The man entered the residence and assaulted two people before fleeing in a vehicle, police said.
The incident affected traffic for several hours, authorities said.
The woman was reported missing from Indio on Monday, and her body was discovered later that same day.
Investigators are trying to identify any suspects involved in the shooting, authorities said.
Cal Fire/Riverside County Fire Department firefighters arrived to find flames erupting from the building's roof.
Authorities have confirmed the woman's identity.
The "inaccessible rescue" call was reported at 1:12 p.m. Monday at Cross Trail near the Bump and Grind Trail, according to fire officials.
The collision was reported shortly after 1:50 p.m. Monday on Cary Road north of Cahuilla Road, according to fire officials.
The blaze was reported at 12:44 p.m. Monday on Avenue 54 east of Polk Street, according to Cal Fire/Riverside County Fire Department.
The Indio Police Department said that the investigation remains ongoing.
Police said the rider committed multiple traffic violations during the pursuit.
He is being held without bail at the nearby Byrd Detention Center.
Johnny Ramirez, 34, of Escondido killed 24-year-old Ricardo Gallardo in 2020.
The suspect was airlifted to a local hospital.
He was employed as a deputy sheriff from June 2007 to the fall of 2026.
The man was transported by helicopter to a local hospital, police said.
The rider, identified only as a 48-year-old man, suffered major injuries and was taken to Desert Regional Medical Center in Palm Springs.
The charges were originally felonies, but under the defense's plea offer, all counts were reduced to misdemeanors.
Johnny Acosta, now 31, was serving with the Desert Hot Springs Police Department when a call was received about a school break-in.
Issac Marquez Vargas, 26, pleaded guilty and was immediately sentenced to 24 years in state prison.
One person was injured Saturday when a car crashed into three parked vehicles in Bermuda Dunes northeast of Palm Desert, authorities said.
Authorities said they believe there may be additional victims.
The Indio Police Department shared a loving tribute to Hoki, who died on Monday.
Johnny Ramirez, 34, of Escondido, allegedly joined 33-year-old Edgar Navez of Desert Hot Springs in the deadly attack on Ricardo Gallardo.
The crash was reported shortly before 1 p.m. Monday near 66th Avenue, according to the California Highway Patrol.
The 19-year-old caller told dispatchers that his stepfather, Samuel Alfred Tomasello, had shot him and his mother.
Investigators are working to determine whether a medical emergency contributed to the crash.
The person was transported to a hospital for further evaluation.
The pickup truck driver was evaluated at the scene by paramedics but not hospitalized, authorities said.
There were no signs of foul play, authorities said.
Police said a person was crossing north across E. Palm Canyon Drive outside of a crosswalk when they were struck by a vehicle.
Firefighters encountered a small fire near the back of the building when they responded to the scene.
Deputies met with paramedics at the scene who pronounced the person dead.
He was taken into custody after an officer deployed a Taser following a brief pursuit, police said.
The two-day electronic music festival took place Oct. 10-11 at the Empire Polo Club.
A judge ruled Tuesday there was insufficient evidence to bound the defendant, 56-year-old William Joseph Leonard, over for trial.
The defense argued the shooting was accidental. The prosecution countered that the defendant, then 18, understood the dangers.
The crash was reported at about 9:40 p.m. Sunday at the intersection of North Sunrise Way and East Vista Chino.
The victim was hoisted to a nearby landing zone to be placed in a ground ambulance and taken to a hospital for treatment, officials said.
He is being held on $1 million bail at the Benoit Detention Center.