicrobial Resistance". United States. https://doi.org/10.1038/s41598-019-47359-2. https://www.osti.gov/servlets/purl/1558981.
@article{osti_1558981,
title = {Modeling and Cost Benefit Analysis to Guide Deployment of POC Diagnostics for Non-typhoidal Salmonella Infections with Antimicrobial Resistance},
author = {Manore, Carrie Anna and Graham, Todd and Carr, Alexa and Feryn, Alicia and Jakhar, Shailja and Mukundan, Harshini and Highlander, Hannah Callender},
abstractNote = {Invasive non-typhoidal Salmonella (NTS) is among the leading causes of blood stream infections in sub-Saharan Africa and other developing regions, especially among pediatric populations. Invasive NTS can be difficult to treat and have high case-fatality rates, in part due to emergence of strains resistant to broad-spectrum antibiotics. Furthermore, improper treatment contributes to increased antibiotic resistance and death. Point of care (POC) diagnostic tests that rapidly identify invasive NTS infection, and differentiate between resistant and non-resistant strains, may greatly improve patient outcomes and decrease resistance at the community level. Here we present for the first time a model for NTS dynamics in high risk populations that can analyze the potential advantages and disadvantages of four strategies involving POC diagnostic deployment, and the resulting impact on antimicrobial treatment for patients. Our analysis strongly supports the use of POC diagnostics coupled with targeted antibiotic use for patients upon arrival in the clinic for optimal patient and public health outcomes. We show that even the use of imperfect POC diagnostics can significantly reduce total costs and number of deaths, provided that the diagnostic gives results quickly enough that patients are likely to return or stay to receive targeted treatment.},
doi = {10.1038/s41598-019-47359-2},
journal = {Scientific Reports},
number = 1,
volume = 9,
place = {United States},
year = {Fri Aug 02 00:00:00 EDT 2019},
month = {Fri Aug 02 00:00:00 EDT 2019}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 3 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

The neglected role of antibody in protection against bacteremia caused by nontyphoidal strains of Salmonella in African children
journal, April 2008

  • MacLennan, Calman A.; Gondwe, Esther N.; Msefula, Chisomo L.
  • Journal of Clinical Investigation, Vol. 118, Issue 4
  • DOI: 10.1172/jci33998

Sequential Acquisition of T Cells and Antibodies to Nontyphoidal Salmonella in Malawian Children
journal, January 2014

  • Nyirenda, Tonney S.; Gilchrist, James J.; Feasey, Nicholas A.
  • The Journal of Infectious Diseases, Vol. 210, Issue 1
  • DOI: 10.1093/infdis/jiu045

A methodology for performing global uncertainty and sensitivity analysis in systems biology
journal, September 2008

  • Marino, Simeone; Hogue, Ian B.; Ray, Christian J.
  • Journal of Theoretical Biology, Vol. 254, Issue 1
  • DOI: 10.1016/j.jtbi.2008.04.011

Comparing dengue and chikungunya emergence and endemic transmission in A. aegypti and A. albopictus
journal, September 2014


Typhoid in Africa and vaccine deployment
journal, March 2017


Random balance designs for the estimation of first order global sensitivity indices
journal, June 2006

  • Tarantola, S.; Gatelli, D.; Mara, T. A.
  • Reliability Engineering & System Safety, Vol. 91, Issue 6
  • DOI: 10.1016/j.ress.2005.06.003

Epidemiology, Clinical Presentation, Laboratory Diagnosis, Antimicrobial Resistance, and Antimicrobial Management of Invasive Salmonella Infections
journal, July 2015

  • Crump, John A.; Sjölund-Karlsson, Maria; Gordon, Melita A.
  • Clinical Microbiology Reviews, Vol. 28, Issue 4
  • DOI: 10.1128/CMR.00002-15

Identifiability and estimation of multiple transmission pathways in cholera and waterborne disease
journal, May 2013

  • Eisenberg, Marisa C.; Robertson, Suzanne L.; Tien, Joseph H.
  • Journal of Theoretical Biology, Vol. 324
  • DOI: 10.1016/j.jtbi.2012.12.021

Emergence of Community-Acquired, Multidrug-Resistant Invasive Nontyphoidal Salmonella Disease in Rural Western Kenya, 2009–2013
journal, October 2015

  • Oneko, Martina; Kariuki, Simon; Muturi-Kioi, Vincent
  • Clinical Infectious Diseases, Vol. 61, Issue suppl 4
  • DOI: 10.1093/cid/civ674

Intracontinental spread of human invasive Salmonella Typhimurium pathovariants in sub-Saharan Africa
journal, September 2012

  • Okoro, Chinyere K.; Kingsley, Robert A.; Connor, Thomas R.
  • Nature Genetics, Vol. 44, Issue 11
  • DOI: 10.1038/ng.2423

Nontyphoidal Salmonellosis
journal, January 2001

  • Acheson, D.; Hohmann, E. L.
  • Clinical Infectious Diseases, Vol. 32, Issue 2
  • DOI: 10.1086/318457

Non-typhoidal Salmonella bacteraemia: Epidemiology, clinical characteristics and its' association with severe immunosuppression
journal, January 2009

  • Dhanoa, Amreeta; Fatt, Quek KIA
  • Annals of Clinical Microbiology and Antimicrobials, Vol. 8, Issue 1
  • DOI: 10.1186/1476-0711-8-15

The Global Burden of Nontyphoidal Salmonella Gastroenteritis
journal, March 2010

  • Majowicz, Shannon E.; Musto, Jennie; Scallan, Elaine
  • Clinical Infectious Diseases, Vol. 50, Issue 6
  • DOI: 10.1086/650733

Invasive non-typhoidal Salmonella in Mozambican children
journal, September 2009


Antimicrobial resistance and management of invasive Salmonella disease
journal, June 2015


A Systematic Review of the Incidence, Risk Factors and Case Fatality Rates of Invasive Nontyphoidal Salmonella (iNTS) Disease in Africa (1966 to 2014)
journal, January 2017

  • Uche, Ifeanyi Valentine; MacLennan, Calman A.; Saul, Allan
  • PLOS Neglected Tropical Diseases, Vol. 11, Issue 1
  • DOI: 10.1371/journal.pntd.0005118

Modelling the Contributions of Malaria, HIV, Malnutrition and Rainfall to the Decline in Paediatric Invasive Non-typhoidal Salmonella Disease in Malawi
journal, July 2015

  • Feasey, Nicholas A.; Everett, Dean; Faragher, E. Brian
  • PLOS Neglected Tropical Diseases, Vol. 9, Issue 7
  • DOI: 10.1371/journal.pntd.0003979

Epidemics of Invasive Salmonella enterica Serovar Enteritidis and S. enterica Serovar Typhimurium Infection Associated with Multidrug Resistance among Adults and Children in Malawi
journal, April 2008

  • Gordon, Melita A.; Graham, Stephen M.; Walsh, Amanda L.
  • Clinical Infectious Diseases, Vol. 46, Issue 7
  • DOI: 10.1086/529146

Prevalence of Salmonella Excretion in Stool: A Community Survey in 2 Sites, Guinea-Bissau and Senegal
journal, March 2016

  • Im, Justin; Nichols, Chelsea; Bjerregaard-Andersen, Morten
  • Clinical Infectious Diseases, Vol. 62, Issue suppl 1
  • DOI: 10.1093/cid/civ789

Prevalence and characterization of Salmonella among humans in Ghana
journal, February 2017

  • Andoh, Linda Aurelia; Ahmed, Shabana; Olsen, John Elmerdahl
  • Tropical Medicine and Health, Vol. 45, Issue 1
  • DOI: 10.1186/s41182-017-0043-z

Disseminated infections with antibiotic-resistant non-typhoidal Salmonella strains: contributions of host and pathogen factors
journal, October 2016

  • Lokken, Kristen L.; Walker, Gregory T.; Tsolis, Renée M.
  • Pathogens and Disease, Vol. 74, Issue 8
  • DOI: 10.1093/femspd/ftw103

Diagnostics for the developing world
journal, March 2004

  • Mabey, David; Peeling, Rosanna W.; Ustianowski, Andrew
  • Nature Reviews Microbiology, Vol. 2, Issue 3
  • DOI: 10.1038/nrmicro841

Invasive Non‐Typhi Salmonella Disease in Africa
journal, August 2009

  • Morpeth, Susan C.; Ramadhani, Habib O.; Crump, John A.
  • Clinical Infectious Diseases, Vol. 49, Issue 4
  • DOI: 10.1086/603553

Invasive Non‐Typhi Salmonella Disease in Africa
journal, August 2009

  • Morpeth, Susan C.; Ramadhani, Habib O.; Crump, John A.
  • Clinical Infectious Diseases, Vol. 49, Issue 4
  • DOI: 10.1086/603553

Clonal Differences between Non-Typhoidal Salmonella (NTS) Recovered from Children and Animals Living in Close Contact in The Gambia
journal, May 2011


Epidemics of Invasive Salmonella enterica Serovar Enteritidis and S. enterica Serovar Typhimurium Infection Associated with Multidrug Resistance among Adults and Children in Malawi
journal, April 2008

  • Gordon, Melita A.; Graham, Stephen M.; Walsh, Amanda L.
  • Clinical Infectious Diseases, Vol. 46, Issue 7
  • DOI: 10.1086/529146

Understanding the dynamics of Salmonella infections in dairy herds: a modelling approach
journal, March 2005


State Dependent Parameter metamodelling and sensitivity analysis
journal, December 2007

  • Ratto, Marco; Pagano, Andrea; Young, Peter
  • Computer Physics Communications, Vol. 177, Issue 11
  • DOI: 10.1016/j.cpc.2007.07.011

Hospitalizations and Deaths Due to Salmonella Infections, FoodNet, 1996–1999
journal, April 2004

  • Kennedy, Malinda; Villar, Rodrigo; Vugia, Duc J.
  • Clinical Infectious Diseases, Vol. 38, Issue s3
  • DOI: 10.1086/381580

Multiple Transmission Pathways and Disease Dynamics in a Waterborne Pathogen Model
journal, February 2010


The Global Burden of Nontyphoidal Salmonella Gastroenteritis
journal, March 2010

  • Majowicz, Shannon E.; Musto, Jennie; Scallan, Elaine
  • Clinical Infectious Diseases, Vol. 50, Issue 6
  • DOI: 10.1086/650733

Epidemiology, Pathogenesis, Genoserotyping, Antimicrobial Resistance, and Prevention and Control of Non-Typhoidal Salmonella Serovars
journal, January 2017

  • Arya, Gitanjali; Holtslander, Robert; Robertson, James
  • Current Clinical Microbiology Reports, Vol. 4, Issue 1
  • DOI: 10.1007/s40588-017-0057-7

Salmonella infections: An update on epidemiology, management, and prevention
journal, November 2011

  • Sánchez-Vargas, Flor M.; Abu-El-Haija, Maisam A.; Gómez-Duarte, Oscar G.
  • Travel Medicine and Infectious Disease, Vol. 9, Issue 6
  • DOI: 10.1016/j.tmaid.2011.11.001

Utilization of Healthcare in the Typhoid Fever Surveillance in Africa Program
journal, March 2016

  • Panzner, Ursula; Pak, Gi Deok; Aaby, Peter
  • Clinical Infectious Diseases, Vol. 62, Issue suppl 1
  • DOI: 10.1093/cid/civ891

Identifiability and estimation of multiple transmission pathways in cholera and waterborne disease
journal, May 2013

  • Eisenberg, Marisa C.; Robertson, Suzanne L.; Tien, Joseph H.
  • Journal of Theoretical Biology, Vol. 324
  • DOI: 10.1016/j.jtbi.2012.12.021

Origin of tuberculosis in the Paleolithic predicts unprecedented population growth and female resistance
journal, January 2020


Self-medication with Antibiotics: Empirical Evidence from a Nigerian Rural Population
journal, January 2016

  • Abdulraheem, I.; Adegboye, A.; Fatiregun, A.
  • British Journal of Pharmaceutical Research, Vol. 11, Issue 5
  • DOI: 10.9734/BJPR/2016/25268

A fast and highly sensitive blood culture PCR method for clinical detection of Salmonella enterica serovar Typhi
journal, January 2010

  • Zhou, Liqing; Pollard, Andrew J.
  • Annals of Clinical Microbiology and Antimicrobials, Vol. 9, Issue 1
  • DOI: 10.1186/1476-0711-9-14

Random balance designs for the estimation of first order global sensitivity indices
journal, June 2006

  • Tarantola, S.; Gatelli, D.; Mara, T. A.
  • Reliability Engineering & System Safety, Vol. 91, Issue 6
  • DOI: 10.1016/j.ress.2005.06.003

Invasive non-typhoidal Salmonella in Mozambican children
journal, September 2009


Lack of clonal relationship between non-typhi Salmonella strain types from humans and those isolated from animals living in close contact
journal, July 2002


Disseminated infections with antibiotic-resistant non-typhoidal Salmonella strains: contributions of host and pathogen factors
journal, October 2016

  • Lokken, Kristen L.; Walker, Gregory T.; Tsolis, Renée M.
  • Pathogens and Disease, Vol. 74, Issue 8
  • DOI: 10.1093/femspd/ftw103

Comparing dengue and chikungunya emergence and endemic transmission in A. aegypti and A. albopictus
journal, September 2014


Prevalence and characterization of Salmonella among humans in Ghana
journal, February 2017

  • Andoh, Linda Aurelia; Ahmed, Shabana; Olsen, John Elmerdahl
  • Tropical Medicine and Health, Vol. 45, Issue 1
  • DOI: 10.1186/s41182-017-0043-z

Sensitivity and specificity of typhoid fever rapid antibody tests for laboratory diagnosis at two sub-Saharan African sites
journal, September 2011

  • Keddy, Karen; Sooka, Arvinda; Letsoalo, Maupi
  • Bulletin of the World Health Organization, Vol. 89, Issue 9
  • DOI: 10.2471/blt.11.087627

A methodology for performing global uncertainty and sensitivity analysis in systems biology
journal, September 2008

  • Marino, Simeone; Hogue, Ian B.; Ray, Christian J.
  • Journal of Theoretical Biology, Vol. 254, Issue 1
  • DOI: 10.1016/j.jtbi.2008.04.011

Sequential Acquisition of T Cells and Antibodies to Nontyphoidal Salmonella in Malawian Children
journal, January 2014

  • Nyirenda, Tonney S.; Gilchrist, James J.; Feasey, Nicholas A.
  • The Journal of Infectious Diseases, Vol. 210, Issue 1
  • DOI: 10.1093/infdis/jiu045

Emergence of Community-Acquired, Multidrug-Resistant Invasive Nontyphoidal Salmonella Disease in Rural Western Kenya, 2009–2013
journal, October 2015

  • Oneko, Martina; Kariuki, Simon; Muturi-Kioi, Vincent
  • Clinical Infectious Diseases, Vol. 61, Issue suppl 4
  • DOI: 10.1093/cid/civ674

Invasive non-typhoidal salmonella disease: an emerging and neglected tropical disease in Africa
journal, June 2012


Global Sensitivity Analysis. The Primer
book, December 2007


Intracontinental spread of human invasive Salmonella Typhimurium pathovariants in sub-Saharan Africa
journal, September 2012

  • Okoro, Chinyere K.; Kingsley, Robert A.; Connor, Thomas R.
  • Nature Genetics, Vol. 44, Issue 11
  • DOI: 10.1038/ng.2423

Typhoid transmission: a historical perspective on mathematical model development
journal, September 2015

  • Bakach, Iurii; Just, Matthew R.; Gambhir, Manoj
  • Transactions of The Royal Society of Tropical Medicine and Hygiene, Vol. 109, Issue 11
  • DOI: 10.1093/trstmh/trv075

A mathematical model of the dynamics of Salmonella Cerro infection in a US dairy herd
journal, April 2007

  • Chapagain, P. P.; Van Kessel, J. S.; Karns, J. S.
  • Epidemiology and Infection, Vol. 136, Issue 2
  • DOI: 10.1017/S0950268807008400

Salmonella infections: An update on epidemiology, management, and prevention
journal, November 2011

  • Sánchez-Vargas, Flor M.; Abu-El-Haija, Maisam A.; Gómez-Duarte, Oscar G.
  • Travel Medicine and Infectious Disease, Vol. 9, Issue 6
  • DOI: 10.1016/j.tmaid.2011.11.001

Non-typhoidal Salmonella bacteraemia: Epidemiology, clinical characteristics and its' association with severe immunosuppression
journal, January 2009

  • Dhanoa, Amreeta; Fatt, Quek KIA
  • Annals of Clinical Microbiology and Antimicrobials, Vol. 8, Issue 1
  • DOI: 10.1186/1476-0711-8-15

Hospitalizations and Deaths Due to Salmonella Infections, FoodNet, 1996–1999
journal, April 2004

  • Kennedy, Malinda; Villar, Rodrigo; Vugia, Duc J.
  • Clinical Infectious Diseases, Vol. 38, Issue s3
  • DOI: 10.1086/381580

Bacteremia in Kenyan Children Presenting with Malaria
journal, November 2010

  • Were, T.; Davenport, G. C.; Hittner, J. B.
  • Journal of Clinical Microbiology, Vol. 49, Issue 2
  • DOI: 10.1128/jcm.01864-10

Multiple Transmission Pathways and Disease Dynamics in a Waterborne Pathogen Model
journal, February 2010


Diagnostics for invasive Salmonella infections: Current challenges and future directions
journal, June 2015


Clonal Differences between Non-Typhoidal Salmonella (NTS) Recovered from Children and Animals Living in Close Contact in The Gambia
journal, May 2011


Reproduction numbers and sub-threshold endemic equilibria for compartmental models of disease transmission
journal, November 2002


Incidence of invasive salmonella disease in sub-Saharan Africa: a multicentre population-based surveillance study
journal, March 2017


State Dependent Parameter metamodelling and sensitivity analysis
journal, December 2007

  • Ratto, Marco; Pagano, Andrea; Young, Peter
  • Computer Physics Communications, Vol. 177, Issue 11
  • DOI: 10.1016/j.cpc.2007.07.011

A Systematic Review of the Incidence, Risk Factors and Case Fatality Rates of Invasive Nontyphoidal Salmonella (iNTS) Disease in Africa (1966 to 2014)
journal, January 2017

  • Uche, Ifeanyi Valentine; MacLennan, Calman A.; Saul, Allan
  • PLOS Neglected Tropical Diseases, Vol. 11, Issue 1
  • DOI: 10.1371/journal.pntd.0005118

Utilization of Healthcare in the Typhoid Fever Surveillance in Africa Program
journal, March 2016

  • Panzner, Ursula; Pak, Gi Deok; Aaby, Peter
  • Clinical Infectious Diseases, Vol. 62, Issue suppl 1
  • DOI: 10.1093/cid/civ891

Reversible Antibiotic Tolerance Induced in Staphylococcus aureus by Concurrent Drug Exposure
journal, February 2015


A fast and highly sensitive blood culture PCR method for clinical detection of Salmonella enterica serovar Typhi
journal, January 2010

  • Zhou, Liqing; Pollard, Andrew J.
  • Annals of Clinical Microbiology and Antimicrobials, Vol. 9, Issue 1
  • DOI: 10.1186/1476-0711-9-14

Invasive nontyphoidal Salmonella disease: epidemiology, pathogenesis and diagnosis
journal, January 2011


Community-acquired bloodstream infections in Africa: a systematic review and meta-analysis
journal, June 2010


Epidemiology, Pathogenesis, Genoserotyping, Antimicrobial Resistance, and Prevention and Control of Non-Typhoidal Salmonella Serovars
journal, January 2017

  • Arya, Gitanjali; Holtslander, Robert; Robertson, James
  • Current Clinical Microbiology Reports, Vol. 4, Issue 1
  • DOI: 10.1007/s40588-017-0057-7

Prevalence of Salmonella Excretion in Stool: A Community Survey in 2 Sites, Guinea-Bissau and Senegal
journal, March 2016

  • Im, Justin; Nichols, Chelsea; Bjerregaard-Andersen, Morten
  • Clinical Infectious Diseases, Vol. 62, Issue suppl 1
  • DOI: 10.1093/cid/civ789

Non-typhoidal salmonella bacteraemia among HIV-infected Malawian adults: high mortality and frequent recrudescence
journal, January 2002


Nontyphoidal Salmonellosis
journal, January 2001

  • Acheson, D.; Hohmann, E. L.
  • Clinical Infectious Diseases, Vol. 32, Issue 2
  • DOI: 10.1086/318457

Incidence of invasive salmonella disease in sub-Saharan Africa: a multicentre population-based surveillance study.
text, January 2017

  • Marks, Florian; Von Kalckreuth, Vera; Aaby, Peter
  • Apollo - University of Cambridge Repository
  • DOI: 10.17863/cam.36926

Antimicrobial resistance and management of invasive Salmonella disease
journal, June 2015


Immunological bases of increased susceptibility to invasive nontyphoidal Salmonella infection in children with malaria and anaemia
journal, October 2018


Works referencing / citing this record:

Direct detection of bacteremia by exploiting host-pathogen interactions of lipoteichoic acid and lipopolysaccharide
journal, April 2019

  • Kubicek-Sutherland, Jessica Z.; Vu, Dung M.; Noormohamed, Aneesa
  • Scientific Reports, Vol. 9, Issue 1
  • DOI: 10.1038/s41598-019-42502-5