The official sign-up season for President Barack Obama’s health care law may be over, but leading congressional Democrats say millions of Americans facing new tax penalties deserve a second chance.

Three senior House members strongly urged the administration Monday to grant a special sign-up opportunity for uninsured taxpayers who will be facing fines under the law for the first time this year.

Michigan’s Sander Levin, the ranking Democrat on the Ways and Means Committee, and Reps. Jim McDermott of Washington and Lloyd Doggett of Texas all worked to help steer Obama’s law through Congress in 2010. The lawmakers say they are concerned that many of their constituents will find out about the penalties after it’s already too late for them to sign up for coverage, since open enrollment ended Sunday.

That means they could wind up uninsured for another year, only to owe substantially higher fines in 2016. The fines are collected through the income tax system.

“For the many families who may now be about to pay a penalty, there should be an opportunity to avoid both further penalties and to obtain affordable health insurance,” said Doggett.

This year is the first time ordinary Americans will experience the complicated interactions between the health care law and taxes. Based on congressional analysis, tax preparation giant H&R Block says roughly 4 million uninsured people will pay penalties.

“Open enrollment period ended before many Americans filed their taxes,” Levin, McDermott and Doggett said in a statement. “Without a special enrollment period, many people (who will be paying fines) will not have another opportunity to get health coverage this year.

“A special enrollment period will not only help many Americans avoid making an even larger payment next year, but, more importantly, it will help them gain quality health insurance for 2015,” they added.

So far, administration officials have deflected questions about whether an extension will be granted. Health and Human Services Secretary Sylvia M. Burwell has authority to grant special enrollment periods under certain circumstances.

Supporters of the law say an extension would mainly help low- to middle-income uninsured people, the same group that Obama’s coverage expansion was intended to serve. But Republicans may criticize it as another tweak to what they see as unworkable “Obamacare.”

The health care law imposes fines on uninsured people whose incomes are deemed high enough to enable them to afford coverage. The goal is to broaden the pool of insured people, helping to keep premiums in check for everybody.

The law also offers subsidies to lower the cost of private coverage for people who don’t have job-based health care. That financial assistance is provided through a new tax credit.

Although the tax credit subsidies cover most of the premiums for many people, the coverage requirement and the fines that enforce it remain deeply unpopular. And the cost of being uninsured in America is going up significantly.

For 2014, the fine was the greater of $95 per person or 1 percent of household income above the threshold for filing taxes. That fine will be collected when taxpayers file their 2014 returns.

But this year the fine will jump to the greater of 2 percent of income or $325. By 2016, the average fine will be about $1,100, based on government figures.