| Literature DB >> 24553080 |
Ilana Conradie Van Wyk1, Amelia Goddard2, B Mark de C Bronsvoort3, Jacobus A W Coetzer1, Ian G Handel3, Olivier Hanotte4, Amy Jennings3, Maia Lesosky5, Henry Kiara6, Sam M Thumbi7, Phil Toye6, Mark W Woolhouse7, Banie L Penzhorn1.
Abstract
The cumulative effect of co-infections between pathogen pairs on the haematological response of East African Short-horn Zebu calves is described. Using a longitudinal study design a stratified clustered random sample of newborn calves were recruited into the Infectious Diseases of East African Livestock (IDEAL) study and monitored at 5-weekly intervals until 51 weeks of age. At each visit samples were collected and analysed to determine the infection status of each calf as well as their haematological response. The haematological parameters investigated included packed cell volume (PCV), white blood cell count (WBC) and platelet count (Plt). The pathogens of interest included tick-borne protozoa and rickettsias, trypanosomes and intestinal parasites. Generalized additive mixed-effect models were used to model the infectious status of pathogens against each haematological parameter, including significant interactions between pathogens. These models were further used to predict the cumulative effect of co-infecting pathogen pairs on each haematological parameter. The most significant decrease in PCV was found with co-infections of trypanosomes and strongyles. Strongyle infections also resulted in a significant decrease in WBC at a high infectious load. Trypanosomes were the major cause of thrombocytopenia. Platelet counts were also affected by interactions between tick-borne pathogens. Interactions between concomitant pathogens were found to complicate the prognosis and clinical presentation of infected calves and should be taken into consideration in any study that investigates disease under field conditions.Entities:
Mesh:
Year: 2014 PMID: 24553080 PMCID: PMC4021814 DOI: 10.1017/S0031182013001625
Source DB: PubMed Journal: Parasitology ISSN: 0031-1820 Impact factor: 3.234
Fig. 1.Map of Busia town, Western Kenya showing agroclimatic zones (AEZ) and highlighting the sublocations falling within the 45 km buffer from Busia. The 20 study sublocations included in the study are shown in red.
The significance of P-values (P<0·1) obtained from univariable analysis of single covariates. Age was included as a covariate in all analyses to account for the significant physiological changes in response variables associated with age. Blood-borne pathogens were classed as either present/absent, based on microscopy (mcr) or PCR. For tick-borne diseases age at seroconversion was used as a covariate to capture the acute response around the time of infection. To capture the long-term impact of infection a calf was considered as positive (seroconverted) for all visits post seroconversion. Intestinal parasites were considered as a categorical covariate at three levels, namely negative, positive with a high parasite load or positive with a low parasite load
| Covariate | Response variable | |||
|---|---|---|---|---|
| PCV | WBC | Plt | ||
| Presence/absence | **** | NS | **** | |
| Positive | NS | ** | **** | |
| At seroconversion | ** | ** | * | |
| Positive | **** | NS | **** | |
| At seroconversion | *** | NS | ** | |
| Presence/absence | NS | NS | NS | |
| Positive | * | NS | **** | |
| At seroconversion | ** | NS | ** | |
| Positive | NS | *** | **** | |
| At seroconversion | NS | NS | ** | |
| Presence/absence | **** | **** | **** | |
| Positive | NS | * | **** | |
| Coccidia | Presence/absence | **** | *** | NS |
| OPGf>1000 | * | NS | NS | |
| Strongyle-type species | Presence/absence | **** | NS | **** |
| EPG | **** | **** | NS | |
| Presence/absence | NS | ** | **** | |
| EPG | NS | NS | * | |
| Presence/absence | NS | NS | NS | |
****P<0·0001, ***P<0·001, **P<0·01, *P<0·05, NS, non-significant (P>0·05).
PCV: packed cell volume.
WBC: white blood cell count.
Plt: platelet count.
mcr: microscopy. This indicates the test used to diagnose the pathogen.
PCR: polymerase chain reaction. This indicates the test used to diagnose the pathogen.
OPG>1000: Oocysts per g feces per >1000.
EPG>1000: Eggs per g feces >1000.
The final generalized mixed-effect model analysis of packed cell volume (n = 3917) after exclusion of all statistically non-significant covariates
| Covariate | Coeff | ||
|---|---|---|---|
| −1·064 | 0·169 | <0·0001 | |
| −1·222 | 0·248 | <0·0001 | |
| −1·583 | 0·428 | <0·001 | |
| −5·681 | 1·012 | <0·0001 | |
| Strongyle-type species (EPG>1000) | −1·967 | 0·193 | <0·0001 |
| Coccidia (positive) | 0·637 | 0·131 | <0·001 |
| −0·003 | 0·001 | 0·043 | |
| 1·146 | 0·420 | 0·006 | |
| −0·889 | 0·279 | 0·001 | |
| 0·502 | 0·226 | 0·03 | |
| Strongyle-type nematode : Strongyloides-type nematodes (EPG>1000) | −1·537 | 0·551 | 0·005 |
| −1·611 | 0·691 | 0·02 |
Coefficient.
Standard error of coefficient.
P-value indicate significance of coefficient.
mcr (microscopy).
Eggs per g feces >1000.
a:b indicates interactions between pathogen a and b.
The final generalized additive mixed-effect model analysis of mean white blood cell count (n = 4680) after exclusion of all statistically non-significant covariates
| Covariate | Coeff | ||
|---|---|---|---|
| Strongyle-type nematodes (EPG>1000) | −0·587 | 0·101 | <0·0001 |
| 0·006 | 0·001 | <0·001 | |
| −0·345 | 0·165 | 0·03 |
Coefficient.
Standard error of coefficient.
P-value indicate significance of coefficient.
Eggs per g feces >1000.
Microscopy.
a:b indicates interactions between pathogen a and b.
The final generalized additive mixed-effect model analysis of log-transformed platelet counts (n = 3856) after exclusion of all statistically non-significant covariates
| Covariate | Coeff | ||
|---|---|---|---|
| −0·405 | 0·077 | <0·0001 | |
| −0·092 | 0·04 | 0·021 | |
| −0·096 | 0·033 | <0·0001 | |
| −0·117 | 0·03 | <0·001 | |
| −0·307 | 0·076 | <0·0001 | |
| −1·647 | 0·326 | <0·0001 | |
| −0·37 | 0·094 | <0·0001 | |
| −0·114 | 0·04 | <0·01 | |
| 0·122 | 0·036 | <0·001 | |
| 0·227 | 0·059 | <0·001 | |
| 0·197 | 0·075 | 0·009 | |
| 0·142 | 0·066 | 0·03 | |
| −0·188 | 0·058 | 0·001 | |
| 0·416 | 0·167 | 0·013 | |
| 0·854 | 0·325 | 0·009 |
Coefficient.
Standard error of coefficient.
P-value indicate significance of coefficient.
Microscopy.
a:b indicates interactions between pathogen a and b.
The GAMM-predicted mean packed cell volume (%) (95% confidence intervals) in co-infections with pathogen pairs at 150 days
| Covariate | Uninfected | |||||||
|---|---|---|---|---|---|---|---|---|
| Uninfected | 29·33 (28·75–29·92) | – | – | – | – | – | – | – |
| 28·27 (27·69–28·85) | 27·05 (26·32–27·77) | 27·89 (27·21–28·57) | 28·78 (28·14–29·43) | 27·85 (27·1–28·61) | 28·29 (27·71–28·86) | 26·89 (25·44–28·33) | ||
| 28·11 (27·38–28·85) | 27·74 (26·94–28·54) | 28·12 (27·38–28·86) | 26·52 (25·47–27·57) | 28·12 (27·38–28·86) | 22·41 (20·31–24·51) | |||
| 29·33 (28·75–29·92) | − | 27·75 (26·80–28·70) | 29·33 (28·75–29·92) | 23·65 (21·61–25·70) | ||||
| − | 29·95 (28·29–29·62) | 27·37 (26·38–28·36) | 28·95 (28·29–29·62) | 23·27 (21·20–25·34) | ||||
| 27·75 (26·8–28·7) | 27·75 (26·8–28·7) | 22·07 (19·90–24·24) | ||||||
| 23·64 (21·61–25·70) | 23·65 (21·61–25·70) | |||||||
| Strongyle-type nematodes (EPG | 28·39 (27·90–28·88) | 28·23 (27·55–28·91) | 29·07 (28·48–29·66) | 29·45 (28·95–29·95) | 27·87 (26·97–28·77) | 29·45 (28·95–29·95) | 23·77 (21·75–25·80) | |
| Strongyle-type nematodes (EPG | 26·30 (25·63–26·98) | 26·14 (25·32–26·97) | 26·99 (26·24–27·73) | 27·37 (26·69–28·05) | 27·78 (24·77–26·80) | 27·37 (26·69–28·05) | 21·69 (19·61–23·77) | |
| Strongyloides-type nematodes (EPG | 28·27 (27·69–28·85) | 28·11 (27·38–28·85) | 28·95 (28·29–29·62) | 29·33 (28·75–29·92) | 27·75 (26·80–28·70) | 29·33 (28·75–29·92) | 23·65 (21·61–25·70) | |
| Coccidia | 28·91 (28·30–29·51) | 28·75 (27·99–29·51) | 29·59 (28·90–30·28) | 29·97 (29·37–30·58) | 28·39 (27·42–29·36) | 28·36 (26·92–29·81) | 24·29 (22·24–26·34) | |
mcr: microscopy.
EPG: eggs per g feces.
The GAMM-predicted mean white cell blood count (×103 μL−1) (95% confidence intervals) at age 150 days for co-infections with pathogen pairs
| Covariate | Uninfected | Strongyle-type nematodes (EPG>1000) | ||
|---|---|---|---|---|
| Uninfected | 10·75 (10·55–10·95) | – | – | – |
| 11·65 (11·14–12·17) | 11·31 (10·71–11·91) | 11·07 (10·51–11·63) | ||
| 10·41 (10·05–10·77) | 9·82 (9·41–10·24) | |||
| Strongyle-type nematodes (EPG>1000) | 10·17 (9·87–10·47) |
EPG eggs per g feces.
Fig. 2.The distribution of the GAMM-predicted mean packed cell volume in co-infections associated with Trypanosoma spp.-positive calves at 150 days of age. pPCV, model predicted mean packed cell volume; a:b denotes co-infection between pathogen a and b; uninf, uninfected; tr, Trypanosoma spp.; th, Theileria spp.; tm, Theileria mutans; tp, Theileria parva; am, Anaplasma marginale; bb, Babesia bigemina; st.l, Strongyle-type worms (EPG<1000); st.h, Strongyle-type worms (EPG>1000); ---, mean pPCV of Trypanosoma spp.-positive calves.
The back-transformed GAMM-predicted mean platelet counts (×103 μL−1) (95% confidence intervals) at age 150 days for co-infections with pathogen pairs
| Covariate | Uninfected | Strongyle-type nematodes | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Uninfected | 1657 (1368–2006) | – | – | – | – | – | – | – | – | – |
| 651 (444–957) | 527 (346–805) | 882 (625–1245) | 648 (447–943) | 417 (272–641) | 15 (3–67) | 278 (160–484) | 502 (356–707) | 862 (586–1269) | ||
| 1341 (1032–1742) | 1076 (827–1400) | 1025 (780–1348) | 661 (458–954) | 30 (6–134) | 572 (351–934) | 1032 (834–1278) | 1775 (1376–2291) | |||
| 1329 (1094–1616) | 1015 (821–1257) | 655 (474–907) | 30 (7–130) | 567 (356–904) | 1023 (907–1155) | 1760 (1455–2128) | ||||
| 1266 (1018–1575) | 625 (451–864) | 74 (16–347) | 540 (337–868) | 975 (837–1136) | 1088 (827–1430) | |||||
| 817 (589–1133) | 18 (4–81) | 349 (204–595) | 990 (848–1157) | 1082 (768–1523) | ||||||
| 37 (8–162) | 16 (4–68) | 205 (113–375) | 49 (11–216) | |||||||
| 707 (445–1125) | 544 (351–845) | 936 (591–1482) | ||||||||
| Strongyle-type nematodes | 1275 (1126–1444) | 1688 (1421–2006) | ||||||||
| 2193 (1832–2625) | ||||||||||
Fig. 3.The GAMM-predicted mean platelet counts for co-infections associated with Trypanosoma spp. infections. pPLT, model predicted platelet count; a:b denotes co-infection between pathogen a and b; uninf, uninfected; trp, Trypanosoma spp.; strd, Strongyloides-type worms; str, Strongyle-type worms; bb, Babesia bigemina; thei, Theileria spp.; tm, T. mutans; tp, T. parva; am, Anaplasma marginale; tv, T. vivax; ---, mean pPLT of Trypanosoma spp.-positive calves.
Fig. 4.The GAMM-predicted mean platelet counts for co-infections associated with tick-borne pathogens. pPLT, model predicted platelet count; a:b denotes co-infection between pathogen a and b; am, Anaplasma marginale; bb, Babesia bigemina; tm, T. mutans; tp, T. parva; ---, mean pPLT of uninfected calves.