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gene pfcrt
Locus: PF3D7_0709000 (pfcrt)
Plasmodium falciparum chloroquine transporter (PfCRT), encoded by pfcrt gene, is a transmembrane protein located at digestive vacuole membrane. Mutation at amino acid residues 76 has been an important marker of chloroquine resistance.
Table 1 Frequent mutations in Pfcrt
| Codon | Wild-type | Mutation |
|---|---|---|
| 72 | C | S,Y |
| 73 | V | - |
| 74 | M | I |
| 75 | N | D,E |
| 76 | K | T,K |
The following table demonstrated the distribution of PfCRT haplotypes in different geographical subcontinents. This table used the data from Version 6.0 of MalariaGEN Plasmodium falciparum Community Project .
Table 2 Haplotype distribution of PfCRT among different geographical locations
| Haplotypea | SAM | EAF | CAF | WAF | SAS | ESEA | WSEA | OCE | Total |
|---|---|---|---|---|---|---|---|---|---|
| CVIDT | 0 | 0 | 0 | 0 | 0 | 237 | 0 | 0 | 237 |
| CVIET | 2 | 160 | 314 | 975 | 157 | 1493 | 1285 | 0 | 4386 |
| CVMET | 61 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 61 |
| CVMNK | 1 | 711 | 165 | 1275 | 8 | 43 | 9 | 2 | 2214 |
| CVMNT | 21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 |
| SVMNT | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 198 | 210 |
| YVIET | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 4 |
| Total | 97 | 871 | 479 | 2250 | 165 | 1777 | 1294 | 200 | 7133 |
aRepresents amino acids, left-to-right, at codons 72, 73, 74, 75 and 76, respectively
SAM = South America; EAF = East Africa; CAF = Central Africa; WAF = West Africa;
SAS = South Asia; ESEA = East South-East Asia; WSEA = West South-East Asia; OCE = Oceania
To impute the missing codons in PfCRT, the associations between amino acids at position 72, 73, 74, 75 and 76 were assessed to generate the imputation rules using the data from MalariaGEN Plasmodium falciparum Community Project version 6.0.
There is a significant association between PfCRT codons 72 and 74 in the parasites from all regions (see Table 3). The results suggested the following imputation rule:
- 72S predicts M74
Table 3 Contingency table of co-occurrence between codons 72 and 74
| All regions | C72 | 72S | 72Y | Total |
|---|---|---|---|---|
| 74I | 4838 | 0 | 4 | 4842 |
| M74 | 2362 | 211 | 0 | 2573 |
| Total | 7200 | 211 | 4 | 7415 |
Fisher's exact test : P < 0.01
Noted that 72S mutation was distributed only in South America and Oceania and 72Y mutation occurred in Southeast Asia. Disregarding certain regions could suggest the additional rules:
- Disregarding SAM and OCE: M74 predicts C72
- Disregarding SAM, OCE, WSEA and ESEA: 74I predicts C72
There is a significant association between PfCRT codons 72 and 75 in the parasites from all regions (see Table 4). The results suggested the following imputation rules:
- 75D predicts C72
- 72S predicts N75
Table 4 Contingency table of co-occurrence between codons 72 and 75
| All regions | C72 | 72S | 72Y | Total |
|---|---|---|---|---|
| 75D | 237 | 0 | 0 | 237 |
| 75E | 4662 | 0 | 4 | 4666 |
| N75 | 2301 | 211 | 0 | 2512 |
| Total | 7200 | 211 | 4 | 7415 |
Fisher's exact test : P < 0.01
Noted that 72S mutation was distributed only in South America and Oceania and 72Y mutation occurred in Southeast Asia. Disregarding certain regions could suggest the additional rules:
- Disregarding SAM and OCE: N75 predicts C72
- Disregarding SAM, OCE, WSEA and ESEA: 75E predicts C72
There is a significant association between PfCRT codons 72 and 76 in the parasites from all regions (see Table 5). The results suggested the following imputation rules:
- K76 predicts C72
- 72S predicts 76T
Table 5 Contingency table of co-occurrence between codons 72 and 76
| All regions | C72 | 72S | 72Y | Total |
|---|---|---|---|---|
| K76 | 2280 | 0 | 0 | 2280 |
| 76T | 4920 | 211 | 4 | 5135 |
| Total | 7200 | 211 | 4 | 7415 |
Fisher's exact test : P < 0.01
Noted that 72S mutation was distributed only in South America and Oceania and 72Y mutation occurred in Southeast Asia. Disregarding certain regions could suggest the additional rules:
- Disregarding SAM, OCE, WSEA, and ESEA: 76T predicts C72
There is a significant association between PfCRT codons 74 and 75 in the parasites from all regions (see Table 6). The results suggested the following imputation rules:
- 75D predicts 74I
- N75 predicts M74
Table 6 Contingency table of co-occurrence between codons 74 and 75
| All regions | 74I | M74 | Total |
|---|---|---|---|
| 75D | 237 | 0 | 237 |
| 75E | 4605 | 61 | 4666 |
| N75 | 0 | 2512 | 2512 |
| Total | 4842 | 2573 | 7415 |
Fisher's exact test : P < 0.01
When disregarding the parasites from South America (SAM), these following imputation rules are suggested (see Table 7):
- 75E predicts 74I
- M74 predicts N75
Table 7 Contingency table of co-occurrence between codons 74 and 75 when disregarding the parasites from South America
| All except South America | 74I | M74 | Total |
|---|---|---|---|
| 75D | 237 | 0 | 237 |
| 75E | 4388 | 0 | 4388 |
| N75 | 0 | 2411 | 2411 |
| Total | 4625 | 2411 | 7036 |
Fisher's exact test : P < 0.01
Disregarding the parasites from South America and Southeast Asia (SAM, WSEA and ESEA) suggested this additional rule:
- 74I predicts 75E
There is a significant association between PfCRT codons 74 and 76 in the parasites from all regions (see Table 8). The results suggested the following imputation rules:
- K76 predicts M74
- 74I predicts 76T
Table 8 Contingency table of co-occurrence between codons 74 and 76
| All regions | 74I | M74 | Grand Total |
|---|---|---|---|
| K76 | 0 | 2280 | 2280 |
| 76T | 4842 | 293 | 5135 |
| Total | 4842 | 2573 | 7415 |
Fisher's exact test : P < 0.01
When disregarding the parasites from South America and Oceania (SAM and OCE), these following imputation rules are suggested (see Table 9):
- M74 predicts K76
- 76T predicts 74I
Table 9 Contingency table of co-occurrence between codons 74 and 76 when disregarding the parasites from South America and Oceania
| All regions except South America and Oceania | 74I | M74 | Total |
|---|---|---|---|
| K76 | 0 | 2211 | 2211 |
| 76T | 4625 | 0 | 4625 |
| Total | 4625 | 2211 | 6836 |
Fisher's exact test : P < 0.01
There is a significant association between PfCRT codons 75 and 76 in the parasites from all regions (see Table 10). The results suggested the following imputation rules:
- K76 predicts N75
- 75D predicts 76T
- 75E predicts 76T
This additional rule is suggested when disregarding the parasites from South America and Oceania (SAM and OCE):
- N75 predicts K76
Table 10 Contingency table of co-occurrence between codons 75 and 76
| All regions | 75D | 75E | N75 | Total |
|---|---|---|---|---|
| K76 | 0 | 0 | 2280 | 2280 |
| 76T | 237 | 4666 | 232 | 5135 |
| Total | 237 | 4666 | 2512 | 7415 |
Fisher's exact test : P < 0.01
Summary of imputation rules generated from association among PfCRT codons in MalariaGEN Plasmodium falciparum Community Project dataset.
Table 11 Imputation rules for predicting PfCRT haplotype
| Region | Inputa | Outputa | Coding |
|---|---|---|---|
| Any | S V - - - | S V M N T | if(crt_72[C] == "S") {crt_74[M] <- "M" & crt_75[N] <- "N" & crt_76[K] <- "T"} |
| Any | - V I - - | - V I - T | if(crt_74[M] == "I") {crt_76[K] <- "T"} |
| Any | - V - D - | C V I D T | if(crt_75[N] == "D") {crt_72[C] <- "C" & crt_74[M] <- "I" & crt_76[K] <- "T"} |
| Any | - V - E - | - V - E T | if(crt_75[N] == "E") {crt_76[K] <- "T"} |
| Any | - V - N - | - V M N - | if(crt_75[N] == "N") {crt_75[N] <- "N"} |
| Any | - V - - K | C V M N K | if(crt_76[K] == "K") {crt_72[C] <- "C"& crt_74[M] <- "M" & crt_75[N] <- "N"} |
| WAF, CAF, EAF, SAS | - V I - - | C V I E T | if(crt_74[M] == "I") {crt_72[C] <- "C" & crt_75[N] <-"E" & crt_76[K] <- "T"} |
| WSEA, ESEA | - V - E - | - V I E T | if(crt_75[N] == "E") {crt_74[M] <- "I" & crt_76[K] <- "T"} |
| WAF, CAF, EAF, SAS | - V - E - | C V I E T | if(crt_75[N] == "E") {crt_72[C] <- "C" & crt_74[M] <- "I" & crt_76[K] <- "T"} |
| WAF, CAF, EAF, SAS, WSEA, ESEA | - V - N - | C V M N K | if(crt_75[N] == "N") {crt_72[C] <- "C" & crt_74[M] <- "M" & crt_76[K] <- "K"} |
| OCE | - V M - - | - V M N - | if(crt_74[M] == "M") {crt_75[N] <- "N"} |
| WAF, CAF, EAF, SAS, WSEA, ESEA | - V M - - | C V M N K | if(crt_74[M] == "M") {crt_72[C] <- "C" & crt_75[N] <- "N" & crt_76[K] <- "K"} |
| WSEA, ESEA | - V - - T | - V I - T | if(crt_76[K] == "T") {crt_74[M] <- "I"} |
| WAF, CAF, EAF, SAS | - V - - T | C V I E T | if(crt_76[K] == "T") {crt_72[C] <- "C" & crt_74[M] <- "I" & crt_75[N] <- "E"} |
aRepresents amino acids, left-to-right, at codons 72, 73, 74, 75 and 76, respectively
K76T mutation has been used as a marker for chloroquine resistance, however, single pfcrt K76T mutation is not sufficient to cause altered chloroquine susceptibility. The data from Version 6.0 of MalariaGEN Plasmodium falciparum Community Project was assessed for the association between K76T mutation and other additional markers for chloroquine resistance, including residues 75, 220 and 326. Table 12 and table 13 suggested significant association between K76T mutation and at least 1 additional maker of high-level of chloroquine resistance. We can imply that K76T is a predictor for these additional chloroquine-resistant markers.
Table 12 Contingency table of co-occurrence between codons 76 and chloroquine-resistant markers codon 75, 220 and 326
| K76 | 76T | Total | |
|---|---|---|---|
| N75+A220+N326 | 2056 | 0 | 2056 |
| N75+220S+N326 | 3 | 0 | 3 |
| 75D+220S+N326 | 0 | 210 | 210 |
| 75E+A220+N326 | 0 | 2 | 2 |
| 75E+220S+N326 | 0 | 1658 | 1658 |
| 75E+220S+326S | 0 | 2060 | 2060 |
| 75N+220S+326D | 0 | 222 | 222 |
| Total | 2059 | 4152 | 6211 |
Table 13 Contingency table of co-occurrence between codons 76 and additional markers for chloroquine resistance
| K76 | 76T | Total | |
|---|---|---|---|
| No additional resistant markers | 2056 | 0 | 2056 |
| With at least 1 additional marker | 3 | 4152 | 4155 |
| Total | 2059 | 4152 | 6211 |
Fisher's exact test : P < 0.01