Verb + direct object, no preposition
rater
no preposition
The constructions
no prepositionrater quelque chose
J'ai raté mon train ce matin.
Why
Rater is direct: rater le train, rater un examen, rater une occasion. Manquer, in this sense, is direct as well: manquer le train. Only with de does manquer change meaning.