Senju Pharmaceutical Co. v. Lupin Limited , 780 F.3d 1337 ( 2015 )


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  •   United States Court of Appeals
    for the Federal Circuit
    ______________________
    SENJU PHARMACEUTICAL CO., LTD.,
    KYORIN PHARMACEUTICAL CO., LTD.,
    ALLERGAN, INC.,
    Plaintiffs-Appellants
    v.
    LUPIN LIMITED, LUPIN PHARMACEUTICALS,
    INC.,
    Defendants-Appellees
    HI-TECH PHARMACAL CO., INC.,
    Defendant-Appellee
    ______________________
    2013-1630
    ______________________
    Appeal from the United States District Court for the
    District of Delaware in No. 11-CV-0271, 11-CV-0439, 11-
    CV-0926, 11-CV-1059, Judge Sue L. Robinson.
    ______________________
    Decided: March 20, 2015
    ______________________
    MARK ANDREW PERRY, Gibson, Dunn & Crutcher LLP,
    Washington, DC, argued for plaintiffs-appellants. Also
    represented by JEFFREY T. THOMAS, Irvine, CA, LUCAS C.
    TOWNSEND, Washington, DC; RICHARD D. KELLY, FRANK
    JONAH WEST, STEPHEN G. BAXTER, Oblon, Spivak, McClel-
    land, Maier & Neustadt, LLP, Alexandria, VA.
    2                SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    DEANNE M. MAZZOCHI, Rakoczy Molino Mazzochi
    Siwik LLP, Chicago, IL, argued for defendants-appellees
    Lupin Limited, Lupin Pharmaceuticals, Inc. Also repre-
    sented by WILLIAM A. RAKOCZY, PAUL J. MOLINO, ANUJ
    KUMAR WADHWA, JOHN POLIVICK, BRIAN PETER MURRAY.
    JEFFREY T. CASTELLANO, Shaw Keller LLP, Wilming-
    ton, DE, argued for defendant-appellee Hi-Tech Pharma-
    cal Co., Inc. Also represented by KAREN E. KELLER;
    STEVEN D. ROTH, Locke Lord, LLP, New York, NY.
    ______________________
    Before NEWMAN, PLAGER, and MOORE, Circuit Judges.
    Opinion for the court filed by Circuit Judge PLAGER.
    Dissenting opinion filed by Circuit Judge NEWMAN.
    PLAGER, Circuit Judge.
    This is a patent case brought under the Hatch-
    Waxman Act, Pub. L. No. 98-417, 98 Stat. 1585 (“the
    Act”), on appeal from the United States District Court for
    the District of Delaware. Pursuant to the Act, plaintiffs-
    appellants Senju Pharmaceutical Co., Ltd., Kyorin Phar-
    maceutical Co., Ltd., and Allergan, Inc. (collectively
    “Senju”) sued defendants-appellees Lupin Limited and
    Lupin Pharmaceuticals, Inc. (collectively “Lupin”) and Hi-
    Tech Pharmacal Co., Inc. (“Hi-Tech”) for infringement of
    asserted claims 6 and 12-16 of reexamined U.S. Patent
    No. 6,333,045 (“the ’045 patent”). Defendants counter-
    claimed seeking a declaratory judgment of non-
    infringement and invalidity. The district court, Judge
    Sue L. Robinson, adjudged the claims infringed but inva-
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED               3
    lid for obviousness. Plaintiffs appeal the invalidity judg-
    ment. 1
    I. INTRODUCTION
    The invention at issue relates to gatifloxacin, an
    aqueous liquid pharmaceutical eye drop composition, with
    added disodium edetate (“EDTA”). Seven prior art pa-
    tents are alleged as the basis for the obviousness deter-
    mination, each containing some of the same chemistry as
    the claimed invention. In addition, there are several prior
    patent infringement suits involving the same chemistry
    and the same ’045 patent; these suits are relevant, though
    to some extent the issues and parties vary. Three of these
    infringement suits, including this one, have all been tried
    before and decided by the same district judge in the
    District of Delaware.
    The underlying issues in this case—constructive in-
    fringement under Hatch-Waxman, countered by alleged
    non-infringement and invalidity for obviousness—are
    familiar patent issues. Yet, the combination of the chem-
    istry and the prior litigation has produced here a complex
    of arguments by both parties. We address below in detail
    only those arguments that we believe have saliency with
    regard to the outcome.
    Regarding the prior law suits, the first began in
    2007. Pursuant to the Hatch-Waxman Act, a manufac-
    turer of generic drugs, Apotex Inc. and Apotex Corp.
    (“Apotex”), filed an Abbreviated New Drug Application
    (“ANDA”) with the Food and Drug Administration
    (“FDA”), seeking to market generic versions of Allergan’s
    1     Hi-Tech filed a brief in which it adopted by refer-
    ence and joined most of Lupin’s brief. Hi-Tech’s addition-
    al arguments in its brief relate to issues of intervening
    rights, which in view of the outcome we need not address
    in this opinion.
    4                SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    gatifloxacin product Zymar®. The patent on Zymar® was
    listed in the FDA’s record of Approved Drug Products
    With Therapeutic Equivalence, what is known as the
    “Orange Book.”
    In this first suit, the district court in 2010 ruled that
    the asserted claims were infringed, but that claims 1-3
    and 6-9 were invalid as obvious over the prior art. How-
    ever, the court found that defendant Apotex failed to
    demonstrate that claims 6 and 7 were invalid for lack of
    enablement and failed to demonstrate inequitable con-
    duct. Senju Pharm. Co. v. Apotex Inc., 
    717 F. Supp. 2d 404
    , 433 (D. Del. 2010) (“Apotex 1”).
    Following a motion for a new trial, or, alternatively, to
    amend judgment and findings regarding claim 7, the
    court reopened the case to consider additional evidence
    regarding claim 7. Thereafter, the court in 2011 found
    claim 7 obvious by clear and convincing evidence. Senju
    Pharm. Co. v. Apotex Inc., 
    836 F. Supp. 2d 196
    , 210-11 (D.
    Del. 2011) (“Apotex 2”). On appeal of the judgment re-
    garding claim 7, this court affirmed the judgment of
    invalidity in a summary affirmance, Senju Pharm. Co. v.
    Apotex Inc., 485 F. App’x 433 (Fed. Cir. 2012) (“Apotex I”);
    the other parts of the district judge’s rulings were not
    appealed.
    Meanwhile, in February 2011, before final judgment
    was entered in that litigation, the Senju plaintiffs peti-
    tioned the Patent and Trademark Office (“PTO”) for ex-
    parte re-examination of the ’045 patent. Plaintiffs sub-
    mitted the prior art, the arguments relied upon by the
    court and parties, and the court’s opinion. However,
    plaintiffs did not notify either the defendants or the court
    that they were seeking re-examination; it was not until
    shortly before the re-examination was completed that the
    trial court was informed.
    On initial reexamination, the PTO agreed with the
    district court that the original claims would have been
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED               5
    obvious in light of the cited prior art patents. Subse-
    quently, in October 2011, the PTO issued a reexamination
    certificate for the ’045 patent which cancelled claims 1-3
    and 8-11, allowed amended claim 6, and added claims 12-
    16.
    Then plaintiff Senju filed another suit against Apotex,
    alleging infringement of the reexamined claims and
    seeking a declaratory judgment of infringement based on
    the same ANDA filing at issue in the first litigation.
    Apotex responded to the new action by seeking dismissal
    on the grounds of res judicata, or claim preclusion (“claim”
    here referring to the civil procedure concept, not the
    patent law meaning).
    Ultimately the district court sided with Apotex and
    gave judgment against Senju on the grounds of claim
    preclusion: “the reexamination of the patent-at-issue did
    not create a new cause of action against the same previ-
    ous defendants and accused product.” Senju Pharm. Co.
    v. Apotex Inc., 
    891 F. Supp. 2d 656
    , 662 (D. Del. 2012)
    (“Apotex 3”). On appeal, this judgment was upheld in an
    extensive opinion by the Federal Circuit, Senju Pharm.
    Co. v. Apotex Inc., 
    746 F.3d 1344
    (Fed. Cir. 2014) (“Apotex
    II”).
    While all this was going on, Senju, in 2011, filed the
    suit at issue here against the Lupin and Hi-Tech defend-
    ants, asserting infringement under the Hatch-Waxman
    Act of the ’045 patent. 2 As in the second suit against
    Apotex, Senju specifically alleged infringement of the
    reexamined claims 6 and 12-16, this time based on Lu-
    2   Civ. No. 11-271, filed March 31, 2011, against Lu-
    pin, was consolidated with Civ. Nos. 11-439, filed May 18,
    2011, against Lupin, as well as 11-926, filed October 11,
    2011, and 11-1059, filed October 31, 2011, against Hi-
    Tech.
    6               SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    pin’s earlier-filed ANDA Nos. 202-653, 0.5 w/v% gatifloxa-
    cin and 202-709, 0.3 w/v% gatifloxacin, as well as Hi-
    Tech’s ANDA Nos. 203189, 0.5 w/v% gatifloxacin and
    203190, 0.3 w/v% gatifloxacin. The Lupin and Hi-Tech
    defendants had sought FDA approval to market and sell
    generic copies of Senju’s FDA approved gatifloxacin
    ophthalmic solution.
    Lupin moved for judgment on the pleadings, alleging
    that the narrower reexamined claims of the ’045 patent
    were invalid for obviousness, and that plaintiffs should be
    collaterally estopped from relitigating these claims based
    on the court’s findings in Apotex 3. The district court
    ruled that, although Lupin might later at trial succeed in
    showing that the reexamined claims were invalid for
    obviousness, Senju in the Apotex 1 & 2 litigations had not
    fully litigated a claim with a limitation of 0.01 w/v%
    EDTA and, therefore, collateral estoppel would not ap-
    ply. 3 J.A. 7.
    As noted earlier, the ’045 patent is directed to aque-
    ous liquid pharmaceutical compositions comprising gat-
    ifloxacin and EDTA, as well as various methods utilizing
    these compositions. The ’045 patent’s original U.S. filing
    date is April 21, 2000. The reexamined claims at issue
    are:
    6. A method for raising corneal permeability of an
    aqueous pharmaceutical Gatifloxacin eye drop so-
    lution comprising Gatifloxacin or its salt, having a
    pH of from above 5 to about 6 containing from
    about 0.3 to about 0.8 w/v% Gatifloxacin or its
    salt, which comprises incorporating about 0.01
    3   At the time of trial, the district court declined to
    entertain Lupin’s renewed collateral estoppel argument.
    J.A. 7.
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED              7
    w/v% disodium edetate into said Gatifloxacin eye
    drop solution.
    12. An aqueous liquid pharmaceutical eye drop
    composition which comprises from about 0.3 to
    about 0.8 w/v% Gatifloxacin or its salt, about
    0.01 w/v% disodium edetate, and wherein the
    aqueous liquid pharmaceutical composition has a
    pH of from about 5 to about 6.
    13. The aqueous liquid pharmaceutical eye drop
    composition according to claim 12, comprising
    about 0.3 w/v% Gatifloxacin or its salt.
    14. The aqueous liquid pharmaceutical eye drop
    composition according to claim 12, comprising
    about 0.5 w/v% Gatifloxacin or its salt.
    15. The aqueous liquid pharmaceutical eye drop
    composition according to claim 12, comprising at
    least one isotonic agent selected from the group
    consisting of sodium chloride, potassium chloride,
    glycerin, mannitol and glucose.
    16. The aqueous liquid pharmaceutical eye drop
    composition according to claim 14, wherein the at
    least one isotonic agent is sodium chloride.
    ’045 patent Reexamination Certificate, 1:25-2:24; J.A.
    2702.
    The district court, having reserved the question of in-
    fringement and the validity of the reexamined claims in
    light of the prior art of record, proceeded to trial. The
    court’s ultimate judgment was that the reexamined
    claims were infringed, but were invalid for obviousness.
    Thus, the question before us is in this appeal is whether
    the district court erred when, in the current suit against
    Lupin and Hi-Tech, it concluded that reexamined claims 6
    and 12-16 of the ’045 patent were invalid for obviousness.
    8               SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    We have jurisdiction under 28 U.S.C. §§ 1292(c)(2) and
    1295(a).
    II. DISCUSSION
    A. Standard of Review
    Obviousness is a question of law that we review with-
    out deference. Pozen Inc. v. Par Pharm., Inc., 
    696 F.3d 1151
    , 1160 (Fed. Cir. 2012). Following a bench trial, we
    review underlying factual determinations for clear error.
    
    Id. An obviousness
    inquiry assesses “the differences be-
    tween the subject matter sought to be patented and the
    prior art” to ascertain whether “the subject matter as a
    whole would have been obvious at the time the invention
    was made to a person having ordinary skill in the art to
    which said subject matter pertains.” 35 U.S.C. § 103(a)
    (1994). “[A] patent composed of several elements is not
    proved obvious merely by demonstrating that each of its
    elements was, independently, known in the prior art.”
    KSR Int’l Co. v. Teleflex Inc., 
    550 U.S. 398
    , 418 (2007).
    Thus, a defendant asserting obviousness in view of a
    combination of references has the burden to show by clear
    and convincing evidence that a person of ordinary skill in
    the relevant field had reason to combine the elements in
    the manner claimed. 
    Id. at 418-19.
    In addition to show-
    ing a reason to combine the elements in the manner
    claimed, a defendant must also demonstrate that a person
    of ordinary skill would have a reasonable expectation of
    success in combining the elements. PharmaStem Thera-
    peutics, Inc. v. ViaCell, Inc., 
    491 F.3d 1342
    , 1360 (Fed.
    Cir. 2007).
    B. Analysis
    The Senju appellants make two main arguments re-
    lating to obviousness: (1) the district court erred by find-
    ing that the prior art taught using 0.01 w/v% EDTA in an
    ophthalmic formulation would work to increase corneal
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED               9
    permeability; and (2) the district court erred by finding
    appellants’ proffer of evidence of unexpected results
    unavailing. We will consider each of these arguments in
    turn.
    1. Obviousness
    Before addressing the substantive obviousness analy-
    sis conducted by the district court, we address Senju’s
    arguments regarding the methodology the district court
    used in its analysis. First, appellants argue that the
    district court improperly utilized its obviousness findings
    from its decision in Apotex 1 as the basis from which to
    begin its invalidity inquiries in this case, essentially
    lessening appellees’ burden of proving by clear and con-
    vincing evidence that the reexamined claims asserted in
    the present case would have been obvious. Appellants
    argue that the district court’s factual findings in Apotex 1
    should have played no role in the invalidity inquiry in this
    case because the currently asserted reexamined claims
    contain new limitations and disclose only a narrow subset
    of the original claimed invention, commensurate with
    objective evidence of unexpected results.
    Appellants argue that the district court relied upon
    findings from Apotex 1 regarding EDTA concentrations
    and pH range to conclude that the new limitations in the
    reexamined claims do not distinguish the claimed inven-
    tions from the prior art. They argue that the court ana-
    lyzed the claims in piecemeal fashion, violating the
    requirement in section 103 of the Patent Act that courts
    analyze the obviousness of an invention “as a whole.” See
    35 U.S.C. § 103(a).
    Appellants argue that the district court by this meth-
    od of analysis effectively applied a presumption of invalid-
    ity to the reexamined claims, resulting in the district
    court’s failure to evaluate the limitations holistically. In
    effect, appellants argue, the district court used the prede-
    cessor claims as prior art to the present claims even
    10               SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    though such methodology is erroneous as a matter of law.
    Appellant Br. 63-64 (citing Interconnect Planning Corp. v.
    Feil, 
    774 F.2d 1132
    , 1137 (Fed. Cir. 1985)).
    Appellees respond that appellants’ pursuit of reex-
    amined claims 6 and 12-16 was merely a failed attempt to
    bypass the district court’s Apotex 1 invalidity judgment
    and prior art teachings and that appellants cannot now
    claim the district court’s methodology is the reason for
    their failings. Appellees argue that the district court did
    not err by declining to repeat the identical reasoning for
    identical factual findings that appellants never appealed
    in Apotex 1. Appellees note that appellants’ singular
    focus at trial was the 0.01 w/v% EDTA for corneal perme-
    ability and that appellants never raised the arguments
    rejected in Apotex 1, or new arguments outside this issue.
    Thus, appellees argue, the district court properly declined
    to “find” anew facts appellants did not dispute at trial or
    those already found and not appealed in Apotex 1 because
    such facts are undisputed. Nevertheless, appellees point
    out that the district court properly made new fact findings
    specific to the reexamined claims as a whole, even beyond
    the 0.01 w/v% EDTA issue appellants pursued at trial,
    repeating a complete obviousness analysis for each claim
    appellants asserted, and supporting all of its findings
    with evidence of record from this case.
    In support of their position that the district court used
    the predecessor claims as prior art to the present claims
    and failed to analyze the reexamined claims holistically,
    appellants cite Interconnect Planning Corp., 
    774 F.2d 1132
    . In Interconnect, we held that the district court
    improperly weighed the changes in the reissue claim
    against the original claim and failed to consider the
    differences between the prior art and the reissue claim as
    a whole. 
    Id. at 1137.
    This case is distinguishable from
    the present case. Contrary to appellants’ characteriza-
    tion, the district court in the present case did not hand-
    pick limitations in the reexamined claims to analyze.
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED              11
    Instead, the district court focused on appellants’ own
    arguments, which highlighted key claim limitations that
    distinguished the reexamined claims from the prior art
    generally.
    We conclude that the district court properly consid-
    ered as a whole all of the limitations in appellants’
    amended and newly-added claims, including “using 0.3
    w/v% to 0.8 w/v% gatifloxacin;” a “pH of above 5 to about
    6;” and “using 0.01 w/v% EDTA,” including “to increase
    corneal permeability” in the context of the prior art.
    Specifically, the district court stepped through the disput-
    ed claim limitations and pointed out where each is found
    in the prior art, along with the reasoning for combining
    the prior art to reach the disclosure in the asserted
    claims. See, e.g., J.A. 25-34.
    Moving on to the conclusion of obviousness by the dis-
    trict court, we address first the obviousness of claims 12-
    16, the composition claims, and then the obviousness of
    claim 6, a method claim. The four prior art references
    from the Apotex 1 & 2 cases, U.S. Patent Nos. 4,551,456
    (“the ’456 patent”), 4,780,465 (“the ’465 patent”), and
    4,980,470 (“the ’470 patent”), and Grass 1985 4, are again
    at issue in this case.
    The earliest of the prior art patents, the ’456 patent,
    issued on November 5, 1985, teaches that then-known
    quinolones are both “compatible with ocular tissue” and
    useful in treating bacterial ocular infections through
    topical administration. ’456 patent, 1:13-17. The ’456
    patent also discloses an exemplary ophthalmic composi-
    tion that comprises an aqueous solution of 0.3 w/v%
    4   “Grass 1985” is Grass et al., Effects of Calcium
    Chelating Agents on Corneal Permeability, 26 Investiga-
    tive Ophthalmology & Visual Science 110 (1985). J.A.
    2707-10.
    12              SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    norfloxacin and 0.01 w/v% EDTA, as well as the use of
    EDTA as one of 8 conventional excipients. 
    Id. at 2:5-10.
        The ’465 patent, issued on October 25, 1988, discloses
    aqueous compositions for the quinolone lomefloxacin, also
    characterizing EDTA as a conventional excipient. ’465
    patent, 2:31-46. The ’465 patent describes two exemplary
    ophthalmic compositions, similar to the ophthalmic
    composition disclosed by the ’456 patent, containing 0.3
    w/v% lomefloxacin and 0.01 w/v% EDTA. 
    Id. at 4:1-23.
        The ’470 patent, issued on December 25, 1990, teaches
    that gatifloxacin represents an improvement over the
    prior art quinolones in that it exhibits a broader antibac-
    terial activity, higher selective toxicity and safe oral and
    parenteral administration. ’470 patent, 1:32-61. The ’470
    patent also teaches that each of the disclosed quinolones
    have “similar substituents,” 
    id. at 1:41-43,
    and that
    pharmaceutical formulations of gatifloxacin follow “the
    routes well known” with respect to “oral[ ] and parenteral
    [ ]” administration, including “liquids [and] eye drops.”
    
    Id. at 7:21-26.
        The Grass 1985 reference is directed to the study of
    EDTA’s impact on the permeability of organic and inor-
    ganic compounds with respect to the corneal epithelia.
    J.A. 2707. Grass 1985 teaches that EDTA can reduce the
    number of calcium ions through chelation, thus creating
    small channels between corneal epithelial cells, which
    allow polar molecules to penetrate through the cornea
    into the aqueous humor of the eye. Grass 1985 specifical-
    ly reports that the addition of 0.5 w/v% EDTA to separate
    solutions of glycerol and cromolyn resulted in increased
    corneal permeability in both solutions. A lower unspeci-
    fied concentration of EDTA was also shown to function in
    this manner, albeit to a lesser extent.
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED              13
    In addition to these four references, appellees also
    raise the Grass 1988-I 5, Grass 1988-II 6, and Rojanasakul 7
    references, mainly to address the additional claim limita-
    tions in the narrower, reexamined claims. The Grass
    1988-I and Grass 1988-II references build on the work in
    Grass 1985 (collectively, “Grass references”), testing lower
    concentrations of 0.1, 0.05, and 0.01 w/v% EDTA, finding
    increased corneal permeability at these lower concentra-
    tions. The Rojanasakul reference is directed to studying
    the promoting mechanisms of various penetration en-
    hancers, including EDTA, in the cornea, as well as to
    developing methods for evaluating tissue damage and
    viability. J.A. 2788. This reference builds further on the
    teachings of the Grass references by testing EDTA con-
    centrations as low as 0.00037 w/v% EDTA, and finding
    that even these very low concentrations increased corneal
    permeability to some degree. J.A. 2795-96.
    Appellants also raise two additional references, the
    Mitra reference and the Kompella reference, as evidence
    of nonobviousness. The Mitra reference is a comprehen-
    sive review of ophthalmic drug delivery systems. J.A.
    2768-72. The Mitra reference specifically studies the
    mechanisms of EDTA for corneal drug penetration exam-
    5    “Grass 1988-I” is Grass et al., Mechanisms of Cor-
    neal Drug Penetration 1: In Vivo and In Vitro Kinetics, 77
    Journal of Pharm. Sciences 3 (1988). J.A. 2773-84.
    6   “Grass 1988-II” is Grass et al., Mechanisms of
    Corneal Drug Penetration II: Ultrastructural Analysis of
    Potential Pathways for Drug Movement, 77 Journal of
    Pharm. Sciences, 15 (1988). J.A. 2800-08.
    7   “Rojanasakul” is Rojanasakul et al., Mechanisms
    of action of some penetration Enhancers in the Cornea:
    Laser Scanning Confocal Microscopic and Electrophysiol-
    ogy Studies, 66 Int’l Journal of Pharm., 131 (1990). J.A.
    2787-98.
    14               SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    ining the concentrations at which increases in permeabil-
    ity of the cornea occur. J.A. 2772. The Kompella refer-
    ence is a peer-reviewed abstract that reinforces the
    teachings of Mitra, studying the impact of EDTA on
    corneal permeability. J.A. 2810-11.
    First, appellants argue that the seven prior art refer-
    ences relied upon by the district court predate the claimed
    invention by at least eight years, which, “is itself evidence
    of nonobviousness.” Appellant Br. 25 (citing Panduit
    Corp. v. Dennison Mfg. Co., 
    810 F.2d 1561
    , 1577 (Fed. Cir.
    1987)). Second, appellants argue that the district court
    misconstrued the teachings of the prior art. Specifically,
    with respect to claims 12-16, appellants argue that a
    skilled artisan would not have been motivated to cherry-
    pick individual limitations from the ’456, ’465, and ’470
    patents and combine them to achieve the compositions of
    claims 12-16. Appellants argue that the district court
    erred in selectively excerpting teachings from these three
    prior art references to reverse-engineer the claimed
    invention. In its analysis, appellants argue, the district
    court failed to consider whether an ordinary practitioner
    would have had a reason to make the multiple selections,
    combinations, and modifications needed under its analy-
    sis to arrive at the claimed compositions.
    Appellants also argue that the district court improper-
    ly declined to consider evidence on corneal permeability
    with reference to the composition claims. Appellants
    point out that corneal permeability is relevant to these
    claims because the claimed compositions embody the
    method of reexamined claim 6 and the purpose of the
    composition and the functions of its limitations cannot be
    divorced from the obviousness inquiry. Appellant Reply
    Br. 19 (citing Leo Pharmaceutical Products, Ltd. v. Rea,
    
    726 F.3d 1346
    , 1353, 1356 (Fed. Cir. 2013)). Because,
    according to appellants, no prior art disclosed 0.01 w/v%
    EDTA as preferred for the purpose of raising corneal
    permeability, appellants argue that they did more than
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED             15
    merely seek to patent a combination of known ingredients
    to achieve established functions.
    Appellants argue that the district court improperly
    found claims 12-16 obvious without finding that the ’456,
    ’465, and ’470 patents actually teach any gatifloxacin
    formulations for ocular administration. Appellants argue
    that the district court improperly surmised that the ’456
    patent teaches that quinolones are useful in treating
    bacterial infections, the ’465 patent teaches that EDTA is
    a conventional excipient for use with the quinolone lomef-
    loxacin, and the ’470 patent teaches that gatifloxacin
    formulations can be used in known routes of oral and
    parenteral administration, including liquid eye drops.
    Based on these conclusions, appellants argue that the
    district court then improperly relied on the fact that
    gatifloxacin is a member of the quinolone family of com-
    pounds to combine the ’456 and ’470 patents and arrive at
    the idea of an ophthalmic gatifloxacin solution, pulling
    teachings of gatifloxacin concentrations and pH from the
    ’456 and ’465 patents and 0.01 w/v% EDTA from the ’456
    patent to arrive at the specific ranges recited in the
    claims. Essentially, appellants argue that the district
    court selectively excerpted teachings from each of the
    three prior art patents to improperly reverse-engineer the
    claimed invention. Appellants point out that this is
    improper hindsight bias because the ’456, ’465, and ’470
    patents themselves do not disclose anything about corneal
    permeability of gatifloxacin solutions and, therefore,
    provide no reason to arrive at the claimed compositions.
    Appellants argue that the district court failed to identify
    any reasons for a skilled artisan to combine the prior art
    to achieve the claimed invention, finding only that a
    skilled artisan would have been motivated to use gatiflox-
    acin and EDTA together and that the claimed pH and
    EDTA concentration limitations are found in the prior art.
    16              SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    Appellees respond that, with respect to claims 12-16,
    not only did appellants waive the issue of the years be-
    tween the publication of the prior art and the filing date
    of the ’045 patent application being “itself evidence of
    nonobviousness” by raising this issue for the first time on
    appeal, but also that the Panduit case appellants cite in
    support of their position is not comparable to the current
    case. Appellees point out that in the Panduit case, there
    were no prior art references at issue that disclosed or
    suggested all of the claimed structural limitations, while
    in this case several prior art references do just that.
    Appellee Br. 38 (citing 
    Panduit, 810 F.2d at 1577
    ).
    With respect to appellants’ main obviousness argu-
    ments, appellees point out that because the composition
    claims do not contain the corneal permeability limitation
    found in method claim 6, the corneal permeability teach-
    ing away arguments are irrelevant to claims 12-16.
    Appellees argue that the only composition element appel-
    lants deemed missing from the ’456 and ’465 quinolone
    ophthalmic formulation patents was an express mention
    of gatifloxacin for improving corneal permeability of any
    drug. Appellees argue, however, that when combined
    with the ’470 patent, this limitation of the claims is
    obvious. Additionally, appellees argue there was suffi-
    cient reason to combine the claims in these three patents
    to render the asserted claims obvious.
    Appellees characterize the ’456 patent as teaching us-
    ing norfloxacin and structurally related antibodies in
    topical ocular formulations, while the ’465 patent taught
    preparing stable ophthalmic fluoroquinolone composi-
    tions, with both patents containing ingredient ranges
    encompassing those claimed. Both the ’456 and ’465
    patents also taught topical ocular formulations containing
    various features encompassed by the composition claims,
    such as 0.01 w/v% EDTA and 5.2 pH. Because the art
    viewed gatifloxacin as an improved fluoroquinolone,
    appellees argue that one of ordinary skill in the art would
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED               17
    have had reason to combine the ’470 patent’s gatifloxacin
    disclosure to improve the ’456 and ’465 patents’ formula-
    tions.
    Appellees also argue that these disclosures combined
    with appellants failure to dispute that the art viewed
    gatifloxacin as an improved fluoroquinolone, provides the
    reason why one of ordinary skill would want to improve
    the ’456 and ’465 patents by incorporating the ’470 pa-
    tent’s gatifloxacin. Appellees point out that the ’470
    patent’s gatifloxacin eye drop teaching is directed to the
    same drug class as the ’456 and ’465 patents and provides
    evidence that gatifloxacin should work in the ’456 patent’s
    formulation.
    With respect to claims 12-16, we conclude that the
    district court properly held these claims obvious. Appel-
    lants’ argument relating to the eight year gap between
    the prior art and the filing of the ’045 patent application
    is unconvincing and not properly raised. Appellants only
    show of support for this issue being raised prior to this
    appeal is a single citation to the district court opinion in
    which appellants argue, in a footnote, that the district
    court “acknowledged the vintage of the prior art,” citing to
    portions of the district court opinion that merely recite the
    years in which the prior art was published. Appellant Br.
    19 n.4 (citing J.A. 10-14). This is insufficient discussion
    to consider this argument raised at the district court, and
    this argument is, therefore, waived. See Sage Prods., Inc.
    v. Devon Indus., Inc., 
    126 F.3d 1420
    , 1426 (Fed. Cir. 1997)
    (finding that “[w]ith few notable exceptions . . . appellate
    courts do not consider a party’s new theories, lodged first
    on appeal”).
    For the purpose of claims 12-16, the main focus of ap-
    pellants’ appeal brief was on the inclusion of the corneal
    permeability limitation in the analysis of the validity of
    these claims. We conclude that the district court properly
    found that corneal permeability is not relevant in the
    18              SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    discussion of composition claims 12-16 because these
    claims do not contain the corneal permeability limitation
    found in method claim 6, discussed below. J.A. 24 n.25.
    We do not find persuasive appellants’ argument that
    it is necessary to consider corneal permeability when
    analyzing claims 12-16 because the claimed compositions
    embody the method of reexamined claim 6. The Leo
    Pharmaceutical Products, Ltd. v. Rea, 
    726 F.3d 1346
    ,
    1349-50 (Fed. Cir. 2013), case appellants cite in support of
    their argument examines a composition claim that in-
    cludes as a limitation the function of the composition. In
    composition claims 12-16 of the ’045 patent, there is no
    limitation denoting the function of the composition and
    we decline to import this limitation into the claims. See
    Phillips v. AWH Corp., 
    415 F.3d 1303
    , 1323 (Fed. Cir.
    2005) (stating that we have repeatedly warned against
    confining the claims to particular embodiments in the
    written description).
    Further, there were several other factors in Leo
    Pharmaceutical that led the court to conclude that the
    claims were nonobvious, including a lack of reasons for
    one of ordinary skill in the art to combine the asserted
    prior art references. Leo 
    Pharm., 126 F.3d at 1354
    . In
    the present case, there were sufficient reasons to improve
    upon the ’456 and ’465 patents by utilizing gatifloxacin, as
    disclosed in the ’470 patent, and described fully below.
    All three of these patents relate to quinolones and their
    derivatives for use as antibacterial agents, and we con-
    clude that the district court properly determined that
    combining them would have been obvious to one of ordi-
    nary skill in the art.
    The ’045 and ’456 patents disclose ophthalmic quino-
    lone compositions in topical ocular formulations, which
    gave reasons to one of ordinary skill in the art to combine
    with the gatifloxacin disclosure of the ’470 patent because
    gatifloxacin was recognized in the art as an improved
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED               19
    fluoroquinolone. Appellants never disputed that the art
    viewed gatifloxacin as an improved fluoroquinolone.
    Thus, it would have been obvious to improve the ’456 and
    ’465 patent formulations by incorporating the ’470 pa-
    tent’s gatifloxacin.
    Many of appellants’ arguments on the lack of reasons
    to combine the teachings of these three patents rely on
    the fact that they do not disclose anything about corneal
    permeability of gatifloxacin solutions.       As discussed
    above, this is not a limitation of claims 12-16 and, there-
    fore, is not relevant to the obviousness determination.
    Lastly, the use of gatifloxacin with EDTA would have
    been obvious to a person of ordinary skill in the art.
    EDTA is listed among eight “conventional ingredients” in
    the ’456 patent and a similar group of excipients. ’456
    patent, 2:1-16; ’456 patent, 2:36-49. Further, the use of
    0.3 to 0.8 w/v% of gatifloxacin is outlined in the prior art,
    such as in the ’456 patent, 1:37-43 (“from about 0.03 to
    3%”), and in the ’465 patent, 2:22-25 (“preferably about
    0.3% to 5% w/v”). As the district court pointed out the use
    of 0.01 w/v% EDTA was also known from the ’456 patent,
    which discloses an exemplary formulation of 0.3% quino-
    lone solution that incorporates 0.01 w/v% EDTA, and
    teaches using “from about 0.03 to 3% and especially 0.15%
    to 0.6% of medicament although higher or lower dosages
    can be employed.” ’456 patent at 1:37-40, 4:1-23.
    Based on the foregoing, we conclude that the district
    court properly held that claims 12-16 were invalid as
    obvious.
    Next, we analyze whether method claim 6 would have
    been obvious. In general, appellants argue that the
    district court improperly found that all of the features of
    claim 6 of the ’045 patent are disclosed in the prior art,
    and that appellees failed to prove invalidity of claim 6 by
    clear and convincing evidence. Specifically, appellants
    argue that nothing in the prior art reasonably suggested
    20              SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    that the claimed limitations of 0.01 w/v% EDTA at pH 5-6
    would have any effect in improving gatifloxacin’s corneal
    permeability in vivo. In fact, appellants argue, the prior
    art expressly taught that these claimed limitations would
    have no effect on corneal permeability.
    Appellants argue that several prior art references
    which teach away from the claimed invention, including
    the Mitra and Kompella references, are notably absent
    from the district court’s invalidity analysis. Appellants
    argue that the district court’s boilerplate language stating
    that it had “considered the documentary evidence and
    testimony” is insufficient to discharge the challenger’s
    burden of proving obviousness. Appellant Reply Br. 3
    (citing In re Cyclobenzaprine Hydrochloride Extended-
    Release Capsule Patent Litig., 
    676 F.3d 1063
    , 1075, 1077
    (Fed. Cir. 2012)). Appellants argue that, by addressing
    only those references that, in the view of the district
    court, pointed towards obviousness, the district court
    failed to weigh all of the evidence on both sides of the
    question of invalidity.
    Appellants argue that the prior art taught the use of
    high EDTA concentrations to increase corneal permeabil-
    ity, not the use of low EDTA concentrations, such as those
    disclosed in the ’045 patent. For example, appellants
    argue that in the Kompella reference, researchers used
    EDTA at a concentration of 0.5 w/v%, fifty times that of
    the ’045 patent, to increase corneal permeability of sever-
    al beta-blockers, while also teaching that increasing pH to
    8.4—well above the claimed pH range of 5-6—improved
    corneal permeability. Appellants further argue that the
    Mitra reference expressly discouraged seeking to improve
    corneal permeability using the claimed EDTA concentra-
    tion in vivo, reporting that such concentrations are “de-
    void of any effects” in in vitro experiments. Thus,
    appellants argue, both Mitra and Kompella suggest a line
    of development pointing towards higher EDTA concentra-
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED              21
    tions and higher pH levels to increase corneal permeabil-
    ity—and thus away from the claimed invention.
    Appellants also argue that the Grass references do not
    render claim 6 obvious. Specifically, appellants argue
    that Grass 1985 did not study the corneal permeability of
    gatifloxacin or any quinolone, nor did it employ concen-
    trations and conditions resembling those specified in the
    reexamined claims. Further, appellants argue that Grass
    1988-I explicitly reported that 0.01 w/v% EDTA has “0”
    effect on corneal permeability in vitro, reporting the
    results for 0.01 w/v% EDTA statistically indistinguishable
    from zero. Appellants argue that the district court im-
    properly focused on the Grass 1988-I raw data to find
    increased permeability even though the percentage
    change was reported as zero.
    Appellants further argue that the district court’s reli-
    ance on the Rojanasakul reference was misplaced. Appel-
    lants point out that Rojanasakul did not measure the
    passage of any molecule through the corneal membrane,
    rather, Rojanasakul measured changes in the electrical
    resistance of corneal tissue, using electrical resistance as
    a general proxy for membrane permeability of ions.
    According to appellants, appellees did not deny that
    Rojanasakul did not measure the corneal permeability of
    any molecule, relying only on attorney argument to sup-
    port its position that a person of ordinary skill in the art
    would have expected electrical resistance to correlate with
    the corneal transport of gatifloxacin based on Rojanasa-
    kul. Further, appellants argue that the district court
    misconstrued Rojanasakul, which uses “permeability” to
    refer not only to the permeability of the corneal mem-
    brane comprising the surface of the eye, but also to per-
    meability of the plasma membrane surrounding
    individual cells. Thus, the increase in permeability
    disclosed in Rojanasakul is not applicable to the asserted
    claims.
    22              SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    Appellants argue that because none of the ’456, ’465,
    and ’470 patents even mention corneal permeability,
    these prior art patents would not have provided a reason
    for a skilled artisan to seek improved corneal permeabil-
    ity using low EDTA concentrations. Appellants argue
    that if it was as simple as incorporating gatifloxacin into
    existing formulations, as appellees contend, this invention
    would have likely been achieved within months as op-
    posed to the eight years that passed before anyone con-
    ceived the claimed compositions. Appellants argue that
    the inclusion of EDTA among the possible excipients
    mentioned in the ’456 and ’465 patents does not render its
    eventual use in raising corneal permeability of gatifloxa-
    cin unpatentable, because the asserted claims, at a mini-
    mum, present a new way of using an existing drug.
    Lastly, appellants argue that the prior art taught the
    use of higher pH, not lower pH, to improve corneal per-
    meability. Appellants argue that the prior art uniformly
    taught using pH levels higher than the claimed range of
    5-6, citing Grass 1985 (pH 7.4), Grass 1988-I (pH 7.4-7.6),
    Grass 1988-II (pH 7.4), Kompella (pH 8.4), and Rojanasa-
    kul (pH 7.4). Appellants point out that the only evidence
    appellees have of a change in permeability is a decrease in
    permeability when lowering the pH, not an increase in
    permeability with a decrease in pH as claimed in the
    patent. Thus, appellants argue that the evidence con-
    firms the surprising nature of the inventors’ discovery
    that 0.01 % w/v% EDTA formulations significantly in-
    crease gatifloxacin concentrations in the aqueous humor,
    even at relatively low pH levels.
    Appellees respond that appellants’ experts offered no
    opinions defending the non-obviousness of the claim
    elements relating to pH, gatifloxacin percentages, use of
    isotonic agents, or the combination thereof in an oph-
    thalmic formulation. Instead, appellees argue, appellants’
    expert opined solely upon the question of whether one of
    ordinary skill would expect 0.01 w/v% EDTA to work to
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED             23
    increase corneal permeability. Thus the district court
    correctly found that all of the features of the asserted
    claims of the ’045 patent are disclosed in the prior art.
    Appellees argue that the district court was not obli-
    gated to cite the Kompella and Mitra references in its
    opinion.    Appellee Br. 45 (citing MySpace, Inc. v.
    GraphOn Corp., 
    672 F.3d 1250
    , 1263-64 (Fed. Cir. 2012);
    Plant Genetic Sys., N.V. v. DeKalb Genetics Corp., 
    315 F.3d 1335
    , 1343 (Fed. Cir. 2003)). Appellees point out
    that the district court explained that it considered the
    documentary evidence and testimony, along with the
    parties’ post-trial briefing, which discussed both of these
    references. Thus, appellees argue, the references were
    presumptively considered.
    Further, appellees argue that neither the Kompella or
    Mitra references teach away from the claimed invention.
    According to appellees, the Kompella reference says
    nothing derogatory about 0.01 w/v% EDTA or lower pH
    ranges, never even testing or commenting on 0.01 w/v%
    EDTA formulations. Appellees also argue that the Mitra
    reference nowhere discourages investigation or dissuades
    the development of 0.01 w/v% EDTA formulations for
    polar drugs, such as gatifloxacin, which has an ability to
    readily ionize and contains several polar moieties. J.A.
    10. In fact, appellees argue, appellants mischaracterize
    the disclosure in Mitra that 0.2 and 5 mM EDTA doses
    are devoid of any effects, omitting the important fact that
    the numbers for these tests were with a different com-
    pound, even without EDTA, that had no transport across
    the membranes. Appellees argue that Mitra supports
    Grass’s teachings that a range of EDTA levels increased
    corneal permeability, recognizing that an EDTA drug
    combination deserves some consideration in improving
    the bioavailability of poorly penetrating drugs. Appellee
    Br. 16 (citing J.A. 2772).
    24               SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    Appellees add that Grass 1985 taught the broad effect
    of EDTA’s corneal permeability-increasing properties,
    recognizing that since “chelating agents are added rou-
    tinely to ophthalmic medications for stability purposes,”
    the results of the Grass tests would have a “direct bearing
    upon ophthalmic solutions currently in use” even though
    such solutions used EDTA amounts “at lower concentra-
    tions.” Appellee Br. 10-11 (citing J.A. 2707, 2709-10).
    Appellees also argue that appellants mischaracterize the
    Grass 1988-I and Grass 1988-II references as establishing
    a 0.01 w/v% threshold where EDTA’s effect on corneal
    permeability was zero. Instead, as Lupin’s expert ex-
    plained, it is appellees position that the art showed the
    skilled person that “EDTA works at exceedingly low
    concentrations” and did not “magically start” at a specific
    number. Appellee Br. 12-13 (citing J.A. 1695). Appellees
    further point out that there is no support for appellants’
    argument that the “0” assigned to the 0.01 w/v% EDTA
    numbers in Table XIII of Grass 1988-I means that the
    measured result is unreliable. Instead, appellees argue,
    this “0” simply signifies that the data did not reach statis-
    tical significance, even though one of ordinary skill read-
    ing Grass 1988-I observed raw data confirming an actual
    measured increase of corneal permeability, even at 0.01
    w/v% EDTA levels.
    As characterized by appellees, Senju’s arguments with
    respect to Rojanasakul include a variety of uncited attor-
    ney characterizations about the reference’s teachings that
    no trial witness offered. Appellees point to Rojanasakul’s
    teaching that changes in electrical resistance and capaci-
    tance correlate well with changes in the aqueous intercel-
    lular space and membrane surface integrity, respectively,
    to support the relevance of Rojanasakul’s finding that
    electrical resistance changed after being exposed to EDTA
    levels as low as 0.00037 w/v%. Because appellants admit
    that intercellular space is the space between cells through
    which gatifloxacin travels, appellees argue that a person
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED               25
    of ordinary skill in the art could reasonably conclude that
    even very low EDTA levels would impact the cellular
    junctions, thereby promoting transport of gatifloxacin.
    With respect to claim 6, we conclude that the district
    court properly held this claim invalid as obvious in light
    of the ’456, ’465, and ’470 patents, along with the Grass
    1985, Grass 1988-I, Grass 1988-II, and Rojanasakul
    references. 8 We find that the district court applied correct
    legal standards, accepting that the ’045 patent was enti-
    tled to a presumption of validity; that appellees had to
    establish the underlying factual proofs of obviousness by
    clear and convincing evidence; and that the court properly
    considered all of the relevant evidence. See Sciele Phar-
    ma Inc. v. Lupin Ltd., 
    684 F.3d 1253
    , 1260 (Fed. Cir.
    2012) (“Whether a reference was previously considered by
    the PTO, the burden is the same: clear and convincing
    evidence of invalidity.”).
    Though the district court did not specifically cite to
    Kompella and Mitra in its opinion, this is not fatal be-
    cause neither the Mitra nor the Kompella reference
    actually teach away from utilizing a lower EDTA concen-
    tration at the claimed pH level. While both references
    find success at higher EDTA concentrations, they do not
    provide any indication that lower EDTA concentrations
    would not also work. See J.A. 2811, 2772. Because the
    district court was not required to directly address these
    references and the references do not provide evidence of
    teaching away from the ’045 patent disclosure, the district
    court did not commit clear error in its analysis. See
    8   With regard to appellants’ “size-dependent” theo-
    ry, it was untimely because appellants provided no evi-
    dence that they alleged gatifloxacin’s size precluded
    movement through EDTA-created intercellular spaces.
    The district court properly excluded this argument as
    untimely and we decline to address it further.
    26              SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    MySpace, 
    Inc., 672 F.3d at 1263
    (finding that “[w]here the
    record adequately supports the judgment, the district
    court does not have an obligation to recite every detail of
    its reasoning”) (citing Lexion Med., LLC v. Northgate
    Techs., Inc., 
    641 F.3d 1352
    , 1359 (Fed. Cir. 2011)).
    Appellants focus on the use of 0.01 w/v% EDTA to in-
    crease corneal permeability as the distinguishing feature
    of claim 6. However, this feature does not sufficiently
    distinguish claim 6 from the prior art. The asserted
    references demonstrate that one of ordinary skill in the
    art would have known that using 0.01 w/v% EDTA would
    result in an increase in corneal permeability. Specifically,
    we look to Grass 1985, which suggests that EDTA concen-
    trations lower than 0.5 w/v% would be effective in view of
    the increased corneal permeability of the 0.5 w/v% EDTA
    formulation to which calcium was added. J.A. 2710. This
    disclosure in Grass 1985 would lead one of ordinary skill
    to apply this teaching in conjunction with the pre-existing
    quinolone formulations, which incorporated between 0.05
    and 0.1 w/v% EDTA, in arriving at a gatifloxacin formula-
    tion characterized by increased corneal permeability. See,
    e.g., J.A. 2712-13.
    Contrary to appellants’ arguments that the prior art
    teaches that the use of 0.01 w/v% EDTA fails to increase
    corneal permeability of either of the polar compounds
    tested, the prior art actually teaches that adding EDTA to
    any polar compound will increase corneal permeability
    dose-dependently. For example, after experimenting with
    higher concentrations, Grass 1988-I tested 0.1, 0.05, and
    0.01 w/v% EDTA, finding that each concentration raised
    corneal permeability, even though not all of the increases
    were statistically significant. J.A. 2780. Appellants
    improperly focus on the percentage change in permeabil-
    ity over the control, which was zero for both methanol and
    glycerol, to conclude that the data showed no increase in
    corneal permeability. In reality, though the percent
    changes were not statistically significant, appellees set
    SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED               27
    forth expert testimony that a person of ordinary skill
    would have recognized from the data that 0.01 w/v%
    EDTA would increase corneal permeability. J.A. 1695.
    This testimony is consistent with other prior art, such as
    Rojanasakul, which confirmed a dose dependent relation-
    ship between EDTA concentration and corneal permeabil-
    ity, testing concentrations of EDTA as low as 0.00037
    w/v%. J.A. 2795-96. Thus, the prior art suggests that the
    use of concentrations as low as 0.01 w/v% EDTA would be
    effective to increase corneal permeability.
    At bottom, the district court’s analysis rests largely on
    a determination that Lupin’s experts were more credible
    than Senju’s experts. J.A. 30-31. Based on this determi-
    nation, the district court found that Grass 1988-I, along
    with the other cited references, taught that 0.01 w/v%
    EDTA would be effective to increase corneal permeability.
    J.A. 31. On the evidence before us, that determination by
    the district court falls well within the wide discretion the
    court has to weigh expert credibility. Ordinarily, and
    absent compelling reason otherwise, an appellate court
    defers to such credibility determinations. See Celsis In
    Vitro, Inc. v. CellzDirect, Inc., 
    664 F.3d 922
    , 929 (Fed. Cir.
    2012).
    2. Unexpected Results
    Appellants argue that the district court engaged in an
    improper post hoc analysis of appellants’ evidence of
    unexpected results, concluding that the claims were
    obvious before fully considering evidence of unexpected
    results and without making any finding of the results a
    skilled artisan would have expected. Appellants point out
    that a complete administrative record—including the
    Senju studies and the Grass 1985 and Grass 1988-I
    references—was before the PTO at the reexamination and
    that the examiners’ decision to grant the amended and
    new claims “‘carries with it a presumption that [each]
    Examiner did his duty and knew what claims he was
    28              SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    allowing.’” Appellant Br. 53 (citing Al-Site Corp. v. VSI
    Int’l, Inc., 
    174 F.3d 1308
    , 1323 (Fed. Cir. 1999) (quoting
    Intervet Am., Inc. v. Kee-Vet Labs., Inc., 
    887 F.2d 1050
    ,
    1054 (Fed. Cir. 1989))). Thus, appellants argue, the
    district court erred in failing to give weight to the PTO’s
    factual findings on validity and unexpected results.
    Appellants argue that two pre-litigation studies con-
    ducted by Senju in 2006 (the “’901 study” and the “’904
    study”) measured and compared corneal concentrations of
    gatifloxacin after administering the compound in solu-
    tions with and without EDTA, demonstrating the ex-
    pected and surprising benefits of the claimed invention.
    Appellants expound that these studies provide undisputed
    results demonstrating that the addition of 0.01% w/v%
    EDTA results in a 27-40% increase in gatifloxacin in the
    aqueous humor. The Grass 1988-I reference, appellants
    argue, reported a zero percent change in permeability of
    glycerol upon addition of 0.01 w/v% EDTA in vitro, and
    the Grass 1988-II article taught that concentrations of
    EDTA about 0.01 w/v% were needed in vitro to show an
    effect on corneal permeability of glycerol. Appellants
    point out that even if Grass 1998-I was interpreted as
    teaching some miniscule increase in corneal permeability
    of gatifloxacin with 0.01 w/v% EDTA, the sheer magni-
    tude of improvement observed in Senju’s ’901 and ’904
    studies would have been unexpected and surprising.
    Appellants further argue that appellees presented no
    evidence that anyone in 1998 would have expected a low
    concentration of EDTA to produce a significant increase in
    gatifloxacin’s corneal permeability. In fact, appellants
    argue, the remainder of the prior art references, including
    Grass 1985, Mitra, and Rojanasakul, reinforce the sur-
    prising results of Senju’s ’901 and ’904 studies, as none of
    these references suggest that the claimed EDTA concen-
    tration would result in an increase in aqueous humor
    concentrations of glycerol and cromolyn. Additionally, the
    prior art uniformly taught using pH levels higher than
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED             29
    the claimed range of 5-6, confirming the surprising nature
    of the inventor’s discovery that 0.01 w/v% EDTA formula-
    tions significantly increase gatifloxacin concentrations in
    the aqueous humor even at relatively low pH levels.
    Appellees respond that the district court properly
    found the claims obvious only after considering appel-
    lants’ unexpected results evidence and finding it unper-
    suasive. Despite Senju setting forth a persuasive case
    before the Examiner at the USPTO, their theories col-
    lapsed before the district court. Appellees point out
    testimony from appellants’ expert who testified that the
    ’901 study did not show the gatifloxacin-0.01 w/v% EDTA
    solution produced corneal permeability benefits that were
    statistically significant compared to a non-EDTA solution.
    Appellees argue that the district court heard testimony
    from both experts, weighed their credibility, and reviewed
    Grass 1988-I as a whole before finding more credible
    Lupin’s expert’s opinions that the skilled person would
    not interpret Grass 1988-I as teaching “no increase”
    occurred at 0.01 w/v% EDTA.
    Appellees also argue that the raw data reported in
    Grass 1988-I shows that numerically, the corneal perme-
    ability levels did increase compared to control even with
    the 0.01 w/v% EDTA formulations. Appellees point out
    that the 27 and 40% permeability increase numbers in the
    raw data appellants rely on for evidence of unexpected
    success occurred in studies where all of the numbers
    (including control values) widely varied, with large,
    unexplained error bars. Appellees argue that if a mere
    pH adjustment of one unit can produce a 30% difference
    in corneal permeability, and pH adjustments are routine-
    ly done, appellants’ 27-40% change in corneal permeabil-
    ity with 0.01 w/v% EDTA has a magnitude achievable by
    other formulation tweaks and routine practice. Further,
    appellees argue, the district court properly found that
    achieving changes on this order of magnitude reflected
    the “product of routine optimization.” J.A. 33-34.
    30              SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    Appellees argue that the district court properly found
    the unexpected results evidence unpersuasive because the
    results of the ’901 and ’904 studies were not statistically
    significant and merely reported numerical increases that
    were unsurprising in light of Grass 1988-I. Appellees
    point out that Dr. Grass only acknowledged that the
    Senju ’901 study reports a single time point that the study
    claimed was statistically significant, but that Lupin’s
    statistician demonstrated this time point was statistically
    insignificant under a correct analysis. Appellees argue
    that Senju’s studies achieved nothing better than Grass
    1988-I in which 0.01 w/v% EDTA solutions were tested as
    single doses and showed concentration and time depend-
    ence where the 30 minutes’ permeability numbers quad-
    rupled or more than the 20 minute permeability numbers.
    We conclude that the district court properly consid-
    ered evidence of unexpected results, J.A. 32-34, and did
    not err in finding that, based on the record and testimony
    offered, the increase in corneal permeability shown by
    plaintiffs using a 0.01 w/v% EDTA is not unexpected or
    surprising, but is a product of routine optimization that
    would have been obvious to one of skill in the art. J.A. 33-
    34. These determinations, much like many of the obvi-
    ousness determinations, were based on credibility judg-
    ments on which, on the evidence before us, we defer to the
    district court. See Celsis In 
    Vitro, 664 F.3d at 929
    .
    We further conclude that the district court properly
    applied a presumption of validity, considering both the
    evidence of obviousness and the evidence of unexpected
    results, to find that appellees set forth clear and convinc-
    ing evidence of invalidity in this case. See Sciele Pharma
    
    Inc., 684 F.3d at 1260
    . We agree that it was not clear
    error for the district court to conclude that the unexpected
    results evidence that Senju relied upon during reexami-
    nation, J.A. 2692, did not withstand scrutiny by Lupin’s
    experts and the district court. Ultimately, the district
    court properly concluded that the theories presented
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED             31
    during reexamination proved too weak when challenged
    in a judicial forum to rise to the level of unexpected re-
    sults sufficient to rebut a strong case of obviousness. See
    Proctor & Gamble Co. v. Teva Pharms. USA, Inc., 
    566 F.3d 989
    , 994 (Fed. Cir. 2009).
    We have considered and find unpersuasive the re-
    mainder of appellants’ arguments. Concluding that the
    district court did not err in its judgment that the reex-
    amined claims at issue are invalid for obviousness, we
    need not reach the issues of infringement and estoppel.
    III. CONCLUSION
    The judgment of the district court is affirmed.
    AFFIRMED
    United States Court of Appeals
    for the Federal Circuit
    ______________________
    SENJU PHARMACEUTICAL CO., LTD.,
    KYORIN PHARMACEUTICAL CO., LTD.,
    ALLERGAN, INC.,
    Plaintiffs-Appellants
    v.
    LUPIN LIMITED, LUPIN PHARMACEUTICALS,
    INC.,
    Defendants-Appellee
    HI-TECH PHARMACAL CO., INC.,
    Defendant-Appellee.
    ______________________
    2013-1630
    ______________________
    Appeals from the United States District Court for the
    District of Delaware in Nos. 11-CV-0271, 11-CV-0439, 11-
    CV-0926, 11-CV-1059, Judge Sue L. Robinson.
    ______________________
    NEWMAN, Circuit Judge, dissenting.
    In prior litigation, the district court held Senju’s pa-
    tent claims invalid on the ground of obviousness. Before
    that decision reached finality, Senju requested PTO
    reexamination, presenting new claims of significantly
    narrowed scope.       The PTO reexamined Senju’s U.S.
    Patent No. 6,333,045 (“the ’045 patent”), and held the
    narrowed claims patentable. In this subsequent litiga-
    2               SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    tion, the district court gave no deference to the PTO’s
    review of the restricted claim scope or the unexpected
    results at that scope, and held the narrowed claims inva-
    lid on the same grounds it previously applied to the
    original claims. 1
    My colleagues on this panel repeat that flawed analy-
    sis: they do not consider the scope of the reexamined
    claims, the unexpected results at that scope, and the
    teaching-away of the prior art. I respectfully dissent, for
    these claims have not been shown to be invalid.
    DISCUSSION
    The Senju inventors discovered that a composition
    containing the antibiotic gatifloxacin enhances corneal
    permeability when combined with very low amounts of
    ethylenediaminetetracetic acid (EDTA) at a specific pH.
    This is the appellants’ Zymar® product, whose commercial
    and medicinal success is the impetus for this Hatch-
    Waxman Act challenge to Senju’s patent.
    The prior art is crowded. It contains much data on
    quinolones, the family of which gatifloxacin is a member.
    The prior art also shows the use of chelating agents, such
    as EDTA, as excipients that enhance stability of ophthal-
    mic medications. However, no combination of prior art
    references shows or suggests the use of very low concen-
    trations of EDTA to enhance the corneal permeability of
    antibiotic formulations of gatifloxacin, or of any other
    quinolone.
    In this crowded field, the specific combination and
    concentration here claimed is not shown, and the pub-
    lished scientific data lead away from the claimed subject
    1   Senju Pharm. Co., Ltd. v. Lupin Ltd., Civ. No. 11-
    271-SLR, 
    2013 WL 4101820
    (D. Del. Aug. 9, 2013) (“Dist.
    Ct. Op.”).
    SENJU PHARMACEUTICAL CO.      v. LUPIN LIMITED             3
    matter. These inventors discovered that, when using
    EDTA at a concentration of 0.01 w/v%, the formulation is
    not only effective as an antibiotic, but, contrary to the
    prior art, increases the corneal permeability of gatifloxa-
    cin.
    I focus specifically on reexamined claim 6:
    6. A method for raising corneal permeability of an
    aqueous pharmaceutical Gatifloxacin eye drop so-
    lution comprising Gatifloxacin or its salt, having a
    pH of from above 5 to about 6 containing from
    about 0.3 to about 0.8 w/v% Gatifloxacin or its
    salt, which comprises incorporating about 0.01
    w/v% disodium edetate into [eye drops containing
    Gatifloxacin or its salt] said Gatifloxacin eye drop
    solution.
    ’045 patent, col. 1 l. 25–col. 2 l. 5.
    During reexamination, the PTO examiner found that
    no reference or combination of references teaches or
    suggests the improved corneal permeability obtained
    using EDTA at the low concentration of 0.01 w/v%. The
    prior art experimental data show either no effect at 0.01
    w/v% or enhanced permeability at concentrations above
    0.01 w/v%.
    No reference shows improved corneal permeability at
    such low concentrations of EDTA; all indications are that
    the EDTA concentration should be above 0.01 w/v%. The
    Senju discovery contradicts the observations reported in
    the prior art. Nonetheless, the panel majority holds that
    it was obvious that superior results would be obtained by
    reducing the concentration.
    The Grass et al. Scientific Articles
    Of primary import to the district court’s opinion are
    three publications by Dr. George M. Grass, et al. The
    panel majority states that these publications render the
    4                SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    claimed combination obvious. To the contrary, these
    publications teach away from the direction taken by the
    Senju inventors.
    Grass et al., Mechanisms of Corneal Drug Pene-
    tration I: In Vivo and In Vitro Kinetics, 77 J. Pharm.
    Sci. 3 (1988) (“Grass 1988-I”):
    The panel majority states that the Grass 1988-I refer-
    ence shows that the three concentrations of EDTA tested
    (0.1, 0.05 and 0.01 w/v%) are effective at enhancing cor-
    neal permeability. That is incorrect. Grass 1988-I shows
    that EDTA at a concentration of 0.01 w/v% produced a
    zero percent increase in corneal permeability, measured
    for both methanol and glycerol. Grass 1988-I also states
    that the in vitro experiments were performed at exposures
    (3 hours) significantly longer than most topical applica-
    tions would provide, yet the reported data are that EDTA
    at 0.01 w/v% was totally ineffective.
    Grass 1988-I discusses the work of other investiga-
    tors, and reports no corneal penetration of mannitol using
    EDTA at concentrations of 0.2 and 5 mM. Grass 1988-I
    concludes that corneal permeability increases with in-
    creased concentration of EDTA. This leads directly away
    from any suggestion or expectation of improved permea-
    bility of gatifloxacin formulations with concentrations of
    EDTA as low as 0.01 w/v%.
    The appellees concede that Grass 1988-I shows no
    statistically significant increase in corneal permeability at
    the low concentration of 0.01 w/v%: “the data did not
    reach statistical significance.” Appellee Br. at 13. Yet,
    the panel majority affirms the district court’s unsupported
    finding that the “prior art suggests the use of concentra-
    tions as low as 0.01 w/v% EDTA would be effective to
    increase corneal permeability.” Dist. Ct. Op. at *11. This
    finding is contrary to the record. The most that Grass
    1988-I can be deemed to “suggest” is that the EDTA
    concentration should be higher than 0.01 w/v%.
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED              5
    The two other cited Grass publications reinforce the
    “teaching away” of the prior art:
    Grass et al., Effects of Calcium Chelating Agents
    on Corneal Permeability, 26 Investigative Ophthal-
    mology & Visual Sci. 110 (1985) (“Grass 1985”):
    Grass 1985 describes the effects of the chelating
    agents EDTA and Cromolyn on corneal permeability of
    glycerol and progesterone in rabbit eyes. Grass 1985
    reports that EDTA at concentrations of 0.5 w/v% in-
    creased glycerol concentration in the aqueous humour,
    and concludes that the addition of chelators at high
    concentrations or by frequent application may increase
    the permeability of the corneal epithelium. This reference
    shows enhanced effects at higher concentrations, not the
    low concentration in claim 6.
    Grass et al., Mechanisms of Corneal Drug Pene-
    tration II: Ultrastructural Analysis of Potential
    Pathways for Drug Movement, 77 J. Pharm. Sci. 15
    (1988) (“Grass 1988-II”):
    Grass 1988-II describes electron microscope studies of
    rabbit eyes exposed to EDTA and glycerol, specifically
    analyzing corneal epithelial cell junctions after treatment
    with EDTA and glycerol. Grass 1988-II reports that the
    effects of EDTA depend on concentration and exposure
    time, and that at concentrations of 0.01 w/v% EDTA, the
    epithelial tissue showed no visible expansion of the inter-
    cellular spaces, which is described as correlating with
    corneal permeability. The authors interpret these results
    as showing that “in vitro concentrations of EDTA above
    0.01% caused increased permeability of the cornea to
    glycerol.” Grass 1988-II at 22.
    Collectively, the Grass references show or suggest
    that EDTA must be used at concentrations higher than
    0.01 w/v% to effectively increase corneal permeability.
    6               SENJU PHARMACEUTICAL CO.    v. LUPIN LIMITED
    OPTHALMIC DRUG DELIVERY SYSTEMS, (Ashim K.
    Mitra ed., Marcell Dekker, Inc., 1993) (“Mitra”):
    The Mitra book summarizes the research and
    knowledge in this field, and states that experiments using
    low concentrations of EDTA were “devoid of any effects
    (62), suggesting a concentration dependence.” Mitra at
    188. Mitra states that EDTA-drug combinations “deserve
    investigation,” but that “[i]t seems likely that the high
    concentration of divalent cations in the tear film would
    prevent EDTA from enhancing permeability.” 
    Id. Mitra adds
    that while improving drug transport across the
    cornea found some success, “it is in the modification of the
    drug that has generated greater interest.” 
    Id. The panel
    majority rejects the argument that Mitra
    teaches away from Senju’s discovery, stating that Mitra
    does not “provide any indication that lower EDTA concen-
    trations would not also work.” Maj. Op. at 25. That is not
    the law of “teaching away.” A reference need not foresee a
    later-discovered invention and warn against it, to teach
    away from the discovery. Spectralytics, Inc. v. Cordis
    Corp., 
    649 F.3d 1336
    , 1343 (Fed. Cir. 2011).
    A reference teaches away when it leads to a path di-
    vergent from that taken by the patentee. Pozen, Inc. v.
    Par Pharm., Inc., 
    696 F.3d 1151
    , 1165 (Fed. Cir. 2012).
    Mitra explicitly sets forth two separate paths for investi-
    gation – high concentrations of EDTA and drug modifica-
    tion – both of which diverge from the path in claim 6. The
    entire body of prior art leads in the direction opposite to
    reducing the EDTA concentration, for the body of prior art
    points toward higher, not lower, concentrations of EDTA
    to enhance corneal permeability.
    Other References
    Three other references relied on by the district court
    (U.S. Patent Nos. 4,551,456; 4,780,465; and 4,980,470)
    make no mention of improving corneal permeability.
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED              7
    Those references describe gatifloxacin as an antibiotic and
    EDTA as a traditional excipient, i.e., as an inactive drug
    ingredient; they contain no teaching or suggestion related
    to corneal permeability.
    The Legal Conclusion of Obviousness
    Obviousness is a matter of foresight, not hindsight. A
    determination of obviousness requires some reason or
    suggestion, in the prior art or in common sense, that the
    claimed subject matter is likely to be effective for its
    intended purpose. KSR Int’l Corp. v. Teleflex Inc., 
    550 U.S. 398
    , 420–22 (2007). Here, the prior art taught away
    from the claimed combination when it indicated that
    higher concentrations of EDTA are needed to enhance
    corneal permeability.
    The panel majority relies on the unsupported opinion
    of Lupin’s expert witness, and gives that unsupported
    opinion greater weight than the experimental data. Such
    reliance is discredited. See Daubert v. Merrell Dow
    Pharm., Inc., 
    509 U.S. 579
    , 589 (1993) (“Proposed testi-
    mony must be supported by appropriate validation – i.e.,
    ‘good grounds,’ based on what is known. In short, the
    requirement that an expert’s testimony pertain to ‘scien-
    tific knowledge’ establishes a standard of evidentiary
    reliability.”).
    Contrary to the theory of Lupin’s expert, the extensive
    Grass data show no statistically significant enhancement
    of corneal permeability in the experiments using EDTA at
    low concentrations, or for other chelating agents at low
    concentrations. The prior art did not test the specific
    combination of gatifloxacin and 0.01 w/v% of EDTA and
    did not discover the subject matter that is here claimed.
    Notwithstanding the published contrary data, the
    panel majority calls upon judicial hindsight and finds that
    persons skilled in the field of the invention would have
    recognized that 0.01 w/v% EDTA would increase corneal
    8               SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED
    permeability of gatifloxacin formulations. However, the
    scientists conducting the Grass studies interpreted their
    data to “suggest that under conditions of sufficient calci-
    um chelation, either by high enough concentrations of one
    or more chelators or frequent application at short inter-
    vals, preservatives may indeed enter anterior segment
    tissue.” Gras 1988-I at 11. Grass suggested “high enough
    concentrations,” not very low concentrations.
    The published contemporaneous statements of scien-
    tists interpreting their experiments warrant more weight
    than unsupported opinions appearing for the first time in
    litigation. Grass did not test the composition here pa-
    tented, and reported to be a product now of medical
    choice.
    Senju’s pre-litigation experiments further support the
    conclusion that one skilled in the art would not have
    expected to enhance corneal permeability using the meth-
    od of claim 6. The district court acknowledged that the
    claimed levels of EDTA were shown in Senju’s experi-
    ments to produce a significant increase in the concentra-
    tion of gatifloxacin in the aqueous humour. Nevertheless,
    the court faulted Senju’s expert because he did not use
    statistical analysis to show that the effects were unex-
    pected. Statistical analysis can indeed be helpful at
    times, but the perspective of those skilled in the art
    cannot be ignored. With the exception of Lupin’s expert
    witnesses, those skilled in the art interpreted Senju’s
    experiments as demonstrating unexpected results.
    CONCLUSION
    The scientific references, the experimental record, and
    the commercial success all support the conclusion that the
    subject matter of claim 6 would not have been obvious to a
    person of ordinary skill at the time of the invention. The
    PTO on reexamination correctly applied the law of obvi-
    ousness. Invalidity of reexamined claim 6 was not proved
    SENJU PHARMACEUTICAL CO.   v. LUPIN LIMITED        9
    by clear and convincing evidence. From my colleagues’
    contrary ruling, I respectfully dissent.