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PANGAEA.
Data Publisher for Earth & Environmental Science

Ferguson, Andrew; Layton, Alice; Mailloux, Brian; Culligan, Patricia; Williams, Daniel; Smartt, Abby; Sayler, Gary; Feighery, John; McKay, Larry; Knappett, Peter; Alexandrova, Ekaterina; Arbit, Talia; Emch, Michael; Escamilla, Veronica; Ahmed, Kazi Matin; Alam, Md Jahangir; Streatfield, P Kim; Yunus, Mohammad; van Geen, Alexander (2012): Comparison of fecal indicators with pathogenic bacteria and rotavirus in rural Bangladesh groundwater [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.774444, Supplement to: Ferguson, A et al. (2012): Comparison of fecal indicators with pathogenic bacteria and rotavirus in rural Bangladesh groundwater. Science of the Total Environment, 431, 314-322, https://doi.org/10.1016/j.scitotenv.2012.05.060

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Abstract:
Groundwater is routinely analyzed for fecal indicators but direct comparisons of fecal indicators to the presence of bacterial and viral pathogens are rare. This study was conducted in rural Bangladesh where the human population density is high, sanitation is poor, and groundwater pumped from shallow tubewells is often contaminated with fecal bacteria. Five indicator microorganisms (E. coli, total coliform, F+RNA coliphage, Bacteroides and human-associated Bacteroides (HuBacteroides)) and various environmental parameters were compared to the direct detection of waterborne pathogens by quantitative PCR in groundwater pumped from 50 tubewells. Rotavirus was detected in groundwater filtrate from the largest proportion of tubewells (40%), followed by Shigella (10%), Vibrio (10%), and pathogenic E. coli (8%). Spearman rank correlations and sensitivity-specificity calculations indicate that some, but not all, combinations of indicators and environmental parameters can predict the presence of pathogens. Culture-dependent fecal indicator bacteria measured on a single date did not predict bacterial pathogens, but annually averaged monthly measurements of culturable E. coli did improve prediction for total bacterial pathogens. F+RNA coliphage were neither correlated nor sufficiently sensitive towards rotavirus, but were predictive of bacterial pathogens. A qPCR-based E. coli assay was the best indicator for the bacterial pathogens, rotavirus and all pathogens combined. Since groundwater cannot be excluded as a significant source of diarrheal disease in Bangladesh and neighboring countries with similar characteristics, the need to develop more effective methods for screening tubewells with respect to microbial contamination is necessary.
Coverage:
Median Latitude: 23.369780 * Median Longitude: 90.646520 * South-bound Latitude: 23.364000 * West-bound Longitude: 90.644000 * North-bound Latitude: 23.373000 * East-bound Longitude: 90.651000
Minimum DEPTH, sediment/rock: 7.62 m * Maximum DEPTH, sediment/rock: 36.58 m
Event(s):
Tubewell * Latitude: 23.370000 * Longitude: 90.650000 * Location: Bangladesh * Method/Device: Tubewell (TWELL)
Comment:
Precision of latitude/longitude is reduced to protect household privacy.
Parameter(s):
#NameShort NameUnitPrincipal InvestigatorMethod/DeviceComment
IdentificationIDFerguson, Andrewof tubewell
LATITUDELatitudeGeocode
LONGITUDELongitudeGeocode
PlatformPlatformFerguson, Andrew
FeatureFeatureFerguson, AndrewMonth priming
DEPTH, sediment/rockDepth sedmGeocode
FeatureFeatureFerguson, AndrewPop. within 25m
FeatureFeatureFerguson, AndrewPop. within 50m
Temperature, waterTemp°CFerguson, Andrew
10 pHpHFerguson, Andrew
11 ConductivityCondmS/cmFerguson, Andrew
12 Oxidation reduction (RedOx) potentialEhmVFerguson, Andrew
13 SalinitySalFerguson, Andrew
14 ArsenicAsµg/lFerguson, Andrew
15 Nitrogen in ammoniumN-[NH4]+mg/lFerguson, Andrew
16 Nitrogen in nitriteN-[NO2]-mg/lFerguson, Andrew
17 Nitrogen in nitrateN-[NO3]-mg/lFerguson, Andrew
18 Phosphate[PO4]3-mg/lFerguson, Andrew
19 Sulfate[SO4]2-mg/lFerguson, Andrew
20 ChlorideCl-mg/lFerguson, Andrew
21 BromideBr-mg/lFerguson, Andrew
22 Chlorine/Bromine ratioCl/BrFerguson, Andrew
23 Escherichia coli, gene copies, logE. coli log#/100 mlFerguson, Andrew
24 Bacteroides, gene copies, logBact log#/100 mlFerguson, Andrew
25 Bacteroides, human associated, gene copies, loghu-Bact log#/100 mlFerguson, Andrew
26 Coliform bacteria, total, log, most probable numberColi logMPN/100 mlFerguson, Andrew
27 Escherichia coli, log, most probable numberE. coli logMPN/100 mlFerguson, Andrew
28 Coliphage F-RNA, plaque-forming unit, logColi F-RNA logPFU/100 mlFerguson, Andrew
29 Frequency Escherichia coli >1, most probable numberECMPN>1MPN/100 mlFerguson, Andrewannual
30 Frequency Escherichia coli >1, most probable numberECMPN>1MPN/100 mlFerguson, AndrewMay-Aug
31 Frequency Escherichia coli >1, most probable numberECMPN>1MPN/100 mlFerguson, AndrewJan-Apr
32 Invasion plasmid antigen H, gene copies, logipaH log#/100 mlFerguson, Andrew
33 Heat labile enterotoxin, gene copies, logeltA log#/100 mlFerguson, Andrew
34 Escherichia coli attaching and effacing, gene copies, logeae log#/100 mlFerguson, Andrew
35 Shiga toxin 1, gene copies, logstx1 log#/100 mlFerguson, Andrew
36 Outer membrane protein W, gene copies, logompW log#/100 mlFerguson, Andrew
37 Rotavirus nucleocapsid protein, gene copies, logVP6 log#/100 mlFerguson, Andrew
Size:
1582 data points

Data

Download dataset as tab-delimited text — use the following character encoding:


ID
(of tubewell)

Latitude

Longitude

Platform

Feature
(Month priming)

Depth sed [m]

Feature
(Pop. within 25m)

Feature
(Pop. within 50m)

Temp [°C]
10 
pH
11 
Cond [mS/cm]
12 
Eh [mV]
13 
Sal
14 
As [µg/l]
15 
N-[NH4]+ [mg/l]
16 
N-[NO2]- [mg/l]
17 
N-[NO3]- [mg/l]
18 
[PO4]3- [mg/l]
19 
[SO4]2- [mg/l]
20 
Cl- [mg/l]
21 
Br- [mg/l]
22 
Cl/Br
23 
E. coli log [#/100 ml]
24 
Bact log [#/100 ml]
25 
hu-Bact log [#/100 ml]
26 
Coli log [MPN/100 ml]
27 
E. coli log [MPN/100 ml]
28 
Coli F-RNA log [PFU/100 ml]
29 
ECMPN>1 [MPN/100 ml]
(annual)
30 
ECMPN>1 [MPN/100 ml]
(May-Aug)
31 
ECMPN>1 [MPN/100 ml]
(Jan-Apr)
32 
ipaH log [#/100 ml]
33 
eltA log [#/100 ml]
34 
eae log [#/100 ml]
35 
stx1 log [#/100 ml]
36 
ompW log [#/100 ml]
37 
VP6 log [#/100 ml]
2168223.36590.64900.136.583126.7301.3240.10.6501.500.4606.050.0245.14480209.333.043.982.60-0.60-0.60-0.760.550.250.750.600.600.600.600.600.85
2173923.36890.6490022.86111126.2906.730.5054.90.2401.000.3600.280.928.1331058.861.702.950.600.49-0.60-1.600.230.130.000.600.600.600.600.600.85
2174023.36890.64900.0613.7282826.6306.210.5782.10.2701.000.3400.350.504.4400.602.660.600.62-0.60-1.600.180.250.250.600.600.600.600.600.85
2174323.36690.6510018.296626.7106.260.72121.40.3503.000.3300.422.906.9400.602.500.60-0.60-0.60-0.880.140.250.000.600.600.600.600.600.85
2174423.36490.65010.1916.76132827.1906.651.4088.30.7003.002.022.120.601.85-0.30-1.600.640.750.500.600.600.600.600.992.53
2174523.36490.6510036.58242826.0906.901.52157.40.7601.005.1302.280.3099.56640347.052.320.600.842.611.230.630.500.500.750.970.600.600.600.600.85
2174623.36490.65110.0616.76192825.8401.39136.70.6902.502.8304.25027.34480126.131.950.600.600.62-0.60-1.600.360.250.250.600.600.600.600.600.85
2174823.36590.64910.0613.7281926.0300.6125.70.3105.000.3400.410.307.7131054.981.600.600.600.18-0.60-1.600.270.130.000.600.600.600.600.600.85
2174923.36690.64910.1932.006626.2701.5670.90.7707.000.0000.000.00271.861350448.442.143.820.600.41-0.60-1.600.410.500.000.600.600.600.600.600.85
2175023.36690.6480027.43122826.5600.7487.30.6001.000.3503.030.3011.6933077.800.604.120.600.31-0.60-1.600.270.250.000.600.600.600.600.600.85
2175223.36790.64810.1915.24155126.5400.64-41.20.3102.001.3800.310.7021.96360134.482.794.753.592.690.72-1.600.410.750.000.600.600.600.600.603.12
2175323.36790.6481015.24124227.3306.240.43-68.50.2001.502.3800.630.407.8101.700.600.600.00-0.60-1.600.230.380.000.600.600.600.600.600.85
2175423.36990.6450010.67365426.2306.440.55137.30.2603.001.7600.410.3025.70320177.390.603.800.602.080.721.410.410.380.500.600.600.600.600.600.85
2175523.36990.646107.622802.403.070.600.61-0.600.410.130.750.600.600.600.600.600.85
2175723.37190.64500.1913.72178526.9106.882.47149.41.1901.000.310.30586.853120416.983.194.603.921.520.881.300.500.500.252.680.600.600.600.604.53
2175823.37190.64500.0615.24156726.7106.381.47122.70.74010.002.7000.430.00107.35770308.274.877.456.823.172.032.160.450.380.250.600.600.600.600.600.85
2175923.37190.6451015.24157026.3306.281.32142.50.6508.000.0000.270.3094.62800263.852.533.751.470.67-0.30-0.930.230.250.000.600.600.600.600.604.11
2176023.37190.64510.069.1464626.7506.801.44145.70.7207.0018.4100.660.03136.39730412.404.246.726.023.483.481.010.550.630.330.600.600.600.600.600.85
2176223.37290.6461015.24445826.6606.640.90167.30.4400.000.69012.020.428100.8302.143.080.601.040.001.190.230.500.000.600.600.600.600.600.85
2176423.37190.64600.0615.24134826.3206.243.93189.32.0604.000.0000.000.40933.854720438.812.303.303.041.730.491.960.270.380.000.600.600.601.520.603.67
2176523.37190.6460015.24245026.4706.323.20119.11.66010.000.0000.000.00740.103870424.781.592.580.602.070.411.080.230.380.000.600.600.600.600.600.85
2176623.37190.6461015.2483826.0306.472.15-207.71.1002.005.2400.280.40314.231720405.471.852.840.601.40-0.601.490.410.130.500.600.600.600.601.303.28
2176723.37090.6470015.24223526.1106.170.70121.00.3402.005.6600.410.4013.5131095.401.650.600.600.18-0.60-1.600.500.630.250.600.600.600.600.600.85
2176823.36990.64700.0719.81132126.5406.690.83126.40.4001.002.7900.610.3116.18340107.000.662.660.60-0.30-0.60-1.600.230.130.250.600.600.600.600.603.13
2176923.36990.64800.1321.3451226.9706.180.8191.70.4002.000.3400.270.507.5301.260.600.601.04-0.30-0.760.230.380.000.600.600.600.600.602.85
2177023.36890.64700.0718.2926.2306.380.50130.60.2401.000.8300.510.006.5202.092.570.600.41-0.60-1.600.230.130.500.600.600.600.600.603.24
2177123.36890.6470022.8626.8606.870.56122.40.2701.001.620.602.121.260.31-1.600.500.380.750.600.600.600.600.601.81
2177423.37190.64700.0614.33519126.5706.311.04176.10.5100.800.340.5886.40354.252.642.220.601.22-0.600.940.500.380.672.300.600.600.600.604.87
2177523.37190.64710.0616.15439726.4906.391.00139.90.4900.402.572.230.401.53-0.300.860.270.130.251.960.600.600.600.605.14
2177623.37090.6491010.06222826.1506.101.11199.60.5700.602.813.751.550.90-0.601.790.360.380.251.870.600.600.601.744.42
2177723.37090.64800.069.14164026.5106.490.34134.80.1601.002.764.450.602.210.561.640.450.500.250.600.601.600.600.604.46
2177823.37090.648009.14146426.2006.460.34140.30.1601.002.512.310.602.390.670.230.410.630.000.600.602.770.600.923.97
2177923.37190.64500.0616.76309825.9406.171.82149.10.9107.500.340.3367.48441.280.603.970.602.040.552.120.500.630.330.600.600.600.600.602.48
2178023.36890.64810.0718.29303026.6206.390.84-121.10.4101.503.3601.560.3046.48242.602.193.640.60-0.60-0.60-1.600.450.500.500.600.600.600.601.020.85
2178123.37090.6470016.76243526.8506.210.9432.80.4602.003.094.070.601.980.760.360.550.500.500.600.600.600.600.600.85
2178223.37190.64600.1313.72284225.8306.452.86143.61.4702.000.0000.370.31604.67413.995.185.702.142.952.851.590.590.630.500.600.600.600.600.600.85
2178423.37290.64510.0616.76396026.1706.232.2215.41.1304.002.12010.130.70362.28647.400.604.450.600.90-0.601.210.550.380.500.600.600.600.600.600.85
2178523.37290.6450015.24286226.0506.022.3184.41.1801.000.00025.750.3127417.73769.092.873.470.603.200.84-0.130.640.750.250.600.600.600.600.600.85
2178623.37290.64400.0616.76176526.3206.491.12132.10.5504.500.0000.250.40142.70399.581.402.560.601.02-0.600.270.500.000.600.600.600.600.600.85
2178723.37390.6441016.76278026.5606.412.49161.21.2804.007.4200.340.01506.50431.291.693.720.600.72-0.60-0.510.650.630.670.600.600.600.600.602.68
2178823.37390.64410.3118.291613026.5706.452.90169.51.4902.500.0000.000.01665.85439.351.373.780.601.02-0.600.120.500.630.330.600.600.600.600.600.85
2178923.37390.64400.3818.292412601.123.200.600.97-0.600.500.380.500.600.600.600.600.602.08
2179023.37390.6440016.76259325.9806.352.80162.01.4504.008.5800.370.02639.59452.660.604.260.600.31-0.60-0.100.550.380.500.600.600.600.600.600.85
2179223.37390.6440010.67315125.9806.392.48162.81.2706.000.0000.350.01595.33437.440.744.220.600.62-0.60-0.150.410.500.250.600.600.600.600.600.85
2179323.37390.64400.0618.29168026.5706.182.1570.11.09010.000.0000.000.00439.66456.341.844.930.820.49-0.600.510.230.130.250.600.600.600.600.602.06
2179423.37390.64400.2710.67265726.3006.512.19-26.21.1102.007.2600.370.08531.73456.771.953.900.601.30-0.60-1.600.600.380.670.600.600.600.600.600.85
2179623.37290.6440018.29134326.6906.871.72191.60.8701.000.0006.630.02234.93527.212.424.200.601.220.62-0.880.320.500.000.600.600.600.600.600.85
2179723.37290.64410.2513.72439826.0706.700.83127.10.4001.003.1500.560.3148.12226.053.615.382.703.482.541.520.640.880.250.600.990.600.600.600.85
2179823.37290.6440010.674210126.4406.170.84188.70.4101.502.4401.210.4330.08178.611.943.410.601.450.621.110.550.630.500.600.600.600.600.601.75
2180023.37390.6440013.72347626.6806.562.10140.81.0603.002.1500.000.01472.41464.262.392.510.601.371.50-0.360.680.880.500.600.600.600.600.600.85