Table 1. Study Characteristics and Screening Metrics for M-CHAT(-R/F).
Source | Total No.a | Screen age, mob | Evaluation age, mob | HL, LL, or mixed | M-CHAT language | FU | ASD detectionc | TP | FN | FP | TN | Sens | Specd |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Baduel et al,17 2017 | 1250 | 22-26 | 24-34 | LL | French | Y | C: FN strategy | 12 | 6 | 8 | 1201 | 0.667 | 0.993 |
Beacham et al,18 2018 | 154 | 16-45 | 16-45 | HL | English | N | C: all eval | 105 | 19 | 14 | 16 | 0.847 | 0.533 |
Canal-Bedia et al,19 2011 | 2480 | 18-36 | 18-48 | Mixede | Spanish | Y | C: weak | 23 | 0 | 43 | 2414 | 1.000 | 0.980f |
Carbone et al,8 2020 | 26 364 | 16-30 | 46.8 (17.7)g | LL | English | Y/Nh | P: record | 125 | 253 | 579 | 25 407 | 0.331 | 0.978 |
Chang et al,20 2021 | 990 | 17-37 | 17-37 | LL | English | Y | C: FN strategy | 31 | 7 | 11 | 941 | 0.816 | 0.988 |
Charman et al,21 2016 | 543 | 18-56 | 32-73 | HL | English | N | C: all eval | 45 | 10 | 32.5 | 32.5 | 0.818 | 0.500 |
Chlebowski et al,22 2013 | 18 989 | 16-30 | 25.8 (4.5) | LL | English or Spanish | Y | C: FN strategy | 92 | 6 | 79 | 18 289 | 0.939 | 0.996 |
Choueiri et al,23 2021 | 80 | 18-36 | 18-36 | HL | English | N | C: all eval | 53 | 3 | 0 | 24 | 0.946 | 1.000 |
Christopher et al,24 2021 | 290 | 18-48 | 18-48 | HL | English | Y | C: all eval | 170 | 48 | 48 | 24 | 0.780 | 0.333 |
Coelho-Medeiros et al,25 2019 | 120 | 16-30 | 16-30 | Mixede | Spanish (Chile) | Y | C: FN strategy | 18 | 0 | 4 | 97 | 1.000 | 0.960 |
Dereu et al,26 2012 | 199 | 16-31 | 13-51 | HL | Dutch | N | C: FN strategy | 10 | 4 | 22 | 163 | 0.714i | 0.881 |
DiGuiseppi et al,27 2010 | 85 | 20-86 | 20-86 | HL | English or Spanish | N | C: FN strategy | 9 | 2 | 26 | 38 | 0.818 | 0.594 |
Dudova et al,28 2014 | 157 | ≈24 | NA | HL | Czechj | N | C: FN strategy | 9 | 4 | 9 | 112 | 0.692 | 0.926 |
Eaves et al,29 2006 | 84 | 17-48 | 22-53 | HL | English | N | C: all eval | 48 | 4 | 22 | 8 | 0.923 | 0.267 |
Guo et al,30 2019 | 7928 | 16-30 | 23 (4) | LL | Chinese | Y | C: FN strategy | 72 | 10 | 103 | 7166 | 0.878 | 0.986 |
Guthrie et al,9 2019k | 20 375 | 16-26 | 17-88 | LL | English or Spanish | Y/Nh | P: record | 225 | 229 | 1247 | 18 674 | 0.496 | 0.937 |
Harris et al,31 2021l | 360 | 24-48 | NA | LL | English or Spanish | Y | C: FN strategy | 8 | 29 | 4 | 315 | 0.216 | 0.987 |
Hoang et al,32 2019 | 17 277 | 18-30 | 18-30 | LL | Vietnamese | N | C: FN strategy | 129 | 1 | 118 | 17 021 | 0.992 | 0.993 |
Inada et al,33 2011 | 1187 | 17-23 | 35-44 | LL | Japanese | N | P: FN strategy | 11 | 9 | 46 | 1121 | 0.550 | 0.961 |
Jonsdottir et al,34 2022 | 1586 | 31.7 (1.7) | NAm | LL | Icelandic | Y | P: record | 18 | 11 | 7 | 1549 | 0.621 | 0.988 |
Kamio et al,35 2014 | 1851 | 17-26 | 33-73 | LL | Japanese | Y | P: FN strategy | 29n | 22 | 24 | 1661 | 0.569 | 0.986 |
Kanne et al,36 2018 | 158 | 18-48 | 24-32 | HL | English | Y | C: all eval | 96 | 23 | 24 | 15 | 0.807 | 0.385 |
Kara et al,37 2014 | 618 | 18-36 | 24-42 | Mixede | Turkish | Y | C: FN strategy | 45 | 2 | 15 | 534 | 0.957 | 0.973 |
Keehn et al,38 2021 | 605 | 18-48 | 18-48 | HL | English | Y | C: all eval | 198 | 31 | 234 | 142 | 0.865 | 0.378 |
Kerub et al,39 2020 | 1591 | 18-36 | NAo | LL | Hebrew | Y | P: record | 7 | 3 | 43 | 1538 | 0.700 | 0.973 |
Kim et al,40 2016 | 827 | 14-43p | 110-151 | HL | English | N | P: all eval | 30 | 28 | 123 | 646 | 0.517 | 0.840 |
Kleinman et al,41 2008q | 1416 | 16-30 | 52.2 (8.0)g | Mixede | English | Y | P: FN strategy | 73 | 7 | 51 | 1285 | 0.913 | 0.962 |
Koh et al,42 2014 | 580 | 17-48 | 18-69 | HL | English or Chinese | N | C: all eval | 158 | 41 | 123 | 258 | 0.794 | 0.677 |
Magán-Maganto et al,43 2020 | 6625 | 14-36 | 23-36 | LL | Spanish | Y | C: FN strategy | 15 | 4 | 24 | 6542 | 0.789 | 0.996 |
Matson et al,44 2013 | 552 | 16-30 | 16-30 | HL | English | N | C: all eval | 150 | 101 | 150 | 151 | 0.598 | 0.502 |
Oner and Munir,45 2020 | 6712 | 16-36 | 16-41 | LL | Turkish | Y | C: weak | 57 | 0 | 95 | 6388 | 1.000 | 0.985 |
Robins et al,46 2014 | 16 041 | 16-30 | 26.2 (5.5) | LL | English | Y | C: FN strategy | 105 | 18 | 116 | 15 496 | 0.854 | 0.993 |
Salim et al,47 2020 | 143 | 18-48 | 18-48 | HL | Indonesian | N | C: all eval | 16 | 1 | 27 | 99 | 0.941 | 0.786 |
Salisbury et al,48 2018 | 485 | 16-48 | 16-48 | HL | English | N | C: all eval | 220 | 77 | 82 | 106 | 0.741 | 0.564 |
Samadi and McConkey,49 2015 | 2941 | 24-60 | 24-60 | LL | Kurdish or Persian | N | C: FN strategy | 25 | 3 | 45 | 2380 | 0.903r | 0.981 |
Schjølberg et al,50 2022s | 54 436 | 19.0 (1.2) | ≈42 | LL | Norwegian | N | P: record | 105 | 232 | 4048 | 50 078 | 0.312 | 0.925 |
Smith et al,51 2013 | 217 | 18-48 | 18-48 | HL | English | N | C: all eval | 97 | 39 | 31 | 50 | 0.713 | 0.617 |
Snow and Lecavalier,52 2008 | 56 | 18-48 | 18-48 | HL | English | N | C: all eval | 38 | 5 | 8 | 5 | 0.884 | 0.385 |
Srisinghasongkram et al,53 2016 (sample 1) | 109 | 18-48 | 18-48 | HL | Thai | Y | C: all eval | 40 | 5 | 1 | 63 | 0.889 | 0.984 |
Srisinghasongkram et al,53 2016 (sample 2) | 732 | 18-48 | 18-48 | LL | Thai | Y | C: FN strategy | 9 | 0 | 1 | 722 | 1.000 | 0.999 |
Sturner et al,54 2016 | 5071 | 18-24 | 14-41 | LL | English | Y | C: FN strategy | 23 | 16 | 17 | 4772 | 0.590 | 0.996 |
Sturner et al,55 2022 | 408 | 16-20 | 20.5 (1.9) | LL | English | Y | C: FN strategy | 46 | 17 | 118 | 227 | 0.730 | 0.658 |
Taylor et al,56 2014 | 145 | 28.1 (4.8) | 28.1 (4.8) | HL | English | N | C: all eval | 74 | 12 | 26 | 33 | 0.860 | 0.559 |
Toh et al,57 2018 | 19 297 | 15-36 | NA | LL | Malay, Chinese, or English | N | P: record | 18 | 32 | 20 | 19 227 | 0.360 | 0.999 |
Tsai et al,58 2019 | 317 | 16-32 | 36-37 | Mixed | Mandarin Chinese | Y | P: all eval | 22 | 3 | 19 | 273 | 0.860r | 0.935 |
Thi Vui et al,59 2022 | 40 243 | 18-30 | NA | LL | Vietnamese | N | C: FN strategy | 302 | 3 | 193 | 39 726 | 0.990 | 0.995 |
Weitlauf et al,60 2015 | 74 | 16-21 | 18-43 | HL | English | Y | C: FN strategy | 21 | 6 | 7 | 29 | 0.778 | 0.806 |
Wieckowski et al,61 2021t | 3052 | 17-22 | 18-60 | LL | English or Spanish | Y | C: FN strategy | 61 | 13 | 79 | 2729 | 0.824 | 0.972 |
Windiani et al,62 2016 | 110 | 18-48 | 18-48 | HL | Indonesian | Y | C: all eval | 16 | 2 | 5 | 87 | 0.889 | 0.946 |
Wong et al,63 2018 | 236 | 18-47 | 18-47 | HL | Chinese | N | C: all eval | 99 | 14 | 58 | 65 | 0.876 | 0.528 |
Zhang et al,64 2022 | 11 190 | 18-24 | 23.1 (4.6) | LL | Chinese | Y | C: FN strategy | 33 | 15u | 56u | 11 056u | 0.688 | 0.995 |
Abbreviations: all eval, all participants evaluated; ASD, autism spectrum disorder; C, concurrent; FN, false negative; FP, false positive; FU, M-CHAT(-R/F) Follow-up administration; HL, high likelihood for ASD; LL, low likelihood for ASD; M-CHAT(-R/F), Modified Checklist for Autism in Toddlers and Modified Checklist for Autism in Toddlers, Revised With Follow-up (original and revised versions combined); N, no; NA, not available; P, prospective; record, medical record review; Sens, sensitivity; Spec, specificity; TN, true negative; TP, true positive; Y, yes; Y/N, Y, but not consistently.
Refers to sample who received the M-CHAT(-R/F).
Range reported for entire sample who received M-CHAT(-R/F), when available. If not available, mean (SD) is reported. If mean (SD) was not available, an estimate from the article or from communication with authors is reported.
Strategy used to detect FN cases.
Specificity was recalculated from the raw numbers so that TN cases included presumed TN results (ie, including children who screened negative but were not further evaluated) for consistency across studies, unless noted otherwise. Negative screen results were presumed to be TN unless there was other presented evidence.
Reclassified as low risk for analyses because most participants were low risk.
True negative and specificity taken directly from article and not recalculated due to missing information.
Age of evaluation is for ASD sample only; age for non-ASD sample is unknown.
Yes/no was reclassified for analyses: Carbone et al8 was reclassified as N based on few practices using the Follow-up portion of the M-CHAT-R/F, and Guthrie et al9 was reclassified as Y even though the Follow-up portion of the M-CHAT-R/F was not always used, given that it was built into the medical record system and intended to be used when indicated.
Sensitivity differs slightly from that reported in the article because of a focus on M-CHAT(-R/F) only.
Language presumed as not directly reported in the article.
Values were obtained from the main author for repeated screenings and do not match those reported in the article for single screening.
Subsample of children screened before 48 months of age only is reported. Values were obtained from communication with the main author.
Age of evaluation was up to 18 months after the age of screening.
P value differs from the one reported in the article because of the addition of 9 nonresponders who needed the Follow-up portion of the M-CHAT-R/F but did not complete it and had confirmed ASD.
Age of evaluation was within 10 months of screenings.
Screen age reported is uncorrected for prematurity.
Study 2 sample only presented and analyzed because of overlap of sample 1 with Chlebowski et al.22
Sensitivity calculation slightly differs from article’s reported sensitivity owing to rounding in calculation from raw numbers.
Information for M-CHAT23 is reported.
Information is reported for 18-month screening start age only.
Numbers adjusted to include the 12 screen-negative children with a diagnosis of ASD during subsequent well-child visit and follow-up.