Key Inclusion Criteria:
1. Patient is able and willing to provide written informed consent
2. Be \> 18 years of age on day of signing informed consent
3. Have histologically or cytologically confirmed SCLC that meets:
1. Extensive disease per criteria of the International Association for the Study of Lung Cancer (IASLC)-American Joint Committee on Cancer (AJCC) TNM staging system
2. Have not tolerated or have progressed or relapsed on or within 6 months of platinum-based chemotherapy
4. Have a performance status of ≤ 1 on the ECOG Performance Scale
5. Have measurable disease based on RECIST 1.1
6. Willing to undergo core needle or incisional biopsy to obtain fresh tumor tissue specimens
7. Demonstrate adequate organ function as evidenced by laboratory testing with specimens collected within 10 days prior to day 1 of cycle 1
8. Must have recovered from the effects of any prior systemic therapy, radiotherapy or surgery to Grade 1 or less
9. If received major surgery or radiation therapy of \> 30 Gy, recovered from the toxicity and/or complications from the intervention is required
10. Female child-bearing potential must have a negative urine or serum pregnancy test within 72 hours prior to receiving the first dose of study medication
11. Sexually active male or female must be surgically sterile post-menopausal, or must agree to use a physician-approved method of birth control during the study through a minimum of 120 days after the last study drug administration.
Key Exclusion Criteria:
1. Has received more than 2 platinum-based regimens against SCLC
2. Has received pembrolizumab, or prior therapy with an anti-PD-1, anti-PD-L1, anti-PD-L2, or anti-Cytotoxic T-lymphocyte-associated antigen-4 (CTLA-4) antibody as part of any previous therapy, including trials
3. Has participated in Merck MK-3475 (pembrolizumab) clinical trials
4. Has received pegzilarginase as part of any previous therapy
5. Is currently participating in a study of an investigational agent or received the last dose of an investigational agent within 4 weeks prior to the first dose of treatment in this study (a shorter interval for kinase inhibitors or other short half-life drugs could be considered after approval from the Sponsor). Is currently participating in a study of an investigational device within 4 weeks of the first dose of treatment
6. Has a diagnosis of an immunodeficiency, is receiving systemic steroid therapy (except for physiological dose levels), or immunosuppressive therapies
7. Has had a prior monoclonal antibody (mAb) within 4 weeks prior to first dose or who has not recovered (i.e., ≤ Grade 1) from adverse reactions due to agents administered more than 4 weeks earlier
8. Has had prior chemotherapy, targeted small molecule therapy, or radiation therapy within 2 weeks prior to first dose or who has not recovered (i.e., ≤ Grade 1 or at baseline) from treatment-emergent adverse reactions due to a previously administered agent
9. If the patient has undergone major surgery, must have recovered adequately from the toxicity and/or complications prior to starting therapy
10. Has received transfusion of blood products or administration of colony stimulating factors within 14 days prior to first study dose
11. Has a known additional malignancy that is progressing or has required active treatment within the past 3 years. Exceptions include basal cell carcinoma of the skin, squamous cell carcinoma of the skin, or carcinoma in situ (e.g. breast carcinoma, cervical cancer) that has undergone potentially curative therapy
12. Has known central nervous system (CNS) metastases. However, patients with previously treated brain metastases may participate provided neurologic symptoms have stabilized, there is no evidence of new brain metastases or hemorrhage and they are not using steroids for brain metastases or for complications derived from their treatment for at least 7 days prior to the first dose of study treatment
13. Has known carcinomatous meningitis
14. Has an active autoimmune disease requiring systemic treatment in the past 2 years (i.e. with use of disease modifying agents, corticosteroids or immunosuppressive drugs) or a documented history of clinically severe autoimmune disease, or a syndrome that requires systemic steroids or immunosuppressive agents. Patients with vitiligo or resolved childhood asthma/atopy are an exception to this rule. Patients that require intermittent use of bronchodilators or local steroid injections will not be excluded from the study. Patients with hypothyroidism stable on hormone replacement or Sjorgen's syndrome will not be excluded from the study. Replacement therapy (e.g. thyroxine, insulin, or physiologic corticosteroid replacement therapy for adrenal or pituitary insufficiency, etc) is not considered a form of systemic treatment
15. Has evidence of interstitial lung disease, history of non-infectious pneumonitis that required steroids, or current pneumonitis
16. Has an active infection requiring systemic therapy
17. Inadequately controlled hypertension (defined as systolic blood pressure ≥ 200 mmHg and/or diastolic blood pressure ≥ 120 mmHg) on more than one occasion in the month before planned day of infusion
18. Currently taking 3 or more anti-hypertensive medications
19. Prior history of hypertensive crisis or hypertensive encephalopathy
20. History of myocardial infarction, unstable angina, cardiac or other vascular stenting, angioplasty, or cardiac or vascular surgery within 6 months prior to day 1 of study treatment
21. Has a history or current evidence of any condition, therapy, or laboratory abnormality that might confound the results of the trial, interfere with the patient's participation for the full duration of the trial, or is not in the best interest of the patient to participate, in the opinion of the treating investigator
22. Has known psychiatric or substance abuse disorders that would interfere with cooperation with the requirements of the trial
23. Is pregnant or breastfeeding, or expecting to conceive or father children within the projected duration of the trial, starting with the pre-screening or screening visit through 120 days after the last dose of trial treatment
24. Has a known history of Human Immunodeficiency Virus (HIV) (positive for HIV p24 antigen or HIV 1/2 antibodies)
25. Has known active Hepatitis B (e.g., HBsAg reactive) or Hepatitis C (e.g., HCV RNA \[qualitative\] is detected)
26. Has received a live-virus vaccination within 30 days prior to the planned first dose of study therapy
27. Has a known history of active tuberculosis (Bacillus tuberculosis)
28. Has a history of hypersensitivity to PEG or any component of the pegzilarginase formulation
29. Severe hypersensitivity (≥ Grade 3) to any excipient of pegzilarginase or pembrolizumab
30. Has had an allogenic tissue/solid organ transplant.