Originally Published: 06 AUG 21 03:54 ET

Updated: 01 AUG 23 07:20 ET

By Mallika Kallingal and Andy Rose, CNN

(CNN) — Prosecutors in Idaho are planning to seek the death penalty in the murder case against Chad Daybell, according to a court document filed Thursday. Daybell is accused of conspiring with his current wife, Lori Vallow, to kill two of her children and his first wife. He has pleaded not guilty.

The prosecutors wrote in the court document that each homicide was “especially heinous, atrocious or cruel, manifesting exceptional depravity.”

A grand jury in Idaho indicted Daybell and Vallow in May on murder charges in connection with the deaths of Vallow’s two children, 16-year-old Tylee Ryan and 7-year-old Joshua “JJ” Vallow.

Daybell is also charged with murdering his then-wife, Tammy, who was initially believed to have died in her sleep in October 2019, less than three weeks before Daybell married Vallow.

The children’s disappearance became national news after Daybell and Vallow abruptly left Idaho following questioning by police about the disappearance of Tylee and JJ as well as Tammy Daybell’s death.

Vallow’s children were last seen on different days in September 2019. Law enforcement officials found their remains on Daybell’s rural property in Fremont County nine months later.

Along with the murder charges, Daybell is charged with insurance fraud stemming from life insurance policies that allegedly paid him money after his wife’s death.

Vallow is charged with grand theft for allegedly continuing to draw Social Security benefits for her children after their deaths.

Daybell has entered not guilty pleas to all charges and his trial is set to begin November 8.

Vallow’s case has been put on hold indefinitely after a judge determined she was not currently competent to stand trial and recommended she seek psychological treatment, according to a court order.

Correction: A previous version of this story gave the wrong age for Tylee Ryan. She was 16 at the time of her death.