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The SaniPath Approach to Fecal Exposure Assessment and Application to Typhoid Transmission Christine L. Moe Center for Global Safe Water, Sanitation and Hygiene Rollins School of Public Health Emory University Atlanta, Georgia
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The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Aug 20, 2019

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Page 1: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

The SaniPath Approach to Fecal Exposure Assessment and Application to Typhoid Transmission

Christine L. MoeCenter for Global Safe Water, Sanitation and HygieneRollins School of Public HealthEmory UniversityAtlanta, Georgia

Page 2: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Overview

• Urban sanitation is not just about household toilets but also needs to consider where the ‘fecal sludge’ ends up. Children in low-income neighborhoods may be surrounded by shit

• SaniPath approach for assessing exposure to fecal contamination in the urban environment

• SaniPath adaptation for S. Typhi and S. Paratyphi A – valuable for advocacy and to guide intervention investments

Page 3: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

WC to

sewer

On-site

facility

(latrines,

septic

tanks)

Open

defecation

Left to

overflow

or

abandoned

Safely

emptied

Unsafely

emptied

Leakage

Effectively

treated

Illegally

dumped

Not

effectively

treated

9%69%

9% 9%

2%

1%98% of fecal sludge stays

untreated in environment

TreatmentReuse/

disposalTransportEmptyingContainment

2% of fecal

sludge is safely

managed

Residential

environmentDrainage

system

Receiving

waters

1%

Peal et. Al. Journal of Water Sanitation and Hygiene for Development. 2014

Shit Flows Analyses show that Fecal Sludge is NOT Contained – Reservoirs in Urban Environment

Page 4: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

WC to

sewer

On-site

facility

Open

defecation

Left to

overflow

or

abandoned

Safely

emptied

Unsafely

emptied

Leakage

Effectively

treated

Illegally

dumped

Not

effectively

treated

9%69

%9% 9%

2%

1%

98%

TreatmentReuse/

disposalTransportEmptyingContainment

2%

Residential

environmentDrainage

system

Receiving

waters

1%

Peal et. Al. Journal of Water Sanitation and Hygiene for Development. 2014

Shit Flows Analyses show that Fecal Sludge is NOT Contained – Reservoirs in Urban Environment

What are the public health risks from this fecal sludge in

the environment?

What information does local government need in order to

address this?

Page 5: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Floodwater

SoilWastewater-irrigated produce

Open drains

Public latrines

Drinking water

Surface water

Pathways of Exposure to Fecal Contamination - Urban

Bathing water

Page 6: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Multiple exposure pathways with different risksWhich pathways pose the greatest risk?

Open drains

Sediment Water

Surface WatersBathing LaundrySwimming

Public latrines

SurfacesFood

Ready-to-eat food contaminated by food handlerWastewater-irrigated produce

HouseholdSurfacesSoil

Stored drinking water

Flood zones

Soil Water

Municipal WaterDrinking Bathing

Confused designed by Jessica Look for The Noun Project

Soil

Page 7: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

The SaniPath Exposure Assessment is designed to assess public health risks related to poor sanitation and to help prioritize interventions and investments based on the exposures that have the greatest public health impact.

Page 8: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Fecal Contamination + Behavior

What is the risk of exposure to fecal contamination in the urban environment?

Page 9: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

SaniPath Data Collection Methods

• Behavioral Exposure Data • reported frequency of behavior

of adults and children that leads to exposure to fecal contamination

• Environmental Microbiology Data • Collect environmental samples

from relevant exposure pathways

• Analyze for E. coli as a marker for fecal contamination

Page 10: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Overview of SaniPath Tool Architecture

Mobile Data Collection

Data/Form Repository Analysis and Dashboard

“The Cloud”

Page 11: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

SaniPath Approach for Estimating Exposure to Fecal Contamination

Behavior Frequency Environmental Contamination

Tool uses Bayesian analysis to estimate the distribution of environmental contamination and frequency of exposure.

The mean dose and proportion of the population exposed are summarized from simulated distributions and displayed in risk profiles

Other parameters: intake volumes,

duration of exposure, etc.

Frequency of produce ingestion in Shiabu (Children)

Produce (Children)Percent Exposed = 55%

Log10 Dose 5.4

Produce samples from Shiabu

Page 12: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

SaniPath Risk ProfilesNeighborhood in Accra, Ghana

Drinking Water (Adult)Percent Exposed = 89%

Log10 Dose 3.1

Risk profiles show % of population exposed per month (in red) and the average dose of fecal contamination ingested per month (darker red = higher dose).

Neighborhood in Vellore, India Drinking Water (Adult)Percent Exposed = 97%

Log10 Dose 5.0

Page 13: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

SaniPath tool deployments: 2012-2016Primary data collection completed for 17 different neighborhoods

• Accra, Ghana – 4 neighborhoods

• Vellore, India – 2 neighborhoods

• Maputo, Mozambique – 2 neighborhoods

• Accra, Ghana – 5 neighborhoods

• Siem Reap, Cambodia – 5 neighborhoods

• Atlanta, US – 1 neighborhood, in progress

• Dhaka, Bangladesh – 10 neighborhoods, in progress

• Dakar, Senegal – in progress

Page 14: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Information needs for advocacy and investment decisions

• What is the frequency and magnitude of exposure to fecal contamination in the urban environment?

• Which exposure pathways pose the greatest risk?• How do fecal exposure pathways vary in a single

neighborhood?

• How do fecal exposure pathways vary across multiple neighborhoods in the same city?

• How do fecal exposure pathways vary across multiple neighborhoods in different cities?

Page 15: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

How do fecal exposure pathways vary in a single neighborhood? Chorkor neighborhood, Accra, Ghana, 2016

Drain

Percent Exposed = 72 %

Log10 Dose= 7.07

Produce

Percent Exposed = 92 %

Log10 Dose= 7

Piped Water

Percent Exposed = 67 %

Log10 Dose= 5.17

Public Latrine Surface

Percent Exposed = 89 %

Log10 Dose= 1.88

Percent Exposed = 72 %

Log10 Dose= 6.32

Percent Exposed = 97 %

Log10 Dose= 6.77

Percent Exposed = 78 %

Log10 Dose= 5.16

Percent Exposed = 83 %

Log10 Dose= 1.87

Open Drains ProduceMunicipal Tap Water

Public Latrines

Page 16: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

5.500

5.525

5.550

5.575

5.600

−0.250 −0.225 −0.200 −0.175

lon

lat

neighbor

Adabraka

Chorkor

Kokomlemle

Ringway

Shiabu

Two adjacent coastal neighborhoods (Shiabu and Chorkor)

Higher income neighborhood (Ringway)

SaniPath Deployment 5 NeighborhoodsAccra, Ghana, 2016

Page 17: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Adabraka

Percent Exposed = 58 %

Log10 Dose= 5

Chorkor

Percent Exposed = 71 %

Log10 Dose= 6.4

Kokomlemle

Percent Exposed = 50 %

Log10 Dose= 5.51

Ringway

Percent Exposed = 52 %

Log10 Dose= 4.64

Shiabu

Percent Exposed = 70 %

Log10 Dose= 7.56

Adabraka

Percent Exposed = 60 %

Log10 Dose= 2.02

Chorkor

Percent Exposed = 74 %

Log10 Dose= 4.71

Kokomlemle

Percent Exposed = 54 %

Log10 Dose= 2.32

Ringway

Percent Exposed = 53 %

Log10 Dose= 2.18

Shiabu

Percent Exposed = 72 %

Log10 Dose= 3.83

Adabraka

Percent Exposed = 94 %

Log10 Dose= 7.14

Chorkor

Percent Exposed = 94 %

Log10 Dose= 6.05

Kokomlemle

Percent Exposed = 93 %

Log10 Dose= 6.89

Ringway

Percent Exposed = 96 %

Log10 Dose= 6.18

Shiabu

Percent Exposed = 92 %

Log10 Dose= 6.69

Adabraka

Percent Exposed = 68 %

Log10 Dose= 2.67

Chorkor

Percent Exposed = 87 %

Log10 Dose= 1.92

Kokomlemle

Percent Exposed = 68 %

Log10 Dose= 2.62

Ringway

Percent Exposed = 59 %

Log10 Dose= 1.76

Shiabu

Percent Exposed = 84 %

Log10 Dose= 4.58

Drains

Drinking Water

Produce

Public Latrines

San

iPat

hD

eplo

ymen

t in

5 N

eigh

bo

rho

od

s A

ccra

, Gh

an

a, 2

01

6

Page 18: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

SaniPath Risk Profiles:3 pathways, 3 cities

Shiabu, Accra

Percent Exposed = 70 %

Log10 Dose= 7.56

Old Town, Vellore

Percent Exposed = 76 %

Log10 Dose= 4.1

Control, Maputo

Percent Exposed = 56 %

Log10 Dose= 6.34

Shiabu, Accra

Percent Exposed = 92 %

Log10 Dose= 6.69

Old Town, Vellore

Percent Exposed = 65 %

Log10 Dose= 6.59

Control, Maputo

Percent Exposed = 100 %

Log10 Dose= 14

Shiabu, Accra

Percent Exposed = 72 %

Log10 Dose= 3.83

Old Town, Vellore

Percent Exposed = 88 %

Log10 Dose= 4.25

Control, Maputo

Percent Exposed = 100 %

Log10 Dose= 4.12

Drains

Drinking Water

Produce

Produce is always highly contaminated, but proportion of the exposed population varies by city due to cultural differences in diet

Moderate fecal contamination of drinking water, but high proportion of population exposed

Greatest variability between 3 cities in magnitude of fecal contamination and exposure was in drain pathway.

Page 19: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

SaniPath Value: From Evidence to Action

• Risk profiles show how exposure to fecal contamination varies across pathways in a single neighborhood

• Risk profiles show how exposure to fecal contamination varies across neighborhoods in a single city and across pathways for different cities

• Municipal authorities can use information on geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk

Page 20: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

How can SaniPath be used to assess risks of environmental

transmission of typhoid?

Page 21: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Phase I: Formative ResearchResearch Questions

• What vehicles/pathways that transmit S. Typhi or S. Paratyphi A in outbreaks? In endemic areas?

• What do we know about S. Typhi and S. Paratyphi A in the environment?• Can we detect S. Typhi and S. Paratyphi A in various

environmental samples with good sensitivity and specificity using culture? Using PCR-based methods?

• What is the decay/persistence of S. Typhi and S. Paratyphi A in various compartments of the environment?

• What is the persistence of S. Typhi and S. Paratyphi A in foods?

• What do we know about exposure behavior of the age groups with peak typhoid incidence? <5 year olds? School age children? Adolescents?

Page 22: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Phase I: Formative ResearchResearch Questions

• Can we detect human-specific fecal contamination in various environmental samples using phage-based microbial source tracking (MST)?

E. coli

MST

S. Typhi, S. Paratyphi A

Human fecal contamination

Human and animal fecal contamination

Multiple investigators are collaborating on improved culture-based and molecular methods to detect S. Typhi and S. Paratyphi A in environmental samples and are sharing methods and protocols.

Page 23: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Phase II: SaniPath-Typhoid exposure assessment in 2 cities• High incidence city and low incidence city in India

• Conduct structured observations, focus group discussions, GPS tracking of peak typhoid age groups to get more detailed behavior information

eg. Street food consumption, surface water contact

• Collect relevant environmental samples and test for E. coli, phage markers for human feces, and S. Typhi and S. paratyphi A

• Bayesian modeling to develop city-level risk profiles for typhoid and paratyphoid and identify key transmission pathways

Dhaka, March 2017

Page 24: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Phase III: Develop environmental surveillance strategy for S. Typhi and S. Paratyphi AResearch questions

• Is there typhoid in the city?

• Where in the city is typhoid found?

• How much typhoid is in the city? Can we estimate typhoid prevalence from environmental surveillance data –eg. Sewage surveillance?

Use spatial analyses to show detection of S. Typhi, S. Paratyphi A, human-specific

phage, and E. coli in open drains

Page 25: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

AcknowledgementsBill & Melinda Gates Foundation - Radu Ban, Erica Coppel, Alyse Schrecongost, Duncan Steele, Megan Carey

Center for Global Safe Water, Sanitation and Hygiene at Emory UniversityClair Null, Peter Teunis, Monique Hennink, Kelly Baker, Amy Kirby, Habib Yakubu, Kate Robb, Heather Reese, Katherine Roguski, Suraja Raj, Megan Light, Steven Russell, Deema Elchoufi, Yuke Wang, David Berendes, Eddy Perez, Pengbo Liu, Stephanie Gretsch, Dorothy Peprah, Matthew Freeman, Julie Clennon, James Michiel, Jamie Green, Ashutosh Wadhwa,Renuka, Kyndall White

Water Research Institute- Joseph Ampofo

Noguchi Memorial Institute for Medical Research – George Armah

TREND- Nii Wellington

Research Triangle Institute -Matthew Scruggs, Megan Tulloch, Amir Mokhtari, Stephen Beaulieu

Improve International - Susan Davis

Christian Medical College, Vellore – Gagandeep Kang, Sushil John, Venkata Raghavan, ArunKarthikeyan, Sheela Roy

MapSan Study – Joe Brown, Olimpio Zavale, WeConsult, and Laboratorio Nacional de Higiene, Agua e Alimentos

EpiTech Consultants – Nishant Kishore, Aaron White

International Expert Committee; Local Expert Committee; SaniPath Advisory Committee

Page 26: The SaniPath Approach to Fecal Exposure Assessment and ... · geographic differences and pathway differences to target intervention investments to areas/pathways of greatest risk.

Thank YouFor more information visit

SaniPath.org

Christine L. [email protected]

@SaniPath