INDIANAPOLIS — The investigation into an explosion in Indianapolis that killed two people and decimated a neighborhood turned Tuesday to natural gas-fueled appliances.

Indianapolis Homeland Security Director Gary Coons issued a statement saying his “investigators believe natural gas is involved” and that they were “recovering the appliances from destroyed homes to help determine the cause.”

The explosion showed some signs that aren’t typical of a natural gas explosion caused by an appliance, experts said, but it still could have been tied to a faulty furnace — if conditions were right.

The owner of the house believed to be at the center of Saturday’s explosion has said the home’s furnace had been having problems. But experts said that doesn’t mean homeowners should be worried that their furnaces are about to explode.

John Erickson, vice president of the American Public Gas Association, said it would take a far more serious malfunction than just a pilot light going out.

Coons released his statement after the National Transportation Safety Board said investigators had found no leaks in the gas main or pipes leading into the house that exploded.

The lines inside the house would be under the oversight of the utility or the state, NTSB spokesman Keith Holloway said.

Citizens Energy spokeswoman Sarah Holsapple said the utility had found no leaks in its underground facilities in the neighborhood.

The Indiana Utility Regulatory Commission had no comment Tuesday.

Richard Schreiber, a forensic mechanical engineer with Intertek AIM in Sunnyvale, Calif., said it’s usually immediately evident whether the blast was caused by natural gas.

Schreiber said that with explosions involving solids such as dynamite, the center of the blast is tightly concentrated, creating a crater. Explosions caused by flammable gas are typically spread out over a wide area, such as throughout the interior of a building filled with leaking gas, he said.

“If the investigators don’t find a crater, that pretty much means it was something other than a solid phase explosion,” he said, meaning it’s likely to be a gas explosion.

But he also said such investigations can still take time.

More than a dozen home explosions linked to natural gas have occurred in the past two years.

Many involved a single home, though more devastating blasts tied to pipelines — including a 2011 explosion in Allentown, Pa., that killed five people and a blast in 2010 in San Bruno, Calif., that killed eight people and destroyed 38 homes — have been reported. A gas leak in a Colorado home last month sparked an explosion that sent five people to a hospital and damaged several homes.