(CNN) Rescuers rushed from the rubble with babies in their arms after a gas explosion leveled part of a maternity hospital in Mexico City on Thursday, killing at least three people and injuring dozens more.

More than 100 people were inside Cuajimalpa Maternal Hospital when the blast occurred at about 7 a.m., minutes after a hose burst on a truck supplying gas to the building. Paramedics carried bloodied victims on stretchers.

Ivonne Lugo Durantes told CNNMexico she spent 10 minutes trapped under rubble before rescuers reached her.

The supervising nurse called her husband, Mario Angeles Sanchez, after the blast. As she described what was happening, he heard people in the background screaming for help.

"I am still a little bit in shock. It was a nightmare," she said, describing how hospital workers tried to rescue babies from a nursery as flames engulfed the building.

Photos: Explosion at Mexico hospital An aerial photo shows the scene after a gas explosion that rocked a maternity hospital on the outskirts of Mexico City on Thursday, January 29. Two people were killed, the city's mayor said, correcting earlier official statements with a higher death toll. Hide Caption 1 of 16 Photos: Explosion at Mexico hospital Explosion at Mexico hospital – Mexican President Enrique Peña Nieto and his wife, Angelica Rivera, talk with an injured woman at ABC Hospital in Mexico City. Hide Caption 2 of 16 Photos: Explosion at Mexico hospital Rescue workers form a human chain as they clear wreckage following the explosion. Hide Caption 3 of 16 Photos: Explosion at Mexico hospital Rescue workers climb through the rubble left by the explosion. A truck was supplying gas to the hospital when apparently a hose burst and the resulting leak caused an explosion, Mexico City Mayor Miguel Angel Mancera said. Hide Caption 4 of 16 Photos: Explosion at Mexico hospital Smoke rises from the site of the explosion. Hide Caption 5 of 16 Photos: Explosion at Mexico hospital Police officers guard the area near the scene of the explosion. Hide Caption 6 of 16 Photos: Explosion at Mexico hospital Rescuers comb through the debris looking for victims. Hide Caption 7 of 16 Photos: Explosion at Mexico hospital The explosion left the building on the verge of collapse. Hide Caption 8 of 16 Photos: Explosion at Mexico hospital Police block off the area near the scene of the explosion. Hide Caption 9 of 16 Photos: Explosion at Mexico hospital People wait outside the blocked-off area. Hide Caption 10 of 16 Photos: Explosion at Mexico hospital Firefighters battle flames in the debris. Hide Caption 11 of 16 Photos: Explosion at Mexico hospital A firefighter who had been working on the wreckage is examined by a Red Cross paramedic. Hide Caption 12 of 16 Photos: Explosion at Mexico hospital An injured woman is treated after the blast. Hide Caption 13 of 16 Photos: Explosion at Mexico hospital Rescuers and their dogs search the wreckage. There are fears that people might be trapped in the debris. Hide Caption 14 of 16 Photos: Explosion at Mexico hospital The Cuajimalpa Maternal Hospital is on the southwest outskirts of Mexico City. It was founded in 1993 and is part of the city's government health system. Hide Caption 15 of 16 Photos: Explosion at Mexico hospital The Red Cross reported that it provided 23 ambulances and more than 40 rescuers to the efforts. Hide Caption 16 of 16

A nurse and two babies were killed by the blast, Mexico City Health Secretary Armando Ahued told CNN affiliate FOROtv. At least 73 people were injured, he said, including about 20 newborns.

Officials initially reported a higher death toll, but later said a mix-up between the number of those deceased and those seriously injured led to an incorrect report.

Outside the hospital, frantic family members searched for word of loved ones they feared were inside.

Searching continued Thursday evening at the site, though officials said it appeared everyone had been accounted for.

'She covered up the baby and ran'

Jose Eduardo was relieved to learn his wife and son, who was born on Wednesday, had survived the blast. He heard about the explosion on the news from his home, where he'd gone to rest after the baby was born. He rushed to the hospital to be by his wife's side.

"She told me that it started to smell like gas and the ceiling started to fall on everyone," he told CNNMexico. "She covered up the baby and ran."

His wife was barefoot when she escaped, he said. Others were naked.

"We started pulling babies from the debris who were alive," Ignacio, a volunteer at the scene, told CNN. "We pulled out, fortunately, I think we pulled out seven. We would've wanted to pull out more."

Witnesses said the explosion shook the neighborhood.

"We heard something, and it smelled so much like gas, really a lot. And then two minutes, three seconds later, we saw an explosion that made everything fly in the air," witness Teresa Ramirez told CNNMexico . "It threw me to the ground."

La @PoliciaFedMx realiza labores de rescate y búsqueda en Hospital Materno Infantil #Cuajimalpa . Información al 088. pic.twitter.com/Sn8U9Q0enP — Enrique Galindo C (@EF_Galindo) January 29, 2015

Virginia Gonzalez, who lives near the hospital, said her patio was covered with broken glass from blown-out windows.

After the explosion, Mexicans eager to help lined up at hospitals where victims were being treated, offering to donate blood and bringing bottled water and diapers for survivors.

Lugo, the nurse who was inside the hospital during the explosion, told CNNMexico she is suffering from first-degree burns but feels lucky to be alive.

"I feel grateful to have another chance to keep living," she said, "to keep working as a nurse."

Three detained as authorities investigate blast

First, calls came into firefighters reporting a gas leak at the hospital, a facility on the southwest outskirts of Mexico City that is part of the government health system.

Hospital workers had already started evacuating the building when the explosion happened minutes later, Mayor Miguel Angel Mancera told reporters.

One of the city's publicly accessible webcams captured the blast, showing a plume of smoke rising from the direction of the hospital.

GIF La Explosión de la pipa de gas en Hospital Materno Infantil de Cuajimalpa vista desde Torre Latino. Fue 7:09am pic.twitter.com/YnSlP1po3d — Webcams de México (@webcamsdemexico) January 29, 2015

A truck was supplying gas to the hospital when apparently a hose burst and the resulting leak caused an explosion, Mancera said.

The driver and two assistants delivering the gas have been detained, Mancera's office told CNNMexico. Two of the detained workers are hospitalized, and one is receiving other medical care, the office said.

The gas in question is known as liquefied petroleum gas, a mix that could be mostly propane or mostly butane. These propane/butane mixes are commonly used in Mexico for heating, cooking and other fuel applications.

Gas Express Nieto, the company that owned the truck, has operated in Mexico City since 2007 and has a contract to supply gas to hospitals run by the Mexico City government, the mayor said.

The hospital is 70% collapsed, Mancera said, although some walls and steel columns are still standing.