| Literature DB >> 35533857 |
G La Rosa1, M Iaconelli2, C Veneri2, P Mancini2, G Bonanno Ferraro2, D Brandtner3, L Lucentini2, L Bonadonna2, M Rossi3, M Grigioni4, E Suffredini5.
Abstract
The SARS-CoV-2 Omicron variant emerged in South Africa in November 2021, and has later been identified worldwide, raising serious concerns. A real-time RT-PCR assay was designed for the rapid screening of the Omicron variant, targeting characteristic mutations of the spike gene. The assay was used to test 737 sewage samples collected throughout Italy (19/21 Regions) between 11 November and 25 December 2021, with the aim of assessing the spread of the Omicron variant in the country. Positive samples were also tested with a real-time RT-PCR developed by the European Commission, Joint Research Centre (JRC), and through nested RT-PCR followed by Sanger sequencing. Overall, 115 samples tested positive for Omicron SARS-CoV-2 variant. The first occurrence was detected on 7 December, in Veneto, North Italy. Later on, the variant spread extremely fast in three weeks, with prevalence of positive wastewater samples rising from 1.0% (1/104 samples) in the week 5-11 December, to 17.5% (25/143 samples) in the week 12-18, to 65.9% (89/135 samples) in the week 19-25, in line with the increase in cases of infection with the Omicron variant observed during December in Italy. Similarly, the number of Regions/Autonomous Provinces in which the variant was detected increased from one in the first week, to 11 in the second, and to 17 in the last one. The presence of the Omicron variant was confirmed by the JRC real-time RT-PCR in 79.1% (91/115) of the positive samples, and by Sanger sequencing in 66% (64/97) of PCR amplicons. In conclusion, we designed an RT-qPCR assay capable to detect the Omicron variant, which can be successfully used for the purpose of wastewater-based epidemiology. We also described the history of the introduction and diffusion of the Omicron variant in the Italian population and territory, confirming the effectiveness of sewage monitoring as a powerful surveillance tool.Entities:
Keywords: Omicron; RT-qPCR; SARS-CoV-2; Sewage; Variant; Wastewater-based epidemiology
Mesh:
Substances:
Year: 2022 PMID: 35533857 PMCID: PMC9074219 DOI: 10.1016/j.scitotenv.2022.155767
Source DB: PubMed Journal: Sci Total Environ ISSN: 0048-9697 Impact factor: 10.753
Primer and probes used in the present study, targeting the spike region.
| PCR ID | Primer/probe name and orientation | Nucleotide sequence | Position in the SARS-CoV-2 Omicron genome | Amplicon size (bps) | Targeted mutations |
|---|---|---|---|---|---|
| 999 | 2356_Omicron_fw | 5′-GGCTGTTTAATAGGGGCTGAATA-3′ | 23,429–23,451 | 141 | H655Y, N679K, P681H |
| 2357_Omicron_rev | 5′-GGCAATGATGGATTGACTAGC-3′ | 23,569–23,549 | |||
| 2358_Omicron_probe | 5′-FAM-TCAGACTCAGACTAAGTCTCATCGG-BHQ1-3′ | 23,509–23,533 | |||
| OmMet | Omt-F | 5′-AACAAACCTTGTAATGGTGTTGC-3′ | 22,916–22,938 | 138 | S477N, T478K, E484A, Q493R, G496S, Q498R, N501Y, Y505H |
| Omt-R | 5′-TGCTGGTGCATGTAGAAGTTC-3′ | 23,053–23,033 | |||
| Omt-P | 5′-FAM-GATCATATAGTTTCCGACCCACTTATGGTG TTGGTC-BHQ1-3′ | 22,965–23,000 | |||
| 995 | 2351_fw | 5′-CACGCCTATTATAGTGCGTGA-3′ | 22,102–22,122 | 693 | G339D, S371L, S373P, S375F |
| 2347_rev | 5′-CAAGCTATAACGCAGCCTGT-3′ | 22,794–22,775 | |||
| 996 | 2352_fw | 5′-TTCGGCTTTAGAACCATTGGTAG-3′ | 22,147–22,169 | 577 | |
| 2349_rev | 5′-TGGAGCGATTTGTCTGACTTC-3′ | 22,723–22,703 |
Position related to GISAID sequence accession ID: EPI_ISL_6913995.
Petrillo et al., 2021 (https://doi.org/10.5281/zenodo.5747872); probe quencher QSY was replaced with BHQ1.
List restricted to mutations with a prevalence in the lineage of at least 75%, data from https://outbreak.info/compare-lineages?pango=Omicron&gene=S&threshold=75&nthresh=1&sub=false&dark=true
Summary of the positive samples, including geographic region and sampling date, WTPs data, SARS-CoV-2 concentrations, results of the two real-time assays and availability of sequencing data.
| ID SARI | Region | Province | Sampling Date | WTP | Equivalent inhabitants | SARS-CoV-2 c.g./L | rt RT-PCR | rt RT-PCR JRC (Ct) | Sequencing data |
|---|---|---|---|---|---|---|---|---|---|
| 6440 | Abruzzo | AQ | 21/12/21 | L'Aquila - Pile | 48,000 | <LOD | 37,29 | 38,70 | No |
| 6437 | PE | 21/12/21 | Montesilvano - Villa Carmine | 140,000 | <LOD | >40 | 39,64 | No | |
| 6439 | TE | 21/12/21 | Teramo - Villa Pavone | 41,824 | <LOD | 35,82 | 37,08 | No | |
| 6407 | Campania | AV | 21/12/21 | Manocalzati | 140,000 | 4,4E+03 | 37,63 | – | Yes |
| 6351 | CS | 16/12/21 | Villa Literno | 631,714 | <LOD | 38,68 | 38,98 | Yes | |
| 6402 | CS | 21/12/21 | Area Casertana | 370,769 | 2,0E+03 | 38,55 | 39,57 | Yes | |
| 6409 | CS | 21/12/21 | Villa Literno | 631,714 | 1,2E+04 | 35,30 | 37,86 | Yes | |
| 6348 | NA | 16/12/21 | Napoli OVEST - ex ingr. Camaldoli | 250,000 | 6,8E+03 | 36,13 | 39,46 | Yes | |
| 6401 | NA | 21/12/21 | Area Nolana | 400,000 | 1,3E+04 | 34,14 | 37,72 | No | |
| 6404 | NA | 21/12/21 | Napoli EST | 1,750,000 | 1,3E+04 | 34,78 | – | Yes | |
| 6406 | NA | 21/12/21 | Napoli OVEST - ex ingr. Camaldoli | 250,000 | 2,4E+04 | 34,78 | 36,19 | Yes | |
| 6405 | NA | 21/12/21 | Napoli OVEST - ingr. Principale | 950,000 | 2,4E+04 | 33,88 | 36,42 | Yes | |
| 6403 | SA | 21/12/21 | Nocera Superiore | 299,121 | 2,2E+04 | 35,91 | 36,93 | Yes | |
| 6408 | SA | 21/12/21 | Salerno | 700,000 | 8,3E+03 | 35,89 | 37,59 | Yes | |
| 6187 | Emilia-Romagna | BO | 13/12/21 | IDAR Bologna | 800,000 | 2,5E+05 | 38,01 | 38,51 | Yes |
| 6244 | BO | 15/12/21 | IDAR Bologna | 800,000 | 1,1E+05 | 37,24 | 38,95 | Yes | |
| 6372 | BO | 20/12/21 | IDAR Bologna | 800,000 | 2,3E+05 | 34,95 | 37,04 | Yes | |
| 6453 | BO | 22/12/21 | IDAR Bologna | 800,000 | 1,4E+04 | 32,99 | 34,89 | Yes | |
| 6375 | FC | 21/12/21 | Forlì | 250,000 | 1,2E+05 | 37,31 | – | No | |
| 6373 | MO | 20/12/21 | Naviglio | 500,000 | 4,1E+04 | 38,02 | 39,84 | Yes | |
| 6454 | MO | 22/12/21 | Naviglio | 500,000 | 4,0E+04 | 36,48 | 36,62 | Yes | |
| 6383 | PR | 22/12/21 | Parma Ovest | 168,000 | 9,0E+03 | 36,29 | – | Yes | |
| 6382 | RE | 22/12/21 | Reggio Emilia Mancasale | 280,000 | 1,1E+03 | 36,21 | 38,64 | No | |
| 6456 | RN-FC | 22/12/21 | S. Giustina | 560,000 | 8,2E+04 | 34,72 | 36,76 | Yes | |
| 6449 | Friuli-Venezia Giulia | PN | 21/12/21 | Cordenons | 15,000 | 2,3E+05 | 35,81 | 37,75 | Yes |
| 6312 | UD | 14/12/21 | Udine | 200,000 | 8,4E+04 | >40 | – | Yes | |
| 6450 | UD | 21/12/21 | Udine | 200,000 | 4,9E+04 | 37,43 | – | No | |
| 6259 | Lazio | RM | 14/12/21 | Roma Est (linea 1 + linea 2) | 900,000 | 4,0E+04 | 37,91 | 39,31 | Yes |
| 6280 | RM | 20/12/21 | Anzio Colle Cocchino | 75,000 | 9,4E+03 | 37,50 | 39,57 | Yes | |
| 6283 | RM | 20/12/21 | Pomezia Capoluogo | 60,000 | 4,4E+03 | 37,56 | 37,97 | Yes | |
| 6285 | RM | 20/12/21 | Ponte Lucano di Guidonia | 50,000 | 9,3E+03 | 35,86 | 39,78 | Yes | |
| 6284 | RM | 20/12/21 | Velletri La Chiusa | 36,700 | 1,1E+04 | 34,24 | 37,37 | Yes | |
| 6732 | RM | 22/12/21 | Fregene | 76,000 | 1,5E+05 | 37,57 | – | Yes | |
| 6731 | RM | 22/12/21 | Roma Ostia | 350,000 | 1,3E+06 | 33,26 | 34,99 | Yes | |
| 6730 | RM | 22/12/21 | Roma Sud | 1,100,000 | 1,1E+05 | 35,06 | 36,94 | Yes | |
| 6410 | Liguria | GE | 22/12/21 | Darsena | 160,000 | 1,2E+05 | 35,59 | 36,01 | No |
| 6234 | GE | 14/12/21 | Genova | 60,000 | 4,9E+04 | 34,41 | 38,57 | Yes | |
| 6387 | GE | 21/12/21 | Pegli | 40,000 | 2,2E+05 | 32,58 | 35,88 | Yes | |
| 6386 | GE | 21/12/21 | Punta Vagno | 250,000 | 1,0E+05 | 36,00 | 37,85 | Yes | |
| 6400 | GE | 22/12/21 | Punta Vagno | 250,000 | 1,1E+05 | 34,04 | 37,61 | No | |
| 6389 | GE | 21/12/21 | Quinto | 60,000 | 2,5E+05 | 31,87 | 34,69 | Yes | |
| 6390 | GE | 21/12/21 | Rapallo | 90,000 | 1,8E+05 | 33,26 | 36,27 | Yes | |
| 6239 | GE | 14/12/21 | Sestri Ponente | 130,000 | 4,1E+04 | 36,10 | 39,49 | No | |
| 6391 | GE | 21/12/21 | Sestri Ponente | 130,000 | 1,1E+05 | 35,61 | 37,84 | Yes | |
| 6240 | GE | 14/12/21 | Sturla | 60,000 | 1,1E+05 | 38,04 | 38,77 | Yes | |
| 6392 | GE | 21/12/21 | Sturla | 60,000 | 2,6E+05 | 33,60 | 35,19 | Yes | |
| 6385 | GE | 16/12/21 | Valpolcevera | 160,000 | 5,7E+04 | 38,11 | 39,17 | No | |
| 6397 | GE | 22/12/21 | Valpolcevera | 160,000 | 2,0E+05 | 33,39 | 35,82 | No | |
| 6388 | GE | 21/12/21 | Voltri | 62,000 | 9,4E+04 | 34,19 | 38,89 | Yes | |
| 6396 | IM | 21/12/21 | Camisano | 40,000 | 1,1E+05 | 36,83 | 37,86 | Yes | |
| 6393 | IM | 21/12/21 | Sanremo - Capo Verde | 75,000 | 2,5E+05 | 36,47 | 38,56 | Yes | |
| 6242 | SP | 14/12/21 | Camisano | 40,000 | 1,5E+04 | 36,76 | – | No | |
| 6243 | SP | 14/12/21 | Silea | 17,500 | 3,1E+04 | 34,76 | 38,29 | Yes | |
| 6398 | SP | 21/12/21 | Silea | 17,500 | 1,5E+05 | 32,82 | 34,29 | Yes | |
| 6399 | SP | 21/12/21 | Stagnoni | 82,000 | 1,9E+05 | 34,44 | 36,18 | Yes | |
| 6394 | SV | 20/12/21 | Savona | 280,000 | 3,0E+05 | 32,19 | 34,98 | Yes | |
| 6430 | Lombardia | BS | 21/12/21 | Verziano | 296,000 | 9,5E+02 | 36,15 | – | Yes |
| 6431 | BS | 22/12/21 | Verziano | 296,000 | 3,5E+02 | 37,37 | 39,52 | No | |
| 6327 | CO-LC-MI-MB | 20/12/21 | Monza San Rocco | 600,000 | 5,3E+04 | 34,48 | 38,94 | Yes | |
| 6371 | CO-LC-MI-MB | 22/12/21 | Monza San Rocco | 600,000 | 3,5E+03 | 35,15 | – | Yes | |
| 6659 | MI | 12/12/21 | Milano Nosedo | 1,250,000 | 5,1E+04 | 37,04 | – | Yes | |
| 6664 | MI | 14/12/21 | Milano San Rocco | 1,036,000 | 5,7E+04 | 37,43 | 37,07 | Yes | |
| 6661 | MI | 19/12/21 | Milano Nosedo | 1,250,000 | 4,5E+04 | 35,69 | 37,18 | Yes | |
| 6665 | MI | 19/12/21 | Milano San Rocco | 1,036,000 | 2,2E+04 | 37,28 | 38,60 | No | |
| 6251 | MI-VA | 14/12/21 | Canegrate | 137,950 | 6,9E+03 | 36,36 | 37,58 | Yes | |
| 6445 | MI-VA | 21/12/21 | Canegrate | 137,950 | 3,3E+04 | 31,54 | 34,67 | Yes | |
| 6446 | VA | 21/12/21 | Varese | 74,402 | 2,0E+04 | 33,43 | 36,91 | Yes | |
| 6358 | Marche | AN | 21/12/21 | Camerano | 33,000 | 6,4E+03 | 38,81 | 39,54 | Yes |
| 6356 | AN | 21/12/21 | Zipa | 100,000 | 8,3E+03 | 37,49 | – | Yes | |
| 6354 | PU | 21/12/21 | Ponte Metauro | 60,000 | 1,1E+04 | 37,61 | 39,64 | No | |
| 6355 | PU | 21/12/21 | Ponte Sasso | 18,000 | 4,9E+03 | 35,91 | – | Yes | |
| 6325 | P.A. Bolzano | BZ | 20/12/21 | IDA Merano | 356,520 | 6,5E+03 | 37,62 | – | Yes |
| 6117 | P.A. Trento | TN | 13/12/21 | Rovereto | 95,000 | 2,1E+05 | 36,58 | – | Yes |
| 6314 | TN | 20/12/21 | Trento sud | 100,000 | 2,2E+05 | 36,22 | 39,94 | Yes | |
| 6316 | TN | 22/12/21 | Trento nord | 120,000 | 1,5E+05 | 34,86 | 36,95 | Yes | |
| 6317 | TN | 22/12/21 | Trento sud | 100,000 | 1,6E+05 | 34,95 | 36,65 | Yes | |
| 6148 | Piemonte | AL | 15/12/21 | Alessandria | 110,000 | 1,3E+02 | 38,53 | – | No |
| 6334 | AL | 24/12/21 | Alessandria | 110,000 | 8,5E+03 | 33,46 | 36,99 | Yes | |
| 6289 | BI | 20/12/21 | Biella Sud | 53,000 | 2,8E+03 | 37,20 | – | Yes | |
| 6333 | CN | 23/12/21 | Cuneo | 185,000 | 6,3E+03 | 35,93 | 36,54 | Yes | |
| 6287 | NO | 20/12/21 | Novara | 184,000 | 1,2E+03 | 37,52 | 38,61 | Yes | |
| 6144 | TO | 15/12/21 | Castiglione Torinese | 1,934,099 | 2,9E+02 | >40 | – | Yes | |
| 6332 | TO | 22/12/21 | Castiglione Torinese | 1,934,099 | 9,1E+03 | 34,98 | 36,70 | Yes | |
| 6424 | Puglia | BA | 20/12/21 | Bari Est | 461,394 | 3,8E+03 | 37,25 | – | Yes |
| 6425 | BA | 20/12/21 | Bari Ovest | 360,000 | 2,4E+03 | 36,50 | 39,46 | Yes | |
| 6426 | BA | 20/12/21 | Bitonto | 79,332 | 3,8E+03 | 37,22 | 39,78 | Yes | |
| 6427 | FG | 21/12/21 | Cerignola | 56,355 | 4,7E+04 | 37,36 | 38,64 | Yes | |
| 6428 | FG | 21/12/21 | Foggia | 208,000 | 7,9E+03 | >40 | 39,88 | Yes | |
| 6306 | Sicilia | AG | 20/12/21 | Agrigento | 55,000 | 4,1E+04 | 36,52 | – | Yes |
| 6328 | CL | 21/12/21 | Caltanissetta | 76,700 | 1,1E+05 | 38,02 | >40 | Yes | |
| 6308 | PA | 21/12/21 | Acqua dei Corsari | 314,973 | 3,5E+04 | 38,16 | 37,07 | Yes | |
| 6310 | PA | 21/12/21 | Bagheria | 75,000 | 3,7E+04 | 34,90 | 37,74 | Yes | |
| 6112 | RG | 14/12/21 | Vittoria C.da Mendolilli | 55,000 | 2,9E+03 | 39,95 | – | Yes | |
| 6364 | Toscana | PI | 20/12/21 | Pisa Nord (San Jacopo) | 52,000 | 2,8E+04 | 37,73 | 39,50 | Yes |
| 6290 | Umbria | PG | 20/12/21 | Pian della Genna | 90,000 | 4,0E+04 | 34,20 | 36,00 | Yes |
| 6330 | PG | 22/12/21 | Foligno Casone | 90,000 | 1,3E+04 | 34,92 | 37,10 | Yes | |
| 6329 | PG | 22/12/21 | Pian della Genna | 90,000 | 6,8E+04 | 32,78 | 34,84 | Yes | |
| 6331 | TR | 22/12/21 | Terni | 150,000 | 2,5E+04 | 33,41 | 35,33 | Yes | |
| 6113 | Valle d'Aosta | AO | 12/12/21 | La Salle | 60,000 | 8,6E+03 | 37,73 | 39,60 | No |
| 6319 | AO | 19/12/21 | La Salle | 60,000 | 8,1E+03 | 35,89 | 37,11 | Yes | |
| 6413 | AO | 21/12/21 | La Salle | 60,000 | 1,1E+04 | 35,99 | 39,21 | Yes | |
| 6302 | Veneto | PD | 21/12/21 | Padova Ca' Nordio - zip | 98,500 | 4,1E+04 | 37,62 | – | Yes |
| 6339 | TV | 21/12/21 | Treviso | 70,000 | 3,0E+04 | 34,24 | 39,53 | Yes | |
| 6007 | VE | 07/12/21 | Venezia Fusina | 400,000 | 1,1E+04 | 38,70 | – | Yes | |
| 6146 | VE | 14/12/21 | Venezia Fusina | 400,000 | 2,3E+04 | 39,01 | 37,60 | Yes | |
| 6340 | VE | 21/12/21 | Venezia Fusina | 400,000 | 2,6E+04 | 34,08 | 36,21 | Yes | |
| 6432 | VE | 23/12/21 | Venezia Fusina | 400,000 | 1,5E+04 | 33,43 | 35,70 | Yes | |
| 6235 | VR | 16/12/21 | Verona-collettore 1 M | 82,000 | 4,7E+04 | 32,04 | 35,89 | Yes | |
| 6236 | VR | 16/12/21 | Verona-collettore 3 M | 102,000 | 2,4E+04 | 34,41 | 37,03 | Yes | |
| 6238 | VR | 16/12/21 | Verona-collettore 8 M | 226,000 | 1,5E+04 | 34,82 | 37,94 | Yes | |
| 6433 | VR | 23/12/21 | Verona-collettore 1 M | 82,000 | 2,0E+04 | 31,95 | 34,47 | Yes | |
| 6434 | VR | 23/12/21 | Verona-collettore 3 M | 102,000 | 2,4E+04 | 31,84 | 34,82 | Yes | |
| 6435 | VR | 23/12/21 | Verona-collettore 8 M | 226,000 | 1,7E+04 | 33,63 | 37,70 | Yes | |
| 6147 | VI | 15/12/21 | Vicenza Casale | 92,000 | 1,6E+04 | 37,01 | – | Yes | |
| 6341 | VI | 21/12/21 | Vicenza Casale | 92,000 | 7,9E+03 | 34,12 | 37,30 | Yes |
Presence of mutations characteristic of the Omicron variant.
Fig. 1Number of Omicron positive samples detected in the three weeks of December (05.12.2021–25.12.2021) divided by Region/A.P.
Samples negative for Omicron variant are reported in green; positive samples are represented in red.
Fig. 2Geographic spread of the Omicron positive samples during the three weeks of December (05.12.2021–25.12.2021) by province
Regions in which wastewater surveillance was not yet activated at the time of the study are reported in black. Provinces for which no samples were tested in the study are reported in grey. Detection of the Omicron variant is reported in orange.
Mutations detected by nested RT-PCR amplification followed by Sanger sequencing.
| ID SARI | Mutations | Suggested variant |
|---|---|---|
| 6236 | G339D | Omicron |
| 6383 | S375F | |
| 6339, 6408 | G339D, S371P | |
| 6333, 6404 | S371L, S375F | |
| 6330 | T323I, G339D | |
| 6393 | G257V, G339D, S371L, S373P, S375F | |
| 6234, 6235, 6372, 6387, 6388, 6394, 6407, 6409, 6433, 6435, 6449 | G339D, R346K, S371L, S373P, S375F (BA.1.1) | |
| 6117, 6144, 6238, 6251, 6284, 6285, 6314, 6316, 6317, 6340, 6356, | G339D, S371F, S373P, S375F | |
| 6146, 6287, 6290, 6308, 6319, 6328, 6329, 6334, 6341, 6364, 6389, 6390, 6392, 6396, 6398, 6399,6405, 6413,6427, 6432, 6434, 6445, 6446, 6453, 6454, 6456,6659, 6661, 6664 | G339D, S371L, S373P, S375F | |
| 6428 | G339D, S371F, S375F | |
| 6112, 6302, 6731 | G339D, S371P, S375F | |
| 6332 | G339D, S373P, S375F | |
| 6007, 6147, 6240, 6243, 6244, 6259, 6280, 6283, 6289, 6306, 6310, 6312, 6325, 6348, 6351, 6358, 6373, 6386, 6391, 6403, 6406, 6425, 6426, 6430, 6730, 6732 | No mutations | Unassigned |
| 6187, 6327, 6331, 6371 | Mixed electropherogram | |
| 6355, 6424 | P251L | |
| 6402 | P251L, S371P |
| Conceptualization | Ideas; formulation or evolution of overarching research goals and aims | GLR, ES |
| Methodology | Development or design of methodology; creation of models | GLR, ES |
| Software | Programming, software development; designing computer programs; implementation of the computer code and supporting algorithms; testing of existing code components | DB, MR, MG |
| Validation | Verification, whether as a part of the activity or separate, of the overall replication/ reproducibility of results/experiments and other research outputs | GLR, ES |
| Formal analysis | Application of statistical, mathematical, computational, or other formal techniques to analyze or synthesize study data | GLR, ES, DB, MR, MG |
| Investigation | Conducting a research and investigation process, specifically performing the experiments, or data/evidence collection | GLR, MI, CV, PM, GBF, ES, the SARI Network |
| Resources | Provision of study materials, reagents, materials, patients, laboratory samples, animals, instrumentation, computing resources, or other analysis tools | GLR, ES, the SARI Network |
| Data Curation | Management activities to annotate (produce metadata), scrub data and maintain research data (including software code, where it is necessary for interpreting the data itself) for initial use and later reuse | GLR, ES, MR, MG, the SARI Network |
| Writing - Original Draft | Preparation, creation and/or presentation of the published work, specifically writing the initial draft (including substantive translation) | GLR, ES |
| Writing - Review & Editing | Preparation, creation and/or presentation of the published work by those from the original research group, specifically critical review, commentary or revision – including pre-or postpublication stages | GLR, ES, LB, LL, the SARI Network |
| Visualization | Preparation, creation and/or presentation of the published work, specifically visualization/ data presentation | GLR, ES, CV, PM, GBF |
| Supervision | Oversight and leadership responsibility for the research activity planning and execution, including mentorship external to the core team | GLR, ES |
| Project administration | Management and coordination responsibility for the research activity planning and execution | GLR, ES |
| Funding acquisition | Acquisition of the financial support for the project leading to this publication | GLR, ES, LB, LL |