Mesenchymal Stromal Cells for the Treatment of SARS-CoV-2 Induced Acute Respiratory Failure (COVID-19 Disease)

Earlier, a healthy donor provided blood cells to generate MSCs. These cells were grown and frozen for later use. Before being treated, the patient will receive a series of standard medical tests: These tests are done to assess the patient's eligibility to receive the cells. * Physical exam and history * SARS-CoV-2 test * Blood tests * Chest X-ray or chest CT Scan * A urine pregnancy test, when applicable The patient will be randomly assigned to a study group. We'll use a computer to put the patient into study group A (study drug) or group B (control) by chance (randomized). Patients randomized to the control group, will receive the standard treatment for their respiratory infection. On the day that the patient is scheduled to receive the cells they will be pre-medicated with Benadryl and Tylenol. The patient will then receive an intravenous (into the vein) infusion of 1 x 10\^8 cells/kg of MSCs. The patient will be monitored closely for two hours after the infusion. The patient will receive a second infusion at the same dose within 3-5 days of the initial infusion (at the discretion of the investigator) if there is no improvement in respiratory parameters or if there is a worsening of Acute respiratory distress syndrome (ARDS). The patient will receive standard medical tests when getting the infusion(s) and afterwards. As part of the research study, the patient will be evaluated daily for 7 days and then weekly at weeks 2, 3, and 4. The evaluations that will be done at these visits include: * Physical exam and history * SARS-CoV-2 test * Blood tests * Chest X-ray or chest CT Scan