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Ebola Virus Disease (EVD) 2014 
Nicholas P. Jewell 
Departments of Statistics & 
School of Public Health (Biostatistics) 
University of California, Berkeley 
October 16, 2014
Economist August 2 2014 
2 
© Nicholas P. Jewell, 2014
WHO October 10, 2014 
3 
Source: WHO Ebola Response Roadmap Update, Oct 10 , 2014
WHO, October 10, 2014 
4
WHO October 10, 2014 
5
The trends aren’t good 
6 
WHO Ebola Response Team, Sept 26, 2016, NEJM
And that’s just what we know 
“Since the beginning of the outbreak more than six months ago, 
the Sierra Leone Health Ministry reported only 10 confirmed 
Ebola deaths here in Freetown, the capital of more than one 
million people…. But the bodies pouring in to the graveyard tell 
a different story. In the last eight days alone, 110 Ebola victims 
have been buried at King Tom Cemetery, according to the 
supervisor, Abdul Rahman Parker, suggesting an outbreak that 
is much more deadly than either the government or international 
health officials have announced.” 
- “Fresh Graves Point to Undercount of Ebola Toll”, New York Times, Sept 22, 2014 
© Nicholas P. Jewell, 2014 
7
What Do We Know? 
Transmission 
© Nicholas P. Jewell, 2014 
8 
Country Basic 
Reproductive 
Number 
Reproductive 
Number, 
September 
Guinea 1.71 
(1.44, 2.01) 
1.81 
(1.60, 2.03) 
Liberia 1.83 
(1.72, 1.94) 
1.51 
(1.41, 1.60) 
Sierra Leone 2.02 
(1.79, 2.26) 
1.38 
(1.27, 1.51) 
WHO Ebola Response Team, Sept 26, 2016, NEJM
What Do We Know 
Case Fatality Rate 
• Early estimates (around 50 percent) 
suggested virus was less lethal. But these 
were based on known deaths and total 
cases 
• New estimates using only cases that have 
proceeded to recovery or death show 
70.8% (95% CI, 69% to 73%) fatalities 
© Nicholas P. Jewell, 2014 
9
What’s coming? Model Projections 
10 
NEJM Sept 23, 2014 (WHO) © Nicholas P. Jewell, 2014
…. or worse 
MMWR Sept 23, 2014 (CDC) 11 
© Nicholas P. Jewell, 2014
What if We Intervene More Successfully? 
MMWR Sept 23, 2014 (CDC) 
12 
© Nicholas P. Jewell, 2014
Mobile Clinic, Sierra Leone 
© Nicholas P. Jewell, 2014 
13
Interventions 
• There is no therapy or vaccine as yet 
(other than palliative care). This is a 
public health response: 
– Treatment centers (treat and isolate patients) 
– Curfews 
– Quarantines 
• All attempt to limit transmission. 
• Are they helping? 
© Nicholas P. Jewell, 2014 
14
What works? 
• How do you evaluate interventions in a 
crisis? 
– How do we benchmark? 
– What before/after data is available? 
– What natural experiments? 
• Some ideas are just bad 
– Limiting air travel may impede response to the 
epidemic 
© Nicholas P. Jewell, 2014 
15
What Do We Need to Know? 
• Under-reporting 
– How bad is it? 
– Is level of reporting changing over time? 
• This would affect projections 
• Are there individual variations in 
infectiousness? 
– Is their enough chain data to assess this (i.e, 
variations in serial interval, secondary 
infections across individuals) 
• Genetic info? Mutations? 
© Nicholas P. Jewell, 2014 
16
References 
• WHO Ebola Response Team, “Ebola Virus Disease in West Africa 
—The first 9 Months of the epidemic,” NEJM, 2014, September 23, 
DOI: 10.1056/NEJMoa1411100 
• Metlzer, M. et al., “Estimating the future number of cases in the 
Ebola epidemic—Liberia and Sierra Leone, 2014-15,” MMWR, 
63(03), September 26, 2014,1-14 
17 
© Nicholas P. Jewell, 2014

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Ebola Virus Disease Outbreak Analysis

  • 1. Ebola Virus Disease (EVD) 2014 Nicholas P. Jewell Departments of Statistics & School of Public Health (Biostatistics) University of California, Berkeley October 16, 2014
  • 2. Economist August 2 2014 2 © Nicholas P. Jewell, 2014
  • 3. WHO October 10, 2014 3 Source: WHO Ebola Response Roadmap Update, Oct 10 , 2014
  • 6. The trends aren’t good 6 WHO Ebola Response Team, Sept 26, 2016, NEJM
  • 7. And that’s just what we know “Since the beginning of the outbreak more than six months ago, the Sierra Leone Health Ministry reported only 10 confirmed Ebola deaths here in Freetown, the capital of more than one million people…. But the bodies pouring in to the graveyard tell a different story. In the last eight days alone, 110 Ebola victims have been buried at King Tom Cemetery, according to the supervisor, Abdul Rahman Parker, suggesting an outbreak that is much more deadly than either the government or international health officials have announced.” - “Fresh Graves Point to Undercount of Ebola Toll”, New York Times, Sept 22, 2014 © Nicholas P. Jewell, 2014 7
  • 8. What Do We Know? Transmission © Nicholas P. Jewell, 2014 8 Country Basic Reproductive Number Reproductive Number, September Guinea 1.71 (1.44, 2.01) 1.81 (1.60, 2.03) Liberia 1.83 (1.72, 1.94) 1.51 (1.41, 1.60) Sierra Leone 2.02 (1.79, 2.26) 1.38 (1.27, 1.51) WHO Ebola Response Team, Sept 26, 2016, NEJM
  • 9. What Do We Know Case Fatality Rate • Early estimates (around 50 percent) suggested virus was less lethal. But these were based on known deaths and total cases • New estimates using only cases that have proceeded to recovery or death show 70.8% (95% CI, 69% to 73%) fatalities © Nicholas P. Jewell, 2014 9
  • 10. What’s coming? Model Projections 10 NEJM Sept 23, 2014 (WHO) © Nicholas P. Jewell, 2014
  • 11. …. or worse MMWR Sept 23, 2014 (CDC) 11 © Nicholas P. Jewell, 2014
  • 12. What if We Intervene More Successfully? MMWR Sept 23, 2014 (CDC) 12 © Nicholas P. Jewell, 2014
  • 13. Mobile Clinic, Sierra Leone © Nicholas P. Jewell, 2014 13
  • 14. Interventions • There is no therapy or vaccine as yet (other than palliative care). This is a public health response: – Treatment centers (treat and isolate patients) – Curfews – Quarantines • All attempt to limit transmission. • Are they helping? © Nicholas P. Jewell, 2014 14
  • 15. What works? • How do you evaluate interventions in a crisis? – How do we benchmark? – What before/after data is available? – What natural experiments? • Some ideas are just bad – Limiting air travel may impede response to the epidemic © Nicholas P. Jewell, 2014 15
  • 16. What Do We Need to Know? • Under-reporting – How bad is it? – Is level of reporting changing over time? • This would affect projections • Are there individual variations in infectiousness? – Is their enough chain data to assess this (i.e, variations in serial interval, secondary infections across individuals) • Genetic info? Mutations? © Nicholas P. Jewell, 2014 16
  • 17. References • WHO Ebola Response Team, “Ebola Virus Disease in West Africa —The first 9 Months of the epidemic,” NEJM, 2014, September 23, DOI: 10.1056/NEJMoa1411100 • Metlzer, M. et al., “Estimating the future number of cases in the Ebola epidemic—Liberia and Sierra Leone, 2014-15,” MMWR, 63(03), September 26, 2014,1-14 17 © Nicholas P. Jewell, 2014