Nucleoside analogue reverse transcriptase inhibitors (NRTIs) damage mitochondrial function by inhibiting DNA polymerase gamma, which is responsible for the replication of mitochondrial DNA and therefore for the synthesis of mitochondrial enzymes.
These drugs are:

The lactic acidosis is typically profound (studies quote admission lactates of 10-20mmol/L) and long-lasting (as the recovery typically demands the synthesis of new enzymes). Different tissues recover them at different rates; peripheral neuropathy due to NRTIs can last for months after an episode, whereas bone marrow recovers quite rapidly and completely. One can expect that tissues which normally have a high rate of turnover would recover most rapidly.
Brinkman, Kees, et al. "Mitochondrial toxicity induced by nucleoside-analog reverse-transcriptase inhibitors is a key factor in the pathogenesis of antiretroviral-therapy related lipodystrophy." Lancet 354 (1999): 1112-15.
Brinkman, Kees, and H. J. Ter Hofstede. "Mitochondrial toxicity of nucleoside analogue reverse transcriptase inhibitors: lactic acidosis, risk factors and therapeutic options." AIDS rev 1 (1999): 140-146.