Background
Methods
Data acquisition
Statistical analysis
Results
Literature search
Description of the study sites
Study ID | Country | Site ID | Site | Year | Total N isolates | Non-synonymous changes between | ||
---|---|---|---|---|---|---|---|---|
Codon 1–440 | Codon 441–726 | |||||||
N
|
N
| % [95% CI] | ||||||
Asia | ||||||||
7 | Bangladesh | 1 | Bandarban | 2004–2005 | 21 | 2 | 0 | 0 [0–15] |
16 | Bangladesh | 2 | Ramu | 2012 | 55 | 4 | 0 | 0 [0–7] |
9 | Cambodia | 3 | Anlong Veng | 2012–2014 | 107 | ND | 103 | 96 [91–99] |
2 | Cambodia | 4 | Tasanh | 2008–2009 | 46 | ND | 38 | 83 [69–91] |
6 | Cambodia | 5 | Pailin | 2008–2009 | 36 | ND | 34 | 94 [82–98] |
16 | Cambodia | 5 | Pailin | 2011–2012 | 87 | 0 | 80 | 92 [84–96] |
10 | Cambodia | 6 | Preah Vihear | 2012–2013 | 65 | ND | 22 | 34 [24–46] |
11 | Cambodia | 6 | Preah Vihear | 2011–2012 | 110 | 0 | 22 | 20 [14–28] |
10 | Cambodia | 7 | Pursat | 2012–2013 | 107 | ND | 82 | 77 [68–84] |
16 | Cambodia | 7 | Pursat | 2011–2012 | 104 | 0 | 77 | 74 [65–82] |
10 | Cambodia | 8 | Ratanakiri | 2012–2013 | 66 | ND | 7 | 11 [5–20] |
16 | Cambodia | 8 | Ratanakiri | 2011–2012 | 119 | 0 | 4 | 3 [1–8] |
11 | China | 9 | Tengchong | 2012 | 12 | ND | 10 | 83 [55–95] |
11 | China | 10 | Yingjiang | 2009–2012 | 110 | ND | 61 | 55 [46–64] |
12 | LPDR | 11 | Attapeu | 2013–2014 | 18 | 0 | 4 | 22 [9–45] |
14 | LPDR | 11 | Attapeu | 2011–2012 | 118 | 0 | 2 | 2 [0–6] |
3 | LPDR | 12 | Savannakhet | 2010 | 33 | 0 | 0 | 0 [0–10] |
15 | Myanmar | 13 | Hpa Pun | 2013 | 32 | 1 | 14 | 44 [28–61] |
12 | Myanmar | 14 | Myitkyina | 2013–2014 | 43 | 0 | 21 | 49 [35–63] |
13 | Myanmar | 15 | Pyin Oo Lwin | 2012–2014 | 31 | 0 | 15 | 48 [32–65] |
16 | Myanmar | 16 | Shwe Kyin | 2011–2013 | 74 | 17 | 20 | 27 [18–38] |
12 | Myanmar | 17 | Thabeikkyin | 2013–2014 | 71 | 1 | 12 | 17 [10–27] |
16 | Thailand | 18 | Ranong | 2011–2012 | 19 | 0 | 13 | 68 [46–85] |
16 | Thailand | 19 | Srisaket | 2011–2013 | 34 | 0 | 30 | 88 [73–95] |
4 | Thailand | 20 | TW border | 2001 | 9 | 0 | 0 | 0 [0–30] |
4 | Thailand | 20 | TW border | 2002 | 58 | 0 | 0 | 0 [0–6] |
4 | Thailand | 20 | TW border | 2003 | 33 | 3 | 0 | 0 [0–10] |
4 | Thailand | 20 | TW border | 2004–2006 | 28 | 0 | 0 | 0 [0–12] |
4 | Thailand | 20 | TW border | 2007 | 26 | 2 | 1 | 4 [1–19] |
4 | Thailand | 20 | TW border | 2008 | 341 | 30 | 57 | 17 [13–21] |
1 | Thailand | 20 | TW border | 2008 | 5 | 1 | 1 | 20 [4–62] |
4 | Thailand | 20 | TW border | 2009 | 227 | 38 | 47 | 21 [16–26] |
4 | Thailand | 20 | TW border | 2010 | 138 | 20 | 46 | 33 [26–42] |
4 | Thailand | 20 | TW border | 2011 | 113 | 17 | 66 | 58 [49–67] |
16 | Thailand | 20 | TW border | 2011–2012 | 94 | 5 | 61 | 65 [55–74] |
4 | Thailand | 20 | TW border | 2012 | 116 | 14 | 80 | 69 [60–77] |
4 | Thailand | 20 | TW border | 2013 | 80 | 1 | 67 | 84 [74–90] |
4 | Thailand | 20 | TW border | 2014 | 23 | 0 | 21 | 91 [73–98] |
16 | Viet Nam | 21 | Binh Phuoc | 2011–2012 | 103 | 0 | 28 | 27 [20–36] |
5 | Viet Nam | 22 | Phuoc Long | 2010–2011 | 92 | 0 | 34 | 37 [28–47] |
8 | Viet Nam | 23 | Tra Lang | 2012 | 83 | ND | 67 | 81 [71–88] |
Africa | ||||||||
16 | DRC | 24 | Kinshasa | 2013 | 117 | 32 | 3 | 3 [1–7] |
18 | Madagascar | 25 | Ankazobe | 2014 | 5 | ND | 0 | 0 [0–43] |
18 | Madagascar | 26 | Brickaville | 2014 | 44 | ND | 4 | 9 [4–21] |
16 | Nigeria | 27 | Ilorin | 2011–2012 | 36 | 14 | 0 | 0 [0–10] |
17 | Tanzania | 28 | Fukayosi | 2012 | 41 | ND | 0 | 0 [0–10] |
Asia | Africa | |||
---|---|---|---|---|
N
| Median (range) or N (%) |
N
| N (%) or median (range) | |
Age (years) | 2630 | 21 [0.1–70] | 204 | 4.7 [0.7–29] |
< 1 year | 8 [0] | 11 [5] | ||
1–4 years | 185 [7] | 98 [48] | ||
5–11 years | 407 [15] | 82 [40] | ||
12+ years | 2030 [77] | 13 [6] | ||
Parasitemia (microliter) | 2631 | 97,214 [455–2,409,008] | 204 | 53,507 [2240 - 605,329] |
Temperature (C) | 1658 | 38.2 [34.1–41.5] | 204 | 37.6 [34.7–40.8] |
Hemoglobin (g/dL) | 770 | 13.1 [2.1–19.3] | 26 | 10.8 [6.3–14.2] |
Hematocrit (%) | 1542 | 40 [12–55] | 140 | 31 [21–44] |
Artemisinin derivative: total 3 days dose (mg/kg) | ||||
AL | 0 | 80 | 9.3 [5.2–16.0] | |
AS | 433 | 8.3 [1.0–49.7] | 0 | |
AS + ACT1 | 1638 | 8.3 [0.5–28.9] | 83 | 11.8 [4.7–15] |
ASAQ | 0 | 41 | 13.0 [8.6–16.7] | |
ASMQ | 81 | 8.0 [3.8–16.1] | 0 | |
DHAPIP | 430 | 6.7 [3.0–17.8] | 0 |
Molecular analyses of the pfk13 alleles
Plasmodium-specific region (codons 1–440)
pfk13 propeller region (codons 441–726)
Association of pfk13 mutations and parasite clearance half-life
Defining the groups of slow- and fast-clearing parasites
Comparison of PC1/2 | ||||||||
---|---|---|---|---|---|---|---|---|
N with | N with | Univariable | Multivariable1 | |||||
Codon | mutation | WT | xPC1/2 | 95%CI | p value | xPC1/2 | 95% CI | p value |
K189T | 8 | 148 | 1.1 | 0.8–1.4 | 0.729 | 1.1 | 0.8–1.4 | 0.644 |
E252Q | 114 | 589 | 1.5 | 1.4–1.6 | < 0.001 | 1.5 | 1.4–1.6 | < 0.001 |
K438N | 10 | 386 | 0.9 | 0.7–1.1 | 0.251 | 0.9 | 0.7–1.1 | 0.237 |
P441L | 53 | 565 | 2.1 | 1.9–2.3 | < 0.001 | 2.2 | 2.0–2.4 | < 0.001 |
F446I | 79 | 303 | 1.6 | 1.4–1.7 | < 0.001 | 1.5 | 1.4–1.7 | < 0.001 |
G449A | 6 | 41 | 1.9 | 1.4–2.6 | < 0.001 | 1.9 | 1.3–2.7 | < 0.001 |
N458Y | 34 | 520 | 2.5 | 2.2–2.8 | < 0.001 | 2.5 | 2.2–2.8 | < 0.001 |
M476I | 8 | 481 | 2 | 1.6–2.5 | < 0.001 | 2.0 | 1.5–2.5 | < 0.001 |
A481V | 5 | 410 | 1.8 | 1.3–2.4 | < 0.001 | 1.6 | 1.2–2.2 | 0.002 |
Y493H | 33 | 313 | 2.6 | 2.2–3.0 | < 0.001 | 2.7 | 2.3–3.1 | < 0.001 |
R515K | 5 | 352 | 1.9 | 1.4–2.6 | < 0.001 | 2.0 | 1.5–2.7 | < 0.001 |
P527H/L* | 23 | 422 | 1.7 | 1.5-2.0 | < 0.001 | 1.7 | 1.5–2.0 | < 0.001 |
N537I | 8 | 231 | 1.7 | 1.3–2.2 | < 0.001 | 1.8 | 1.4–2.3 | < 0.001 |
G538V | 24 | 558 | 1.8 | 1.6–2.1 | < 0.001 | 1.9 | 1.6–2.2 | < 0.001 |
R539T | 76 | 369 | 2.1 | 1.9–2.4 | < 0.001 | 2.1 | 1.9–2.4 | < 0.001 |
I543T | 92 | 156 | 1.9 | 1.7–2.3 | < 0.001 | 2.1 | 1.8–2.4 | < 0.001 |
I543T** | 27 | 140 | 2.8 | 2.3–3.4 | < 0.001 | 2.8 | 2.3–3.5 | < 0.001 |
P553L | 16 | 529 | 2.2 | 1.8–2.6 | < 0.001 | 2.2 | 1.8–2.8 | < 0.001 |
R561H | 36 | 310 | 2.2 | 1.9–2.5 | < 0.001 | 2.2 | 1.9–2.6 | < 0.001 |
V568G | 5 | 127 | 2.7 | 1.8–4.1 | < 0.001 | 2.7 | 1.8–4.1 | < 0.001 |
P574L | 48 | 739 | 1.8 | 1.6–2.0 | < 0.001 | 2.0 | 1.7–2.2 | < 0.001 |
P574L*** | 35 | 723 | 1.8 | 1.6–2.1 | < 0.001 | 1.8 | 1.6–2.1 | < 0.001 |
C580Y | 450 | 997 | 2.2 | 2.1–2.4 | < 0.001 | 2.3 | 2.1–2.4 | < 0.001 |
P667T**** | 5 | 50 | 2.2 | 1.6–2.9 | < 0.001 | 2.1 | 1.6–2.9 | < 0.001 |
A675V | 49 | 501 | 2.2 | 1.9–2.4 | < 0.001 | 2.2 | 2.0–2.4 | < 0.001 |
African isolates
Asian isolates
Mutant codon | N sites | N patients | p value for comparison by site | |
---|---|---|---|---|
Univariable | Multivariable1 | |||
K189T | 3 | 8 | 0.324 | 0.278 |
E252Q | 2 | 114 | < 0.001 | < 0.001 |
K438N | 2 | 10 | 0.007 | 0.322 |
P441L | 3 | 53 | 0.991 | 0.908 |
F446I | 7 | 79 | 0.002 | 0.005 |
G449A | 3 | 6 | 0.013 | No data2 |
N458Y | 2 | 34 | 0.583 | 0.249 |
M476I | 3 | 8 | < 0.001 | 0.014 |
A481V | 2 | 5 | 0.664 | No data2 |
Y493H | 7 | 33 | 0.050 | 0.029 |
R515K | 2 | 8 | 0.525 | No data2 |
G538V | 2 | 24 | 0.599 | No data2 |
R539T | 9 | 76 | 0.623 | 0.766 |
I543T | 4 | 77 | 0.084 | 0.821 |
P553L | 4 | 16 | 0.654 | 0.228 |
R561H | 4 | 36 | 0.219 | 0.183 |
V568G | 2 | 5 | 0.563 | No data2 |
P574L | 7 | 38 | 0.001 | 0.003 |
C580Y | 13 | 450 | < 0.001 | < 0.001 |
Influence of patient characteristics and antimalarial treatment drugs on PC1/2 in Asian isolates
Correspondence of PC1/2 > 5.5 h and day 3 parasitemia
N
| Patients with PC1/2 > 5.5 h (%) | PC1/2 Percentiles (hours) | Patients positive on day 3 (%) | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Median | 25 | 75 | 5 | 95 | Min | Max | ||||
Asia | ||||||||||
WT | 1440 | 5 | 2.7 | 2.1 | 3.4 | 1.4 | 5.3 | 0.7 | 12.4 | 9 |
G112E |
1
|
0
|
0.7
|
0.7
|
0.7
|
0.7
|
0.7
|
0.7
|
0.7
|
0
|
K189 T | 8 | 0 | 2.8 | 2.1 | 4.0 | 1.3 | 4.3 | 1.3 | 4.3 | 0 |
I205T |
1
|
100
|
6.8
|
6.8
|
6.8
|
6.8
|
6.8
|
6.8
|
6.8
|
100
|
R223K |
1
|
0
|
3.0
|
3.0
|
3.0
|
3.0
|
3.0
|
3.0
|
3.0
|
0
|
R239Q |
3
|
0
|
4.6
|
3.7
|
5.2
|
3.7
|
5.2
|
3.7
|
5.2
|
67
|
E252Q | 114 | 11 | 4.4 | 3.8 | 5.0 | 2.8 | 6.6 | 2.0 | 7.4 | 46 |
D281V |
3
|
0
|
3.7
|
2.9
|
5.4
|
2.9
|
5.4
|
2.9
|
5.4
|
33
|
K438 N | 10 | 0 | 2.4 | 2.2 | 2.9 | 1.4 | 3.7 | 1.4 | 3.7 | 30 |
P441L | 53 | 75 | 6.4 | 5.6 | 7.4 | 3.5 | 8.9 | 2.0 | 9.4 | 77 |
P443S |
1
|
100
|
6.6
|
6.6
|
6.6
|
6.6
|
6.6
|
6.6
|
6.6
|
100
|
F446I | 79 | 47 | 5.4 | 4.0 | 6.5 | 2.3 | 8.6 | 1.6 | 10.0 | 32 |
G449A | 6 | 67 | 6.6 | 4.5 | 7.1 | 2.3 | 9.5 | 2.3 | 9.5 | 67 |
N458Y | 34 | 88 | 7.5 | 6.1 | 8.4 | 5.0 | 9.8 | 5.6 | 10.1 | 91 |
C469Y |
1
|
100
|
6.2
|
6.2
|
6.2
|
6.2
|
6.2
|
6.2
|
6.2
|
100
|
M476I | 8 | 63 | 6.1 | 4.2 | 7.1 | 3.5 | 7.9 | 3.5 | 7.9 | 71 |
K479I |
4
|
75
|
6.4
|
5.8
|
6.8
|
5.4
|
7.0
|
5.4
|
7.0
|
100
|
A481V | 5 | 40 | 4.9 | 4.7 | 6.0 | 2.7 | 7.6 | 2.7 | 7.6 | 40 |
S485N |
2
|
50
|
4.7
|
3.7
|
5.8
|
3.7
|
5.8
|
3.7
|
5.8
|
50
|
L492S |
1
|
0
|
4.3
|
4.3
|
4.3
|
4.3
|
4.3
|
4.3
|
4.3
|
0
|
Y493H | 33 | 82 | 7.4 | 6.7 | 8.0 | 4.3 | 9.0 | 4.3 | 9.1 | 84 |
R515K | 5 | 40 | 5.3 | 5.3 | 6.6 | 3.5 | 7.1 | 3.5 | 7.1 | 80 |
N525D |
1
|
0
|
4.7
|
4.7
|
4.7
|
4.7
|
4.7
|
4.7
|
4.7
|
0
|
P527H/L* | 21 | 29 | 4.8 | 4.2 | 5.6 | 3.4 | 6.0 | 3.3 | 6.3 | 67 |
G533A |
4
|
50
|
5.6
|
5.2
|
6.3
|
5.0
|
6.9
|
5.0
|
6.9
|
100
|
N537I | 8 | 13 | 5.1 | 4.5 | 5.4 | 3.9 | 6.3 | 3.9 | 6.3 | 63 |
G538 V | 24 | 46 | 5.2 | 4.4 | 6.1 | 4.2 | 7.2 | 3.1 | 7.7 | 48 |
R539T | 76 | 61 | 5.8 | 5.0 | 6.8 | 3.3 | 9.3 | 3.1 | 10.9 | 56 |
I543T | 77 | 70 | 6.4 | 4.7 | 7.7 | 3.0 | 9.2 | 2.6 | 11.3 | 52 |
P553L | 16 | 69 | 6.1 | 4.7 | 6.8 | 3.0 | 10.1 | 3.0 | 10.1 | 63 |
R561H | 36 | 97 | 7.2 | 6.1 | 7.7 | 5.5 | 9.1 | 5.0 | 9.2 | 92 |
V568G | 5 | 100 | 6.5 | 5.9 | 7.0 | 5.7 | 7.9 | 5.7 | 7.9 | 100 |
P574L | 38 | 61 | 5.9 | 4.9 | 7.2 | 3.6 | 9.6 | 2.3 | 9.8 | 47 |
R575K |
2
|
100
|
8.1
|
7.3
|
8.8
|
7.3
|
8.8
|
7.3
|
8.8
|
100
|
C580Y | 450 | 74 | 6.6 | 5.5 | 7.6 | 4.1 | 9.3 | 2.3 | 13.9 | 75 |
D584V |
1
|
0
|
5.4
|
5.4
|
5.4
|
5.4
|
5.4
|
5.4
|
5.4
|
100
|
F614L |
2
|
0
|
3.3
|
2.5
|
4.1
|
2.5
|
4.1
|
2.5
|
4.1
|
50
|
P667T** | 5 | 80 | 6.7 | 6.5 | 7.0 | 5.3 | 8.7 | 5.3 | 8.7 | 100 |
A675V | 49 | 76 | 6.7 | 5.5 | 7.3 | 3.4 | 8.4 | 1.4 | 8.8 |
80
|
A676D |
1
|
0
|
3.4
|
3.4
|
3.4
|
3.4
|
3.4
|
3.4
|
3.4
|
0
|
H719N |
2
|
50
|
5.6
|
5.5
|
5.8
|
5.5
|
5.8
|
5.5
|
5.8
|
50
|
Africa | ||||||||||
WT | 159 | 1 | 2.2 | 1.7 | 2.8 | 1.2 | 4.0 | 0.7 | 6.3 | 1 |
N87K |
1
|
0
|
2.4
|
2.4
|
2.4
|
2.4
|
2.4
|
2.4
|
2.4
|
0
|
L143P |
1
|
0
|
2.7
|
2.7
|
2.7
|
2.7
|
2.7
|
2.7
|
2.7
|
0
|
T149S |
2
|
0
|
1.7
|
1.2
|
2.2
|
1.2
|
2.2
|
1.2
|
2.2
|
0
|
A175T |
1
|
0
|
1.7
|
1.7
|
1.7
|
1.7
|
1.7
|
1.7
|
1.7
|
0
|
K189 T/N | 33 | 3 | 2.1 | 1.7 | 2.5 | 0.9 | 4.6 | 0.8 | 7.1 | 0 |
R255K |
3
|
0
|
2.0
|
0.8
|
2.2
|
0.8
|
2.2
|
0.8
|
2.2
|
0
|
S522C |
1
|
0
|
2.4
|
2.4
|
2.4
|
2.4
|
2.4
|
2.4
|
2.4
|
0
|
A578S |
2
|
0
|
1.8
|
1.1
|
2.6
|
1.1
|
2.6
|
1.1
|
2.6
|
0
|
Q613E |
1
|
0
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
0
|
Parasitemia (/μL) |
N
| False positive % | False negative % |
---|---|---|---|
< 10,000 | 127 | 0 | 51 |
10,000–50,000 | 491 | 3 | 26 |
50,000–100,000 | 804 | 5 | 8 |
100,000–300,000 | 887 | 14 | 3 |
≥ 300,000 | 438 | 29 | 0 |
All | 2747 | 11 | 14 |
Association of additional pfk13 mutant alleles with slow parasite clearance
WHO designations | This paper | ||||||
---|---|---|---|---|---|---|---|
Codon | Status | Codon | N total isolates | # sites | N mutant | % Prevalence: Median (Range)1 | xPC1/2 (95% CI)2 |
pfk13 mutant alleles associated with slow parasite clearance | |||||||
N458Y | Validated | N458Y | 1118 | 2 | 38 | 3 (2–4) | 2.5 (2.2–2.9) |
Y493H | Validated | Y493H | 638 | 8 | 41 | 4 (2–19) | 2.7 (2.3–3.1) |
R539T | Validated | R539T | 767 | 10 | 80 | 7 (2–53) | 2.1 (1.9–2.4) |
I543T | Validated | I543T | 323 | 4 | 94 | 13 (4–81) | 2.1 (1.8–2.4) |
I543T* | 240 | 3 | 27 | 10 (4–16) | 2.8 (2.3–3.5) | ||
R561H | Validated | R561H | 1083 | 4 | 42 | 4 (3–6) | 2.2 (1.9–2.6) |
C580Y | Validated | C580Y | 2343 | 14 | 536 | 21 (2–75) | 2.3 (2.1–2.4) |
pfk13 mutant alleles newly associated with slow clearance phenotype | |||||||
E252Q | Not assoc | E252Q | 1236 | 2 | 124 | 13 (10–16) | 1.5 (1.4–1.6) |
P441L | Candidate | P441L | 1248 | 3 | 67 | 8 (5–10) | 2.2 (2.0–2.4) |
F446I | Candidate | F446I | 764 | 7 | 98 | 31 (1–67) | 1.5(1.4–1.7) |
G449A | Candidate | G449A | 88 | 3 | 7 | 15 (3–25) | 1.9 (1.3–2.7) |
M476I | Low prev | M476I | 886 | 3 | 10 | 3 (1–3) | 2.0 (1.5–2.5) |
A481V | Low prev | A481V | 852 | 3 | 10 | 8 (1–9) | 1.6 (1.2–2.2) |
R515K | Low prev | R515K | 573 | 1 | 6 | 1 (1–1) | 2.0 (1.5–2.7) |
P527H | Low prev | P527H/L** | 711 | 1 | 23 | 3 (3–3) | 1.7 (1.5–2.0) |
N537I/D | Low prev | N537I | 656 | 2 | 10 | 3 (1–4) | 1.8 (1.4–2.4) |
G538V | Candidate | G538V | 1163 | 2 | 27 | 2 (2–2) | 1.9 (1.6–2.2) |
P553L | Candidate | P553L | 1112 | 4 | 18 | 6 (1–12) | 2.2 (1.8–2.8) |
V568G | Candidate | V568G | 195 | 2 | 6 | 3 (2–4) | 2.7 (1.8–4.1) |
P574L | Candidate | P574L | 1203 | 8 | 48 | 6 (2–50) | 2.0 (1.7–2.2) |
P574L*** | 1177 | 7 | 35 | 5 (2–17) | 1.8 (1.6–2.1) | ||
P667T | Low prev | P667T | 346 | 1 | 7 | 2 (2–2) | 2.1 (1.6–2.9)**** |
A675V | Candidate | A675V | 1114 | 1 | 53 | 5 (5–5) | 2.2 (2.0–2.4) |